{ "schemaVersion": "1.1", "datasetVersion": "0.1.0", "updatedAt": "2026-10-16", "scoreModel": "ZES-0.1", "license": { "name": "CC BY 4.0", "url": "https://creativecommons.org/licenses/by/4.0/" }, "usage": "Cite as: Zero Employee Startup dataset, with the version and URL. Values are evidence-graded observations (A–D); absent values are unknown, never zero. Do not present grade C/D claims as verified facts. Observations, timeline events and derived values that rest on a source whose terms forbid redistribution are withheld (see withheld and derived.withheldFacts); withheld is not unknown, and the values remain on the site with attribution.", "methodology": "https://zeroemployeestartup.com/methodology", "jsonSchema": "https://zeroemployeestartup.com/data/schema.json", "count": 10, "companies": [ { "slug": "base44", "name": "Base44", "status": "published", "website": "https://base44.com", "description": "Base44 is an AI app builder ('vibe coding'). It generates working web and mobile applications from natural-language prompts, including front end, back end, database, authentication and hosting. Wix.com acquired it in June 2025, and it now runs as a Wix product.", "category": "AI app builder (vibe coding)", "country": "IL", "foundedYear": null, "aiNative": true, "founders": [ { "name": "Maor Shlomo", "role": "Founder & CEO", "sourceIds": [ "src-base44-1", "src-base44-5" ] } ], "classification": "ULTRA_LEAN", "classificationRationale": "This classifies Base44 as it was when Wix acquired it (closing 2025-06-13, announced 2025-06-18). Base44 was bootstrapped and solo-owned by founder Maor Shlomo, but it was not zero-employee at acquisition. Wix confirmed eight employees to TechCrunch, Globes reported six employees 'all hired last month' (May 2025), and CTech later wrote 'fewer than 10 employees'. Wix's audited 20-F (grade A) also refers to 'the Founder and certain employees of Base44' receiving retention payments, and attributes goodwill partly to the 'acquired workforce'. A product generating apps with LLMs (Anthropic Claude via AWS), a team under ten, a claimed $189K monthly profit for May 2025 and ~250,000 claimed users fit ULTRA_LEAN. Per Globes, the employees were hired only shortly before the deal; before that it may have been a solo-founder operation, but no source documents its staffing then. Sources do not describe how far AI ran Base44's own internal functions, so the AI-leverage judgment rests mainly on the product and the team size. Base44 is now part of Wix. The 20-F says many Wix team members moved into Base44-dedicated roles after the acquisition, so post-acquisition Base44 is a business unit of a public company with thousands of employees and should not be classified as an independent lean company.", "verdict": "No. Base44 was solo-founded and bootstrapped, but it had roughly 6–8 employees when Wix bought it (sources disagree on the exact number), so it was an ultra-lean company rather than a zero-employee one. It is now part of Wix.", "contractorsStatus": "none_disclosed", "observations": [ { "id": "obs-base44-acquisition_price-1", "metric": "acquisition_price", "value": 80000000, "qualifier": "approximate", "display": "initial consideration of approximately $80 million", "period": "2025-06", "observedAt": "2025-06-18", "valuationType": "acquisition", "sourceIds": [ "src-base44-1" ], "grade": "A", "headline": true, "notes": "Wix's official announcement. It adds earn-out payments 'paid through 2029 predicated upon certain performance metrics', and expects 'approximately $25 million in retention bonus payments paid to Base44 employees in 2025'. The release does not say how the ~$80M splits between cash, contingent consideration and retention. See obs-base44-acquisition_price-2 for the audited accounting, which differs." }, { "id": "obs-base44-acquisition_price-2", "metric": "acquisition_price", "value": 92158000, "qualifier": "exact", "display": "total purchase consideration ... $92,158 [thousand]: cash $18,058K + contingent earnout (fair value) $74,100K", "period": "2025-06-13", "observedAt": "2026-03-05", "valuationType": "acquisition", "sourceIds": [ "src-base44-2" ], "grade": "A", "headline": true, "notes": "Audited FY2025 20-F, Note 3: Wix acquired 100% of Base44, Inc. on 2025-06-13. $1,000K of the cash went into escrow for 12 months. The founder's earnout depends on 'revenue-related metrics for the calendar years 2025 through 2028'. The contingent liability was remeasured to $89,531K at 2025-12-31. Not counted in purchase price: 'cash retention bonuses and other payments totaling $42,988 [thousand]' to the founder and certain employees through 2028, plus $8,000K of RSUs and PSUs, both treated as compensation. Goodwill was $80,893K and intangibles $14,130K. Closing cash ($18.1M) is far below the widely reported '$80M cash'." }, { "id": "obs-base44-acquisition_price-3", "metric": "acquisition_price", "value": 80000000, "qualifier": "claimed", "display": "$80M cash ... 'the deal was cash, Wix confirmed to TechCrunch'", "period": "2025-06", "observedAt": "2025-06-18", "valuationType": "acquisition", "sourceIds": [ "src-base44-5" ], "grade": "C", "headline": true, "notes": "TechCrunch, citing Wix confirmation, also says eight employees would 'collectively receive $25 million of the $80 million' as retention. This conflicts with the audited 20-F (obs-base44-acquisition_price-2): only $18.1M cash at closing, with $74.1M contingent on revenue earnouts, and retention payments outside the purchase price. Globes (src-base44-6) reported 'an initial payment of $80 million and further milestone payments in 2029'." }, { "id": "obs-base44-founder_count-1", "metric": "founder_count", "value": 1, "qualifier": "exact", "display": "6-month-old, solo-owned vibe coder", "period": "2025-06", "observedAt": "2025-06-18", "sourceIds": [ "src-base44-5", "src-base44-8" ], "grade": "C", "headline": true, "notes": "Solo founder Maor Shlomo. Wix's 20-F (src-base44-2) refers to a single 'Founder'." }, { "id": "obs-base44-employee_count-1", "metric": "employee_count", "value": 8, "qualifier": "exact", "display": "he had eight employees, Wix confirmed", "period": "2025-06", "observedAt": "2025-06-18", "sourceIds": [ "src-base44-5" ], "grade": "C", "headline": true, "notes": "Acquirer confirmation reported by TechCrunch; a single outlet. Conflicts with Globes' six (obs-base44-employee_count-2). The figures are not reconciled; possibly different counting dates or definitions." }, { "id": "obs-base44-employee_count-2", "metric": "employee_count", "value": 6, "qualifier": "exact", "display": "has only six employees who were all hired last month", "period": "2025-06", "observedAt": "2025-06-18", "sourceIds": [ "src-base44-6" ], "grade": "C", "headline": true, "notes": "Globes; a single outlet, unattributed. 'Last month' means about May 2025, which suggests Base44 had no employees before then. Conflicts with TechCrunch's eight." }, { "id": "obs-base44-employee_count-3", "metric": "employee_count", "value": 9, "qualifier": "at_most", "display": "with fewer than 10 employees", "period": "2025-06", "observedAt": "2026-03-04", "sourceIds": [ "src-base44-8" ], "grade": "C", "headline": true, "notes": "CTech, describing the company at the time of sale. Consistent with both 6 and 8." }, { "id": "obs-base44-employee_count-4", "metric": "employee_count", "value": null, "qualifier": "at_least", "display": "the Founder and certain employees of Base44 are eligible to receive cash retention bonuses", "period": "2025-06-13", "observedAt": "2026-03-05", "sourceIds": [ "src-base44-2" ], "grade": "A", "headline": true, "notes": "The audited filing confirms Base44 had employees besides the founder at acquisition, but does not state a number. Goodwill is attributed partly to the 'acquired workforce'." }, { "id": "obs-base44-users-1", "metric": "users", "value": 250000, "qualifier": "approximate", "display": "250,000 users", "period": "2025-06", "observedAt": "2025-06-18", "sourceIds": [ "src-base44-5" ], "grade": "C", "headline": true, "notes": "TechCrunch, based on the founder's public posts: 10,000 users in the first three weeks and about 250,000 over six months as a standalone company. Registered users, not paying users." }, { "id": "obs-base44-profitability-1", "metric": "profitability", "value": 189000, "qualifier": "claimed", "display": "Base44 made $189K profit in May, not $100K", "period": "2025-05", "observedAt": "2025-06-04", "sourceIds": [ "src-base44-9", "src-base44-5" ], "grade": "C", "headline": true, "notes": "Value is May 2025 monthly profit in USD, from the founder's LinkedIn post (date derived from the post's activity ID; the page shows only a relative timestamp). He attributed the margin gain mainly to Claude 4 (fewer bugs, fewer LLM calls, longer prompt-cache window). Revenue was not disclosed; this is unaudited." }, { "id": "obs-base44-annualized_run_rate-1", "metric": "annualized_run_rate", "value": null, "qualifier": "claimed", "display": "grow ARR from just a few million in June to $40 to $50 million by the end of 2025", "period": "2025-06", "observedAt": "2025-08-06", "sourceIds": [ "src-base44-3" ], "grade": "A", "headline": true, "notes": "Wix Q2 2025 results (6-K Exhibit 99.1), quoting CEO Avishai Abrahami. 'A few million' ARR in June 2025 is the closest official pre-acquisition revenue figure. An unsourced aggregator figure of $3.5M ARR before the deal (arr.club) is not recorded. The 2025 announcement said the contribution to 2025 revenue would be 'inconsequential'." }, { "id": "obs-base44-funding_total-1", "metric": "funding_total", "value": 0, "qualifier": "claimed", "display": "has yet to raise any money", "period": "2025-06", "observedAt": "2025-06-18", "sourceIds": [ "src-base44-6", "src-base44-5" ], "grade": "C", "headline": true, "notes": "Bootstrapped: TechCrunch says 'still-bootstrapped'; CTech says 'without raising external funding'." }, { "id": "obs-base44-annualized_run_rate-2", "metric": "annualized_run_rate", "value": 150000000, "qualifier": "approximate", "display": "Achieved ~$150 million of ARR as of May", "period": "2026-05", "observedAt": "2026-05-13", "sourceIds": [ "src-base44-4" ], "grade": "A", "headline": false, "notes": "Post-acquisition figure from Wix Q1 2026 results, for Base44 as a Wix business unit with Wix resources and staff. Not relevant to the at-acquisition classification. Globes (src-base44-7) reports $100M ARR in March 2026. Excluded from headline facts: describes Base44 as a product inside Wix after the acquisition, not the company as classified." } ], "autonomy": [ { "function": "marketing", "level": "low", "basis": "The founder credits growth to an affiliate program, users sharing their builds, an AWS Summit keynote, B2B bulk licences and his own build-in-public posts. Meta ads were small. No source describes AI-run marketing.", "sourceIds": [ "src-base44-9", "src-base44-5" ], "grade": "C" }, { "function": "support", "level": "unknown", "basis": "In June 2025 the founder said the next gains would come from 'improving and automating support', which implies support was not yet fully automated. No source describes who handled it.", "sourceIds": [ "src-base44-9" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Built Base44 as a side venture after reserve duty and publicised its growth on LinkedIn and X.", "sourceIds": [ "src-base44-5", "src-base44-8" ] }, { "text": "Chose the LLM vendor (Anthropic Claude via AWS) 'mostly for cost-per-performance reasons' and managed token costs and margins.", "sourceIds": [ "src-base44-5", "src-base44-9" ] } ], "operations": [ { "text": "Before the acquisition, Base44 was a bootstrapped, solo-owned product. It generated apps with a database, storage, authentication, analytics and integrations from text prompts, using Anthropic's Claude via AWS. Growth came mostly from word of mouth, the founder's posts, an affiliate program and B2B partnerships with eToro and Similarweb. It employed about 6–8 people at the deal, reportedly hired in the month before.", "sourceIds": [ "src-base44-5", "src-base44-6", "src-base44-9", "src-base44-1" ] }, { "text": "After the acquisition, Wix said Base44 would continue as a distinct product. Wix's 20-F says 'many of our Wix team members transitioned to Base44-dedicated positions', and Base44 costs (compute, marketing, specialised talent) are described as substantial.", "sourceIds": [ "src-base44-1", "src-base44-2" ] } ], "stack": [ { "category": "models", "name": "Anthropic Claude (incl. Claude 4)", "toolSlug": null, "sourceIds": [ "src-base44-5", "src-base44-9" ], "grade": "C" }, { "category": "infrastructure", "name": "AWS", "toolSlug": null, "sourceIds": [ "src-base44-5" ], "grade": "C" } ], "timeline": [ { "date": "2025-05", "event": "Base44 hires its first (six) employees, per Globes.", "sourceIds": [ "src-base44-6" ] }, { "date": "2025-06-04", "event": "Founder posts that Base44 made $189K profit in May 2025.", "sourceIds": [ "src-base44-9" ] }, { "date": "2025-06-13", "event": "Wix acquires 100% of Base44, Inc. (acquisition date per 20-F).", "sourceIds": [ "src-base44-2" ] }, { "date": "2025-06-18", "event": "Wix announces the acquisition: ~$80M initial consideration plus earn-outs through 2029; ~$25M retention bonuses expected for employees in 2025.", "sourceIds": [ "src-base44-1" ] }, { "date": "2025-08-06", "event": "Wix: Base44 ARR expected to grow from 'just a few million in June' to $40–50M by end of 2025.", "sourceIds": [ "src-base44-3" ] }, { "date": "2026-03-04", "event": "CTech reports Base44 reached $100M ARR and that Shlomo is set to receive a further ~$90M after hitting milestones.", "sourceIds": [ "src-base44-8" ] }, { "date": "2026-03-05", "event": "Wix 20-F discloses $92.2M total purchase consideration ($18.1M cash + $74.1M contingent) plus $43.0M retention and $8M equity awards.", "sourceIds": [ "src-base44-2" ] }, { "date": "2026", "event": "Q1 2026: Globes reports ~$38M in Wix shares paid as earnout to the founder and some employees.", "sourceIds": [ "src-base44-7" ] }, { "date": "2026-05-13", "event": "Wix reports Base44 at ~$150M ARR as of May 2026.", "sourceIds": [ "src-base44-4" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-base44-1", "title": "Wix Acquires Base44 (Wix.com press release via GlobeNewswire)", "publisher": "Wix.com Ltd. (reprinted by Taiwan News)", "url": "https://www.taiwannews.com.tw/news/6137521", "sourceType": "transaction_announcement", "publishedAt": "2025-06-18", "accessedAt": "2026-10-16", "notes": "Acquirer's official release, read via a reprint. States 'initial consideration of approximately $80 million', earn-outs through 2029 and ~$25M in retention bonuses. Team size and Base44 revenue are not disclosed.", "redistribution": "open" }, { "id": "src-base44-2", "title": "Wix.com Ltd. Form 20-F for fiscal year 2025 (Note 3: Business Combinations — Base44)", "publisher": "Wix.com Ltd. / SEC EDGAR", "url": "https://www.sec.gov/Archives/edgar/data/1576789/000162828026015222/wix-20251231.htm", "sourceType": "audited_financials", "publishedAt": "2026-03-05", "accessedAt": "2026-10-16", "notes": "Fetched via curl (WebFetch truncated at 100K characters). Audited acquisition accounting: $92,158K total consideration, earnout on 2025–2028 revenue metrics, $42,988K retention and other payments, $8,000K RSUs and PSUs.", "redistribution": "open" }, { "id": "src-base44-3", "title": "Wix Reports Second Quarter 2025 Results (Form 6-K, Exhibit 99.1)", "publisher": "Wix.com Ltd. / SEC EDGAR", "url": "https://www.sec.gov/Archives/edgar/data/1576789/000162828025038117/secondquarter2025.htm", "sourceType": "regulatory_filing", "publishedAt": "2025-08-06", "accessedAt": "2026-10-16", "notes": "Fetched via curl. CEO quote: Base44 ARR 'from just a few million in June to $40 to $50 million by the end of 2025'.", "redistribution": "open" }, { "id": "src-base44-4", "title": "Wix Reports First Quarter 2026 Results (Form 6-K, Exhibit 99.1)", "publisher": "Wix.com Ltd. / SEC EDGAR", "url": "https://www.sec.gov/Archives/edgar/data/1576789/000162828026034370/firstquarter2026results.htm", "sourceType": "regulatory_filing", "publishedAt": "2026-05-13", "accessedAt": "2026-10-16", "notes": "Fetched via curl. 'Achieved ~$150 million of ARR as of May' (post-acquisition).", "redistribution": "open" }, { "id": "src-base44-5", "title": "6-month-old, solo-owned vibe coder Base44 sells to Wix for $80M cash", "publisher": "TechCrunch (Julie Bort)", "url": "https://techcrunch.com/2025/06/18/6-month-old-solo-owned-vibe-coder-base44-sells-to-wix-for-80m-cash/", "sourceType": "independent_press", "publishedAt": "2025-06-18", "accessedAt": "2026-10-16", "notes": "Wix confirmed the cash structure and eight employees to TechCrunch. User and profit figures come from the founder's public posts.", "redistribution": "open" }, { "id": "src-base44-6", "title": "Wix acquires Israeli vibe coding co Base44", "publisher": "Globes", "url": "https://en.globes.co.il/en/article-wix-acquires-israeli-vibe-coding-co-base44-1001513267", "sourceType": "independent_press", "publishedAt": "2025-06-18", "accessedAt": "2026-10-16", "notes": "'only six employees who were all hired last month'; 'has yet to raise any money'; 'founded last year' (i.e. 2024), which conflicts with TechCrunch's '6-month-old' and CTech's 'founded in 2025'.", "redistribution": "open" }, { "id": "src-base44-7", "title": "Wix pays $38m earnout payments for Base44", "publisher": "Globes", "url": "https://en.globes.co.il/en/article-1001542919", "sourceType": "independent_press", "publishedAt": "2026-05-13", "accessedAt": "2026-10-16", "notes": "Post-acquisition: ~$38M in Wix shares in Q1 2026; ARR $100M in March and approaching $150M by mid-May 2026.", "redistribution": "open" }, { "id": "src-base44-8", "title": "Base44 founder Maor Shlomo set to receive $90 million in cash after hitting milestones with Wix", "publisher": "CTech (Calcalist)", "url": "https://www.calcalistech.com/ctechnews/article/hjm11dastwl", "sourceType": "independent_press", "publishedAt": "2026-03-04", "accessedAt": "2026-10-16", "notes": "Says he sold Base44 'with fewer than 10 employees' and 'without raising external funding'. Another CTech headline reportedly says the $90M is in shares; not checked.", "redistribution": "open" }, { "id": "src-base44-9", "title": "Maor Shlomo LinkedIn post: 'Base44 made $189K profit in May, not $100K'", "publisher": "LinkedIn (Maor Shlomo)", "url": "https://www.linkedin.com/feed/update/urn:li:activity:7336025796509077504/", "sourceType": "social_post", "publishedAt": "2025-06-04", "accessedAt": "2026-10-16", "notes": "Publication date derived from the LinkedIn activity ID; the page shows only '1y'. Founder statement, unaudited.", "redistribution": "open" } ], "openQuestions": [ "Exact headcount at closing: six (Globes) vs eight (TechCrunch, 'Wix confirmed'). The 20-F confirms employees existed but gives no count.", "When Base44 was founded and launched: 2024 per Globes, 2025 per CTech, '6-month-old' in June 2025 per TechCrunch. Was it a solo operation before the May 2025 hires?", "Pre-acquisition revenue: only 'just a few million' ARR in June 2025 (Wix) and a claimed $189K May profit (founder). No exact ARR or revenue figure from a primary source.", "How the widely reported '$80M (cash)' reconciles with the audited $18.1M cash plus $74.1M contingent earnout and separate retention and equity payments. The total eventually paid (earnouts through 2028 and 2029) is not yet final.", "How far AI or automation ran Base44's own internal functions (support, engineering, marketing) before the acquisition; sources describe the product, not internal operations." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/base44", "withheld": { "observations": 0, "timelineEvents": 0 }, "derived": { "withheldFacts": [], "founders": { "value": 1, "grade": "C" }, "employees": { "value": 9, "grade": "C", "derivation": null }, "revenue": null, "valuation": { "valueUsd": 92158000, "kind": "acquisition", "grade": "A", "observedAt": "2026-03-05" }, "revenuePerHumanUsd": null, "autonomy": "Unknown", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 0, "ceiling": 100, "coverage": 0, "confidence": "None" } } }, { "slug": "medvi", "name": "Medvi", "status": "published", "website": "https://medvi.org", "description": "Medvi (MEDVi, LLC) is a US direct-to-consumer telehealth brand that markets and sells cash-pay GLP-1 weight-loss treatments, including compounded semaglutide and tirzepatide. Clinicians in partner networks prescribe, and partner pharmacies compound and dispense the drugs.", "category": "DTC telehealth (GLP-1) marketing storefront", "country": "US", "foundedYear": 2024, "aiNative": true, "founders": [ { "name": "Matthew Gallagher", "role": "Founder & CEO", "sourceIds": [ "src-medvi-2", "src-medvi-11" ] } ], "classification": "WATCHLIST", "classificationRationale": "Medvi is not zero-employee, and its leanness comes mostly from outsourcing rather than AI. (1) Headcount: reporting based on the NYT profile (2026-04-02) describes two employees, founder Matthew Gallagher and his brother Elliot. That is employee_count 1 excluding the founder, which rules out ZE_STRICT and ZE_OPERATIONAL. Reports also say he uses contractors ('contract engineers and account managers') and replaced AI accounting and legal tools with an accounting firm and a law firm. (2) Outsourcing versus AI: physicians, prescriptions, pharmacy compounding and dispensing, shipping and compliance are done by human-staffed partner organisations: OpenLoop Health, the CareGLP affiliated professional corporations, CareValidate, and named compounding pharmacies. The FDA letter (grade A) confirms Medvi 'is not' the compounder. Customer acquisition also relied on affiliate marketers paid per acquisition (court filings summarised by Health API Guy), and Medvi blamed affiliates for marketing violations. AI tools do code, ad creative and first-line customer service. The recurring regulated operational work is done by partners' humans, not software. (3) Evidence: the $401M 2025 revenue and $65M profit were company-reported to the NYT. Secondary outlets say the Times 'verified' them, but I could not open the NYT article to confirm what it reviewed, so these stay grade C. The $1.8B is a founder projection, not a valuation. ULTRA_LEAN is arguable on payroll count alone, but 'exceptional AI/software leverage' is not well supported, because the leverage is mainly outsourcing plus affiliate marketing. There are also open regulatory and legal issues (FDA warning letter, class actions). Hence WATCHLIST.", "verdict": "No. Medvi has at least one employee besides the founder, uses contractors, and relies on human-staffed partner networks for clinical care, pharmacy, fulfilment and compliance. It is a lean marketing and checkout storefront, not an AI-run zero-employee company.", "contractorsStatus": "material", "observations": [ { "id": "obs-medvi-founder_count-1", "metric": "founder_count", "value": 1, "qualifier": "claimed", "display": "Matthew Gallagher started Medvi from his Los Angeles home", "period": "2024-09", "observedAt": "2026-04-02", "sourceIds": [ "src-medvi-2", "src-medvi-11" ], "grade": "C", "headline": true, "notes": "From the NYT profile of 2026-04-02 (Erin Griffith), as relayed by Moneywise and Il Post. The NYT page could not be fetched; the domain is blocked for our tools." }, { "id": "obs-medvi-employee_count-1", "metric": "employee_count", "value": 1, "qualifier": "claimed", "display": "Medvi only has two employees (Matthew and his brother Elliot)", "period": "2026-04", "observedAt": "2026-04-02", "sourceIds": [ "src-medvi-2", "src-medvi-7", "src-medvi-8" ], "grade": "C", "headline": true, "notes": "Sources say 'two employees', counting the founder; the brother is the only hire. Employee_count excludes the founder, so it is 1. This originates with the company/NYT and was repeated by several outlets, with no independent headcount check. Dealroom phrases it as one employee besides the founder." }, { "id": "obs-medvi-total_team_size-1", "metric": "total_team_size", "value": 2, "qualifier": "claimed", "display": "two employees — Gallagher and his brother Elliot", "period": "2026-04", "observedAt": "2026-04-02", "sourceIds": [ "src-medvi-2", "src-medvi-4" ], "grade": "C", "headline": true, "notes": "Excludes contractors, contracted accounting and law firms, affiliate marketers, and the staff of the partner clinical and pharmacy networks." }, { "id": "obs-medvi-contractor_count-1", "metric": "contractor_count", "value": null, "qualifier": "claimed", "display": "uses contract engineers and account managers", "period": "2026-04", "observedAt": "2026-04-03", "sourceIds": [ "src-medvi-8", "src-medvi-11" ], "grade": "C", "headline": true, "notes": "Number not disclosed. Il Post says he now also uses contract collaborators. The Neuron (src-medvi-7) says AI accounting tools and LegalZoom were later replaced by an accounting firm and a law firm. Separately from contractors, clinical, pharmacy and shipping work is done by partner organisations (see autonomy and operations)." }, { "id": "obs-medvi-annual_revenue-1", "metric": "annual_revenue", "value": 401000000, "qualifier": "claimed", "display": "$401 million in sales in 2025", "period": "2025", "observedAt": "2026-04-02", "sourceIds": [ "src-medvi-2", "src-medvi-5", "src-medvi-10" ], "grade": "C", "headline": true, "notes": "Company-reported to the NYT; Telecare Aware says the company 'reported to the NYT'. Implicator.ai says 'The Times verified Medvi's 2025 financials', and onhealthcare.tech says the NYT verified them. I could not open the NYT article to confirm its own wording about reviewing documents. If confirmed, this would qualify for grade B. Partial consistency: affiliate firm The Offer's court filings (per src-medvi-9) say its traffic drove 'tens of millions of dollars in revenues to Medvi per month'." }, { "id": "obs-medvi-profitability-1", "metric": "profitability", "value": 65000000, "qualifier": "claimed", "display": "$65 million in net profit, 16.2% margins (2025)", "period": "2025", "observedAt": "2026-04-02", "sourceIds": [ "src-medvi-5", "src-medvi-10" ], "grade": "C", "headline": true, "notes": "Value is 2025 net profit in USD as reported via the NYT. Same verification caveat as obs-medvi-annual_revenue-1." }, { "id": "obs-medvi-annualized_run_rate-1", "metric": "revenue_projection", "value": 1800000000, "qualifier": "claimed", "display": "on track to do $1.8 billion in sales this year", "period": "2026", "observedAt": "2026-04-02", "sourceIds": [ "src-medvi-2", "src-medvi-10" ], "grade": "C", "headline": true, "notes": "This is a founder projection or run rate, not a closed result: 'Matthew Gallagher's own 2026 projection, not audited revenue' (implicator.ai). It is not a valuation, though headlines called Medvi a '$1.8 billion company'. Dealroom and onhealthcare cite 'more than $3 million per day' in early 2026, without a primary source. Reclassified from run rate: a forward-looking projection for 2026 sales, not an observed run rate." }, { "id": "obs-medvi-annual_revenue-2", "metric": "annual_revenue", "value": 180000000, "qualifier": "claimed", "display": "has reached $180 million in revenue with only two full-time employees", "observedAt": "2026-04-03", "sourceIds": [ "src-medvi-13" ], "grade": "D", "headline": true, "notes": "Crypto-news aggregator summary (and KuCoin translations) that gives no period and names no author. It is almost certainly a garbling of the $1.8B projection. Recorded for completeness only; do not use." }, { "id": "obs-medvi-customers-1", "metric": "customers", "value": 250000, "qualifier": "claimed", "display": "250,000 customers by end of 2025", "period": "2025-12", "observedAt": "2026-04-02", "sourceIds": [ "src-medvi-5", "src-medvi-7" ], "grade": "C", "headline": true, "notes": "Company-reported via the NYT." }, { "id": "obs-medvi-customers-2", "metric": "customers", "value": 500000, "qualifier": "at_least", "display": "Join 500,000+ MEDVi patients", "period": "2026-10", "observedAt": "2026-10-16", "sourceIds": [ "src-medvi-12" ], "grade": "C", "headline": true, "notes": "Marketing copy on the company homepage, read on the access date. The page also notes that testimonial images 'may use models'." }, { "id": "obs-medvi-funding_total-1", "metric": "funding_total", "value": 0, "qualifier": "claimed", "display": "has raised no outside funding", "period": "2026-04", "observedAt": "2026-04-05", "sourceIds": [ "src-medvi-6", "src-medvi-5" ], "grade": "C", "headline": true, "notes": "Started with about $20,000 of the founder's money. Telecare Aware says 'Medvi has not borrowed and has no investors, thus no external valuation.' No valuation exists; the '$1.8 billion' figure refers to projected sales." } ], "autonomy": [ { "function": "operations", "level": "human", "basis": "Clinical and fulfilment work is outsourced to human-staffed partners. Medvi's site says 'Medical treatment is provided by CareGLP Affiliated P.C.s, and OpenLoop Health'. It names partner pharmacies Triad Rx, RedRock Pharmacy and Beaker Pharmacy & Compounding, and says 'MEDVi is not acting as a pharmacy'. The FDA letter confirms Medvi is not the compounder. Reports say CareValidate and OpenLoop handle doctors, prescriptions, pharmacies, shipping and compliance.", "sourceIds": [ "src-medvi-12", "src-medvi-1", "src-medvi-2", "src-medvi-4" ], "grade": "C" }, { "function": "engineering", "level": "medium", "basis": "Gallagher reportedly used ChatGPT, Claude and Grok to write the platform's code and built AI agents to connect systems. Reports also say he uses contract engineers, and that he fixed a broken checkout himself.", "sourceIds": [ "src-medvi-7", "src-medvi-8" ], "grade": "C" }, { "function": "marketing", "level": "medium", "basis": "Ad images and video were generated with Midjourney and Runway, and website copy with AI. Customer acquisition also ran through affiliate marketers paid per lead or acquisition, such as The Offer under a September 2024 insertion order. Medvi blamed affiliates for marketing problems.", "sourceIds": [ "src-medvi-7", "src-medvi-8", "src-medvi-9", "src-medvi-3" ], "grade": "C" }, { "function": "support", "level": "medium", "basis": "Reports say customer service runs on ElevenLabs and custom AI agents. The chatbot reportedly 'made up drug prices and hallucinated products'. Contract account managers are also reported, and the website says care coaching is 'led by certified medical assistants and registered dietitians'.", "sourceIds": [ "src-medvi-8", "src-medvi-7", "src-medvi-12" ], "grade": "C" }, { "function": "finance", "level": "human", "basis": "Gallagher initially used AI accounting tools and later replaced them with an accounting firm.", "sourceIds": [ "src-medvi-7" ], "grade": "C" }, { "function": "legal", "level": "human", "basis": "Gallagher initially used LegalZoom and later replaced it with a law firm. Medvi is party to several lawsuits.", "sourceIds": [ "src-medvi-7", "src-medvi-9" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Built the website and software using AI coding tools, produced ad creative with AI, and set up AI customer-service tools and internal performance dashboards.", "sourceIds": [ "src-medvi-7", "src-medvi-4" ] }, { "text": "Hired his younger brother Elliot as the company's only employee.", "sourceIds": [ "src-medvi-7", "src-medvi-2" ] } ], "operations": [ { "text": "Medvi owns the brand, website, checkout, customer relationship and marketing. Licensed physicians, prescription processing, pharmacy compounding and dispensing, shipping and regulatory compliance are provided by partner networks: OpenLoop Health, the CareGLP affiliated professional corporations, and CareValidate. Named compounding pharmacies include Triad Rx (AL), RedRock Pharmacy (UT) and Beaker Pharmacy & Compounding (TX). Onhealthcare.tech says Medvi 'rents all of that by the transaction'.", "sourceIds": [ "src-medvi-12", "src-medvi-4", "src-medvi-5", "src-medvi-2" ] }, { "text": "Acquisition relied partly on affiliate marketers paid per lead or acquisition. An affiliate firm's court filings say the arrangement drove tens of millions of dollars in revenue to Medvi per month. Medvi is in a contract dispute with that firm.", "sourceIds": [ "src-medvi-9" ] }, { "text": "Regulatory and legal exposure: an FDA warning letter (2026-02-20) for false or misleading claims that implied Medvi compounds the drugs and that compounded products are equivalent to approved ones. Medvi faces a California anti-spam class action (2026-03), TCPA suits and a contract suit. In May 2025, Futurism reported that Medvi claimed a partnership with a doctor who 'had no involvement with the company', and that it manipulated photos into before-and-after images.", "sourceIds": [ "src-medvi-1", "src-medvi-3", "src-medvi-9", "src-medvi-11" ] } ], "stack": [ { "category": "engineering", "name": "ChatGPT", "toolSlug": null, "sourceIds": [ "src-medvi-7", "src-medvi-8" ], "grade": "C" }, { "category": "engineering", "name": "Claude", "toolSlug": null, "sourceIds": [ "src-medvi-7", "src-medvi-8" ], "grade": "C" }, { "category": "engineering", "name": "Grok", "toolSlug": null, "sourceIds": [ "src-medvi-7", "src-medvi-8" ], "grade": "C" }, { "category": "marketing", "name": "Midjourney", "toolSlug": null, "sourceIds": [ "src-medvi-7", "src-medvi-8" ], "grade": "C" }, { "category": "marketing", "name": "Runway", "toolSlug": null, "sourceIds": [ "src-medvi-7", "src-medvi-8" ], "grade": "C" }, { "category": "support", "name": "ElevenLabs", "toolSlug": null, "sourceIds": [ "src-medvi-8" ], "grade": "C" }, { "category": "other", "name": "OpenLoop Health (clinical network, partner)", "toolSlug": null, "sourceIds": [ "src-medvi-12", "src-medvi-2" ], "grade": "C" }, { "category": "other", "name": "CareGLP Affiliated P.C.s (clinical, partner)", "toolSlug": null, "sourceIds": [ "src-medvi-12", "src-medvi-4" ], "grade": "C" }, { "category": "other", "name": "CareValidate (telehealth infrastructure, partner)", "toolSlug": null, "sourceIds": [ "src-medvi-2", "src-medvi-11" ], "grade": "C" } ], "timeline": [ { "date": "2024-09", "event": "Medvi launched by Matthew Gallagher with about $20,000; affiliate insertion order with The Offer the same month.", "sourceIds": [ "src-medvi-11", "src-medvi-9" ] }, { "date": "2025-05", "event": "Futurism reports that Medvi claimed a partnership with a doctor who 'had no involvement with the company', and that it used manipulated before-and-after photos.", "sourceIds": [ "src-medvi-3" ] }, { "date": "2025", "event": "Company reports $401M sales, $65M net profit, 250,000 customers for its first full year.", "sourceIds": [ "src-medvi-5", "src-medvi-10" ] }, { "date": "2026-02", "event": "Men's health line launched; reportedly 50,000 customers in its first month.", "sourceIds": [ "src-medvi-6" ] }, { "date": "2026-02-20", "event": "FDA warning letter (MARCS-CMS 721455) for misbranding and false or misleading claims about compounded semaglutide and tirzepatide on medvi.io.", "sourceIds": [ "src-medvi-1" ] }, { "date": "2026-03", "event": "Named in a class action alleging violations of California's anti-spam law.", "sourceIds": [ "src-medvi-3", "src-medvi-11" ] }, { "date": "2026-04-02", "event": "NYT profile ('How A.I. helped one man (and his brother) build a $1.8 billion company') goes viral.", "sourceIds": [ "src-medvi-2", "src-medvi-3" ] }, { "date": "2026-04", "event": "NYT adds an editor's note acknowledging the article omitted Medvi's legal and regulatory actions.", "sourceIds": [ "src-medvi-3" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-medvi-1", "title": "Warning Letter: MEDVi, LLC dba MEDVi (MARCS-CMS 721455)", "publisher": "U.S. Food and Drug Administration (CDER, Office of Compounding Quality and Compliance)", "url": "https://www.fda.gov/inspections-compliance-enforcement-and-criminal-investigations/warning-letters/medvi-llc-dba-medvi-721455-02202026", "sourceType": "regulatory_filing", "publishedAt": "2026-02-20", "accessedAt": "2026-10-16", "notes": "Addressed to MEDVi, LLC, 131 Continental Dr, Ste 305, Newark, DE. Says website labels suggest MEDVi compounds the drugs 'when in fact it is not'. Asks Medvi to identify the entities that produce the products.", "redistribution": "open" }, { "id": "src-medvi-2", "title": "A $1.8 billion AI startup with just 2 employees was hailed as the future of business. Now, the negative allegations are piling up", "publisher": "Moneywise (syndicated on AOL), Joanna Sinclair", "url": "https://www.aol.com/finance/1-8-billion-ai-startup-190000845.html", "sourceType": "independent_press", "publishedAt": "2026-04-07", "accessedAt": "2026-10-16", "notes": "Relays the NYT profile of 2026-04-02 (Erin Griffith, nytimes.com/2026/04/02/technology/ai-billion-dollar-company-medvi.html). The NYT page itself was not fetchable.", "redistribution": "open" }, { "id": "src-medvi-3", "title": "New York Times Makes Substantial Changes to Article That Glazed a Sleazy AI Startup", "publisher": "Futurism (Maggie Harrison Dupré)", "url": "https://futurism.com/artificial-intelligence/new-york-times-edits-medvi-article", "sourceType": "independent_press", "publishedAt": "2026-04-10", "accessedAt": "2026-10-16", "notes": "Quotes the NYT editor's note: 'Our piece should have included that information'. Also covers Futurism's May 2025 findings and Medvi blaming affiliate marketers.", "redistribution": "open" }, { "id": "src-medvi-4", "title": "The $1.8B Ozempic Middleman and What It Actually Means for Health Tech", "publisher": "Healthcare Markets & Technology (onhealthcare.tech, Substack)", "url": "https://www.onhealthcare.tech/p/the-18b-ozempic-middleman-and-what", "sourceType": "secondary_blog", "publishedAt": "2026-04-03", "accessedAt": "2026-10-16", "notes": "Analysis of the operating model: clinical functions 'all sit at OpenLoop Health and ... CareGLP'. Cites Medvi's terms: Medvi 'is not a healthcare provider'.", "redistribution": "open" }, { "id": "src-medvi-5", "title": "NY Times' highly questionable but glowing–and viral–portrait of AI-created GLP-1 e-prescriber and marketer Medvi", "publisher": "Telehealth and Telecare Aware (Donna Cusano)", "url": "https://telecareaware.com/tag/openloop/", "sourceType": "secondary_blog", "publishedAt": "2026-04-09", "accessedAt": "2026-10-16", "notes": "Read via the tag archive page. Says the figures were 'reported to the NYT' by the company. Lists outsourced functions and OpenLoop's legal and breach issues.", "redistribution": "open" }, { "id": "src-medvi-6", "title": "From $20K to $1.8B in revenue: how one founder built a telehealth giant", "publisher": "Dealroom News", "url": "https://dealroom.co/news/127216-from-20k-to-1-8b-in-revenue-how-one-founder-built-a-telehealth-giant-wit/", "sourceType": "secondary_blog", "publishedAt": "2026-04-05", "accessedAt": "2026-10-16", "notes": "Title reconstructed from the URL slug (truncated). Byline 'A.M.'. Aggregates the NYT and Forbes without attributing individual figures.", "redistribution": "open" }, { "id": "src-medvi-7", "title": "AI did WHAT for $20K?", "publisher": "The Neuron (newsletter)", "url": "https://www.theneuron.ai/newsletter/ai-did-what-for-20k/", "sourceType": "secondary_blog", "publishedAt": "2026-04-06", "accessedAt": "2026-10-16", "notes": "Summarises the NYT profile: AI tools by function, the chatbot hallucinating prices, and the move to an accounting firm and a law firm.", "redistribution": "open" }, { "id": "src-medvi-8", "title": "AI just made the billion-dollar solo founder real (title from URL slug)", "publisher": "The Rundown AI (newsletter)", "url": "https://www.therundown.ai/p/ai-just-made-the-billion-dollar-solo-founder-real", "sourceType": "secondary_blog", "publishedAt": "2026-04-03", "accessedAt": "2026-10-16", "notes": "Summarises the NYT: brother is 'the only full-time hire'; Gallagher 'uses contract engineers and account managers'.", "redistribution": "open" }, { "id": "src-medvi-9", "title": "The MEDVi Files", "publisher": "Health API Guy (Brendan Keeler, Substack)", "url": "https://healthapiguy.substack.com/p/the-medvi-files", "sourceType": "secondary_blog", "publishedAt": "2026-04-07", "accessedAt": "2026-10-16", "notes": "Partly paywalled. Summarises court filings: TCPA suits, a California email suit, The Offer v. MEDVi, and Day v. OpenLoop (RICO claim against OpenLoop and Triad Rx; Medvi is not a named defendant). The underlying court filings were not opened.", "redistribution": "open" }, { "id": "src-medvi-10", "title": "Medvi Got an FDA Warning Before the Times Called It a $1.8 Billion AI Story", "publisher": "Implicator.ai (Marcus Schuler)", "url": "https://www.implicator.ai/medvi-got-an-fda-warning-before-the-times-called-it-a-1-8-billion-ai-story/", "sourceType": "secondary_blog", "publishedAt": "2026-04-06", "accessedAt": "2026-10-16", "notes": "States 'The Times verified Medvi's 2025 financials' without saying how. Calls the $1.8B a founder projection.", "redistribution": "open" }, { "id": "src-medvi-11", "title": "Il mito delle startup miliardarie con un solo dipendente", "publisher": "Il Post", "url": "https://www.ilpost.it/2026/04/10/mito-startup-unicorno-un-solo-dipendente/", "sourceType": "independent_press", "publishedAt": "2026-04-10", "accessedAt": "2026-10-16", "notes": "Italian. Launched September 2024; brother Elliot is the first employee and he also uses contract collaborators. Sells via CareValidate and OpenLoop Health. Gallagher's earlier company, Watch Gang, had about 60 employees.", "redistribution": "open" }, { "id": "src-medvi-12", "title": "MEDVi homepage and legal disclosures", "publisher": "MEDVi", "url": "https://home.medvi.org/", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "medvi.org redirects to home.medvi.org. Footer says treatment is provided by 'CareGLP Affiliated P.C.s' and OpenLoop Health. Names three partner pharmacies. Says 'MEDVi does not produce compounded medications'.", "redistribution": "open" }, { "id": "src-medvi-13", "title": "AI-driven startup Medvi achieves $180M revenue with just two employees", "publisher": "Phemex News (aggregator)", "url": "https://phemex.com/news/article/aidriven-startup-medvi-achieves-180m-revenue-with-just-two-employees-70567", "sourceType": "secondary_blog", "publishedAt": "2026-04-03", "accessedAt": "2026-10-16", "notes": "Aggregator summary of a third-party piece (metaera.hk). No period or author; the $180M figure is likely erroneous.", "redistribution": "open" } ], "openQuestions": [ "Did the NYT itself state that it reviewed Medvi's financial documents? Secondary sources say it 'verified' the 2025 numbers, but the NYT text could not be accessed. Confirmation would upgrade revenue and profit to grade B.", "Is the $401M gross consumer sales, including the partner-network share for physician services and drugs, or Medvi's net revenue after paying OpenLoop, CareGLP and the pharmacies?", "Number of contractors (engineers, account managers) and whether any staff are employed through partners or a PEO.", "Customer concentration and economics with OpenLoop and CareValidate, and Medvi's exposure to OpenLoop's lawsuits and data breach.", "Outcome of the FDA warning letter (no public response or close-out found) and the effect of the FDA's 2026 crackdown on compounded GLP-1 marketing on 2026 sales.", "Actual 2026 revenue versus the $1.8B projection." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/medvi", "withheld": { "observations": 0, "timelineEvents": 0 }, "derived": { "withheldFacts": [], "founders": { "value": 1, "grade": "C" }, "employees": { "value": 1, "grade": "C", "derivation": null }, "revenue": { "value": 401000000, "annualizedUsd": 401000000, "basis": "annual_revenue", "grade": "C", "observedAt": "2026-04-02" }, "valuation": null, "revenuePerHumanUsd": { "value": 200500000, "grade": "C" }, "autonomy": "Low", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 23, "ceiling": 98, "coverage": 0.25, "confidence": "Low" } } }, { "slug": "midjourney", "name": "Midjourney", "status": "published", "website": "https://www.midjourney.com", "description": "Midjourney, Inc. is a San Francisco-based, self-described independent research lab that sells subscription access to a generative AI service that creates images and video from text prompts. The service first launched as a bot inside Discord and is now also offered through its own website.", "category": "Generative AI image and video service", "country": "US", "foundedYear": 2021, "aiNative": true, "founders": [ { "name": "David Holz", "role": "Founder and Chief Executive Officer", "sourceIds": [ "src-midjourney-7", "src-midjourney-8", "src-midjourney-1" ] } ], "classification": "ULTRA_LEAN", "classificationRationale": "Midjourney has always had employees. Its founder described a team of about 10 people in August 2022, and its website listed 11 full-time staff in October 2022. The Information reported about 40 employees in 2023, and Forbes' company profile lists 60 employees as of April 2026 (basis not disclosed). Against that small headcount, Midjourney admitted in an October 2025 court filing that it surpassed $200 million in revenue in 2023. It has also said repeatedly that it has no outside investors. That combination of small team, nine-figure revenue and no venture funding makes it an ultra-lean reference point. It does not qualify as zero-employee by any definition, and no source describes AI agents running its operations.", "verdict": "No. Midjourney is a self-funded company with dozens of employees (about 40 reported in 2023 and 60 per Forbes in April 2026), so it is an ultra-lean benchmark, not a zero-employee company.", "contractorsStatus": "unknown", "observations": [ { "id": "obs-midjourney-founder_count-1", "metric": "founder_count", "value": 1, "qualifier": "exact", "display": "founded in 2021 by David Holz, its Chief Executive Officer", "observedAt": "2025-10-07", "sourceIds": [ "src-midjourney-7", "src-midjourney-8" ], "grade": "A", "headline": true, "notes": "Paragraph 61 of the Warner Bros. complaint (filed 2025-09-04) says Midjourney 'was founded in 2021 by David Holz'. In its answer (filed 2025-10-07), Midjourney admitted that paragraph except for the $300M 2024 revenue figure. This is a judicial admission by the company, not an audited fact. No co-founder is named in any source opened." }, { "id": "obs-midjourney-total_team_size-1", "metric": "total_team_size", "value": 10, "qualifier": "approximate", "display": "\"We're like about 10 people\"", "period": "2022-08", "observedAt": "2022-08-01", "sourceIds": [ "src-midjourney-1", "src-midjourney-2" ], "grade": "C", "headline": true, "notes": "Founder statement made in two interviews on consecutive days: The Register (2022-08-01) and The Verge (2022-08-02, 'we're like 10 people, we have no investors'). It is unclear whether Holz is counted, so this is recorded as total_team_size and not employee_count. The Register also reports 'about 40 moderators keeping an eye on the images'. Their employment status is not stated, and the company website at the time listed 'Discord Moderators and Guides' by community handle, so they are not counted here." }, { "id": "obs-midjourney-total_team_size-2", "metric": "total_team_size", "value": 11, "qualifier": "exact", "display": "\"We have 11 full-time staff and an incredible set of advisors.\"", "period": "2022", "observedAt": "2022-10-01", "sourceIds": [ "src-midjourney-3" ], "grade": "C", "headline": true, "notes": "Company website text as captured by the Wayback Machine on 2022-10-01. The page itself is undated. The same page lists David Holz under 'Executives', eight first names under 'Research and Engineering', and two names under 'Legal and Finance' (one marked as legal advisor). It is unclear whether Holz is counted among the 11." }, { "id": "obs-midjourney-total_team_size-3", "metric": "total_team_size", "value": 40, "qualifier": "approximate", "display": "\"$200 million in annual revenue with just 40 employees\"", "period": "2023", "observedAt": "2023-09-06", "sourceIds": [ "src-midjourney-4", "src-midjourney-5" ], "grade": "C", "headline": true, "notes": "Originally reported by The Information (Kate Clark; paywalled, so only the headline and byline were seen), citing 'a source close to the company' per The Decoder. Graded C rather than B because only one outlet did original reporting and it relied on an anonymous source. Recorded as total_team_size because the press figure probably counts everyone, including the founder." }, { "id": "obs-midjourney-total_team_size-4", "metric": "total_team_size", "value": 60, "qualifier": "claimed", "display": "Employees: 60 (as of April 2026)", "period": "2026-04", "observedAt": "2026-04-16", "sourceIds": [ "src-midjourney-11" ], "grade": "D", "headline": true, "notes": "Figure from the Forbes company-profile database ('Last Updated Apr 16, 2026'). Forbes does not say whether the number came from the company or is its own estimate, and Latka calls it a 'Forbes estimate'. It predates the Co-Star acquisition: Midjourney announced the deal on 2026-07-23 and said it closed in spring 2026. One trade site says Co-Star's team of around two dozen joined Midjourney, but that site gives no source." }, { "id": "obs-midjourney-total_team_size-5", "metric": "total_team_size", "value": 107, "qualifier": "claimed", "display": "\"down from 107 a year earlier\"", "period": "2025", "observedAt": "2026-10-13", "sourceIds": [ "src-midjourney-12" ], "grade": "D", "headline": true, "notes": "Aggregator (Latka) figure with no stated basis. It conflicts with other estimates, including Sacra's undated '40-45 employees' and LinkedIn-derived counts quoted by low-quality sites, which were not opened. Recorded only because it is often repeated. Do not rely on it." }, { "id": "obs-midjourney-total_team_size-6", "metric": "total_team_size", "value": null, "qualifier": "approximate", "display": "\"approximately 40-45 employees\"", "observedAt": "2026-10-16", "sourceIds": [ "src-midjourney-13" ], "grade": "D", "headline": true, "notes": "Sacra page, undated, with no stated basis. It appears to repeat the 2023 reporting. The value is null because the source gives a range. Undated source; date shown is when we accessed it." }, { "id": "obs-midjourney-annual_revenue-1", "metric": "annual_revenue", "value": 200000000, "qualifier": "at_least", "display": "\"surpassed $200 million in revenue in 2023\" (admitted by Midjourney)", "period": "2023", "observedAt": "2025-10-07", "sourceIds": [ "src-midjourney-7", "src-midjourney-8" ], "grade": "A", "headline": true, "notes": "Paragraph 61 of the Warner Bros. complaint alleges Midjourney 'surpassed $200 million in revenue in 2023'. In its answer, Midjourney 'denies that it earned $300 million in 2024' and 'admits the remaining allegations in paragraph 61'. This is a judicial admission in a federal court pleading signed by counsel. It is not audited, and it gives only a lower bound." }, { "id": "obs-midjourney-annual_revenue-2", "metric": "annual_revenue", "value": 200000000, "qualifier": "approximate", "display": "\"Midjourney achieved $200 million in annual revenue\" (per The Information)", "period": "2023", "observedAt": "2023-09-06", "sourceIds": [ "src-midjourney-4", "src-midjourney-5" ], "grade": "C", "headline": true, "notes": "The Decoder relays The Information, which cited a source close to the company. The Decoder also reports, again citing The Information, that Midjourney 'has to pay a per-user revenue share to Discord'. The 2025 court admission above corroborates the figure." }, { "id": "obs-midjourney-annual_revenue-3", "metric": "annual_revenue", "value": 300000000, "qualifier": "claimed", "display": "\"reportedly made $300 million in revenue in 2024\" (plaintiffs' allegation)", "period": "2024", "observedAt": "2025-06-11", "sourceIds": [ "src-midjourney-6" ], "grade": "D", "headline": true, "notes": "Allegation in the Disney/Universal complaint (paragraph 74; repeated in paragraph 61 of the Warner Bros. complaint). Its footnote cites TechCrunch, DemandSage (a statistics blog) and SEO.AI, not company data. Midjourney 'denies that it earned $300 million in 2024' in its 2025-10-07 answer and did not state an alternative figure. Widely repeated, but disputed by the company." }, { "id": "obs-midjourney-annual_revenue-4", "metric": "annual_revenue", "value": 300000000, "qualifier": "claimed", "display": "\"$300 million in total revenue in the 2024 fiscal year, according to PitchBook\"", "period": "2024", "observedAt": "2026-04-16", "sourceIds": [ "src-midjourney-11" ], "grade": "D", "headline": true, "notes": "Forbes company profile attributing the figure to PitchBook, a database estimate. Midjourney denied earning $300M in 2024 in its 2025-10-07 court answer." }, { "id": "obs-midjourney-annual_revenue-5", "metric": "annual_revenue", "value": 500000000, "qualifier": "claimed", "display": "$500M (estimate), May 2025, attributed to 'ARR Club'", "period": "2025", "observedAt": "2026-10-13", "sourceIds": [ "src-midjourney-12" ], "grade": "D", "headline": true, "notes": "Aggregator (Latka) table entry marked as an estimate and attributed to 'ARR Club'. On the same page, Latka calls the January 2024 $200M figure (Bloomberg) 'the most recent reported figure'. No company or independent confirmation found. Treat as unverified." }, { "id": "obs-midjourney-users-1", "metric": "users", "value": 21000000, "qualifier": "approximate", "display": "\"nearly 21 million users as of September 2024\" (admitted)", "period": "2024-09", "observedAt": "2025-10-07", "sourceIds": [ "src-midjourney-7", "src-midjourney-8" ], "grade": "A", "headline": true, "notes": "Part of paragraph 61 of the Warner Bros. complaint, which Midjourney admitted apart from the 2024 revenue figure. 'Users' is not defined. The plaintiffs' footnote cites TechCrunch and statistics sites, so the figure may count Discord community members rather than paying subscribers." }, { "id": "obs-midjourney-funding_total-1", "metric": "funding_total", "value": 0, "qualifier": "claimed", "display": "\"We're self-funded. We have no investors.\"", "period": "2022-08", "observedAt": "2022-08-01", "sourceIds": [ "src-midjourney-1", "src-midjourney-2", "src-midjourney-3" ], "grade": "C", "headline": true, "notes": "Founder statement to The Register, repeated to The Verge ('we have no investors'). The company website (Oct 2022 capture) said: 'We are a small self-funded team'." }, { "id": "obs-midjourney-funding_total-2", "metric": "funding_total", "value": 0, "qualifier": "claimed", "display": "\"We remain an independent, community-backed research lab, with no investors\"", "period": "2025-08", "observedAt": "2025-08-22", "sourceIds": [ "src-midjourney-9" ], "grade": "C", "headline": true, "notes": "David Holz's X post on the day Meta announced a licensing partnership with Midjourney. The deal's financial terms were not disclosed." }, { "id": "obs-midjourney-funding_total-3", "metric": "funding_total", "value": 0, "qualifier": "claimed", "display": "\"has never taken on outside funding\" (TechCrunch); \"has so far shunned any outside funding\" (Forbes)", "period": "2025-2026", "observedAt": "2026-04-16", "sourceIds": [ "src-midjourney-10", "src-midjourney-11", "src-midjourney-5" ], "grade": "B", "headline": true, "notes": "Several credible outlets state in their own voice that Midjourney has taken no outside funding: TechCrunch (2025-08-22), Forbes (profile updated 2026-04-16), and The Information (2023 headline: 'Built an AI Winner While Rejecting Venture Capital'). No funding round was found in any source opened. Absence of outside funding cannot be audited from public records, so this rests on consistent reporting plus company statements." }, { "id": "obs-midjourney-funding_total-4", "metric": "funding_total", "value": 50000000, "qualifier": "claimed", "display": "Funding box: \"$50.00M\" (2025)", "period": "2025", "observedAt": "2026-10-16", "sourceIds": [ "src-midjourney-13" ], "grade": "D", "headline": true, "notes": "Unsupported. Sacra's own text on the same page says Midjourney 'has not raised external funding and remains completely self-funded since its founding in 2021'. No source opened reports any funding round, so this looks like a database error. Recorded only to flag it. Undated source; date shown is when we accessed it." }, { "id": "obs-midjourney-profitability-1", "metric": "profitability", "value": null, "qualifier": "claimed", "display": "\"To be honest, we're already profitable, and we're fine.\"", "period": "2022-08", "observedAt": "2022-08-01", "sourceIds": [ "src-midjourney-1" ], "grade": "C", "headline": true, "notes": "Founder statement to The Register." }, { "id": "obs-midjourney-profitability-2", "metric": "profitability", "value": null, "qualifier": "claimed", "display": "\"The company is reportedly profitable, but much of its revenue goes toward more computing power.\"", "period": "2023", "observedAt": "2023-09-06", "sourceIds": [ "src-midjourney-4", "src-midjourney-5" ], "grade": "C", "headline": true, "notes": "The Decoder relaying The Information's anonymously sourced report." }, { "id": "obs-midjourney-profitability-3", "metric": "profitability", "value": null, "qualifier": "claimed", "display": "Midjourney \"is profitable\" (Forbes profile)", "period": "2026", "observedAt": "2026-04-16", "sourceIds": [ "src-midjourney-11" ], "grade": "D", "headline": true, "notes": "Statement in the Forbes company profile. No basis given." } ], "autonomy": [ { "function": "engineering", "level": "human", "basis": "The company website (Oct 2022 capture) lists a named human 'Research and Engineering' team and was hiring AI researchers and engineers. No source describes AI agents doing engineering work.", "sourceIds": [ "src-midjourney-3" ], "grade": "C" }, { "function": "operations", "level": "human", "basis": "Content moderation was done by people. In 2022 The Register reported 'about 40 moderators keeping an eye on the images that users create', and the website listed Discord moderators and guides by handle. Their employment status is not stated.", "sourceIds": [ "src-midjourney-1", "src-midjourney-3" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "David Holz is founder and CEO. In 2022 he described running voice 'office hours' where he would 'sit on voice for four hours with like 1,000 people and just answer questions'.", "sourceIds": [ "src-midjourney-2", "src-midjourney-8" ] }, { "text": "Holz personally announced the company's first acquisition (Co-Star) on the Midjourney updates blog and said he would need help to build 'a broader organization around Product and Design'.", "sourceIds": [ "src-midjourney-14" ] } ], "operations": [ { "text": "Midjourney sells subscriptions to its image (and later video) generation service. The service launched in February 2022 as a bot inside Discord and was later offered on midjourney.com; Midjourney admitted these release facts in court. In 2022 the company described itself as 'a small, self-funded, fully-distributed team'. The Information reported that much of its revenue goes to compute and that it pays Discord a per-user revenue share.", "sourceIds": [ "src-midjourney-3", "src-midjourney-4", "src-midjourney-7", "src-midjourney-8" ] }, { "text": "In 2026 Midjourney began expanding beyond its core service. It announced its first acquisition, the astrology app Co-Star (deal closed in spring 2026 per Bloomberg), and said it was hiring.", "sourceIds": [ "src-midjourney-14", "src-midjourney-15" ] } ], "stack": [ { "category": "infrastructure", "name": "Discord", "toolSlug": null, "sourceIds": [ "src-midjourney-2", "src-midjourney-4", "src-midjourney-7" ], "grade": "C" }, { "category": "engineering", "name": "JAX", "toolSlug": null, "sourceIds": [ "src-midjourney-3" ], "grade": "C" } ], "timeline": [ { "date": "2021", "event": "Midjourney founded by David Holz (admitted in court filing).", "sourceIds": [ "src-midjourney-7", "src-midjourney-8" ] }, { "date": "2022-02", "event": "Image service first launched as a bot inside Discord (alleged by plaintiffs; Midjourney admitted the allegations about its releases).", "sourceIds": [ "src-midjourney-7", "src-midjourney-8" ] }, { "date": "2022-08-01", "event": "Holz tells The Register the company is 'about 10 people', self-funded with no investors, and already profitable.", "sourceIds": [ "src-midjourney-1" ] }, { "date": "2023-09", "event": "The Information reports about $200M in annual revenue with about 40 employees and no outside investors.", "sourceIds": [ "src-midjourney-4", "src-midjourney-5" ] }, { "date": "2025-06-11", "event": "Disney and Universal sue Midjourney for copyright infringement; the complaint alleges $300M revenue in 2024.", "sourceIds": [ "src-midjourney-6" ] }, { "date": "2025-08-22", "event": "Meta announces a licensing partnership with Midjourney; Holz says Midjourney remains independent 'with no investors'.", "sourceIds": [ "src-midjourney-9", "src-midjourney-10" ] }, { "date": "2025-09-04", "event": "Warner Bros. Discovery entities sue Midjourney.", "sourceIds": [ "src-midjourney-7" ] }, { "date": "2025-10-07", "event": "In its answer, Midjourney denies earning $300M in 2024 but admits it surpassed $200M revenue in 2023 and had nearly 21M users as of September 2024.", "sourceIds": [ "src-midjourney-8" ] }, { "date": "2026-07-23", "event": "Midjourney announces its first acquisition, Co-Star; Bloomberg reports the deal closed in spring 2026.", "sourceIds": [ "src-midjourney-14", "src-midjourney-15" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-midjourney-1", "title": "Holz, founder of AI art service Midjourney, on future images", "publisher": "The Register", "url": "https://www.theregister.com/2022/08/01/david_holz_midjourney/", "sourceType": "press_interview", "publishedAt": "2022-08-01", "accessedAt": "2026-10-16", "notes": "By Thomas Claburn. Quotes the founder directly (first-party content).", "redistribution": "open" }, { "id": "src-midjourney-2", "title": "An interview with David Holz, CEO of AI image-generator Midjourney: it's 'an engine for the imagination'", "publisher": "The Verge", "url": "https://www.theverge.com/2022/8/2/23287173/ai-image-generation-art-midjourney-multiverse-interview-david-holz", "sourceType": "press_interview", "publishedAt": "2022-08-02", "accessedAt": "2026-10-16", "notes": "By James Vincent. Q&A format (first-party content). Page retrieved with curl because WebFetch is blocked for this domain.", "redistribution": "open" }, { "id": "src-midjourney-3", "title": "Midjourney (home/about page)", "publisher": "Midjourney", "url": "https://www.midjourney.com/home/", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Read via Wayback Machine snapshot of 2022-10-01: http://web.archive.org/web/20221001135333/https://www.midjourney.com/home/ . The live site returned 403.", "redistribution": "open" }, { "id": "src-midjourney-4", "title": "Midjourney generates $200 million in revenue and adds Web support with v6", "publisher": "The Decoder", "url": "https://the-decoder.com/midjourney-generates-200-million-in-revenue-and-adds-web-support-with-v6/", "sourceType": "independent_press", "publishedAt": "2023-09-06", "accessedAt": "2026-10-16", "notes": "By Matthias Bastian. Relays The Information ('which cites a source close to the company'); no independent reporting of its own.", "redistribution": "open" }, { "id": "src-midjourney-5", "title": "'He Doesn't Need VC in His Life': How Midjourney's Founder Built an AI Winner While Rejecting Venture Capital", "publisher": "The Information", "url": "https://www.theinformation.com/articles/he-doesnt-need-vc-in-his-life-how-midjourneys-founder-built-an-ai-winner-while-rejecting-venture-capital", "sourceType": "independent_press", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "By Kate Clark. Paywalled: only the headline and byline were visible. The publication date is not visible but must be on or before 2023-09-06, when The Decoder cited it. Figures come from The Decoder's summary.", "redistribution": "open" }, { "id": "src-midjourney-6", "title": "Complaint, Disney Enterprises, Inc. et al. v. Midjourney, Inc., No. 2:25-cv-05275 (C.D. Cal.), Dkt. 1", "publisher": "U.S. District Court, Central District of California (via CourtListener RECAP)", "url": "https://storage.courtlistener.com/recap/gov.uscourts.cacd.973999/gov.uscourts.cacd.973999.1.0.pdf", "sourceType": "regulatory_filing", "publishedAt": "2025-06-11", "accessedAt": "2026-10-16", "notes": "Plaintiffs' allegations, not findings. The revenue figures in paragraph 74 cite TechCrunch, DemandSage and SEO.AI in footnote 3.", "redistribution": "open" }, { "id": "src-midjourney-7", "title": "Complaint, Warner Bros. Entertainment Inc. et al. v. Midjourney, Inc., No. 2:25-cv-08376 (C.D. Cal.), Dkt. 1", "publisher": "U.S. District Court, Central District of California (via CourtListener RECAP)", "url": "https://storage.courtlistener.com/recap/gov.uscourts.cacd.985743/gov.uscourts.cacd.985743.1.0.pdf", "sourceType": "regulatory_filing", "publishedAt": "2025-09-04", "accessedAt": "2026-10-16", "notes": "Plaintiffs' allegations. Paragraph 61 is the one Midjourney's answer responds to (admitted except the 2024 revenue figure).", "redistribution": "open" }, { "id": "src-midjourney-8", "title": "Defendant Midjourney, Inc.'s Answer to Complaint, Warner Bros. Entertainment Inc. et al. v. Midjourney, Inc., No. 2:25-cv-08376-JAK-E, Dkt. 15", "publisher": "U.S. District Court, Central District of California (via CourtListener RECAP)", "url": "https://storage.courtlistener.com/recap/gov.uscourts.cacd.985743/gov.uscourts.cacd.985743.15.0.pdf", "sourceType": "regulatory_filing", "publishedAt": "2025-10-07", "accessedAt": "2026-10-16", "notes": "Filed by Cooley LLP for Midjourney. Its response to paragraph 61: 'Midjourney denies that it earned $300 million in 2024. Midjourney admits the remaining allegations in paragraph 61.'", "redistribution": "open" }, { "id": "src-midjourney-9", "title": "David Holz post on X, 22 Aug 2025", "publisher": "X (@DavidSHolz)", "url": "https://x.com/DavidSHolz/status/1958984943566299632", "sourceType": "social_post", "publishedAt": "2025-08-22", "accessedAt": "2026-10-16", "notes": "Text read via the api.fxtwitter.com mirror of this post ID. The post URL was taken from TechCrunch's article.", "redistribution": "open" }, { "id": "src-midjourney-10", "title": "Meta partners with Midjourney on AI image and video models", "publisher": "TechCrunch", "url": "https://techcrunch.com/2025/08/22/meta-partners-with-midjourney-on-ai-image-and-video-models/", "sourceType": "independent_press", "publishedAt": "2025-08-22", "accessedAt": "2026-10-16", "notes": "By Maxwell Zeff. States that Midjourney 'has never taken on outside funding'. Its revenue reference ('on pace to generate $200 million' by 2023) cites The Information.", "redistribution": "open" }, { "id": "src-midjourney-11", "title": "Midjourney company profile", "publisher": "Forbes", "url": "https://www.forbes.com/companies/midjourney/", "sourceType": "database", "publishedAt": "2026-04-16", "accessedAt": "2026-10-16", "notes": "Profile 'Last Updated Apr 16, 2026'. Lists Employees 60 (as of April 2026), $300M FY2024 revenue 'according to PitchBook', says the company 'is profitable' and 'has so far shunned any outside funding'. The basis for the headcount is not disclosed.", "redistribution": "open" }, { "id": "src-midjourney-12", "title": "Midjourney revenue, employees (Latka company page)", "publisher": "Latka (GetLatka)", "url": "https://getlatka.com/companies/midjourney", "sourceType": "database", "publishedAt": "2026-10-13", "accessedAt": "2026-10-16", "notes": "Aggregator. publishedAt is the page's 'updated' date. Mixes reported figures and estimates, and contains internal inconsistencies.", "redistribution": "open" }, { "id": "src-midjourney-13", "title": "Midjourney revenue, funding & news", "publisher": "Sacra", "url": "https://sacra.com/c/midjourney/", "sourceType": "database", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Undated research/aggregator page. Revenue is labelled a Sacra estimate. The '$50.00M' funding figure contradicts the page's own 'self-funded' text.", "redistribution": "open" }, { "id": "src-midjourney-14", "title": "Midjourney's First Acquisition", "publisher": "Midjourney (updates blog)", "url": "https://updates.midjourney.com/midjourneys-first-acquisition/", "sourceType": "founder_statement", "publishedAt": "2026-07-23", "accessedAt": "2026-10-16", "notes": "First-person post by David Holz announcing the Co-Star acquisition. Gives no headcount or deal terms.", "redistribution": "open" }, { "id": "src-midjourney-15", "title": "AI Lab Midjourney Buys Astrology Startup Co-Star, Plans New Apps", "publisher": "Bloomberg News (via Bloomberg Law)", "url": "https://news.bloomberglaw.com/private-equity/ai-lab-midjourney-buys-astrology-startup-co-star-plans-new-apps", "sourceType": "independent_press", "publishedAt": "2026-07-24", "accessedAt": "2026-10-16", "notes": "By Natalie Lung. Only the opening paragraphs were visible: 'The previously unreported acquisition closed this spring, Midjourney said.' Financial terms not disclosed.", "redistribution": "open" } ], "openQuestions": [ "Current headcount. Forbes lists 60 as of April 2026 without a stated basis, aggregators give 40-45 or 107, and the Co-Star team (size unverified; one trade site says 'around two dozen') joined in 2026.", "Actual 2024 and 2025 revenue. Midjourney denied earning $300M in 2024 but gave no alternative figure, and the widely cited $500M 2025 figure is an aggregator estimate.", "Whether the ~40 Discord moderators reported in 2022 were paid contractors, employees or volunteers.", "The exact publication date and full contents of The Information's 2023 profile (paywalled).", "Whether the August 2025 Meta licensing deal involved any equity or investment (terms undisclosed; Holz said there are still no investors).", "No source describes material use of AI agents in Midjourney's internal operations; its leanness appears to come from a small human team selling a compute-heavy subscription product." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/midjourney", "withheld": { "observations": 0, "timelineEvents": 0 }, "derived": { "withheldFacts": [], "founders": { "value": 1, "grade": "A" }, "employees": { "value": 39, "grade": "C", "derivation": "Team size 40 minus 1 founder" }, "revenue": { "value": 200000000, "annualizedUsd": 200000000, "basis": "annual_revenue", "grade": "A", "observedAt": "2025-10-07" }, "valuation": null, "revenuePerHumanUsd": { "value": 5000000, "grade": "C" }, "autonomy": "Unknown", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 10, "ceiling": 85, "coverage": 0.25, "confidence": "Low" } } }, { "slug": "photo-ai", "name": "Photo AI", "status": "published", "website": "https://photoai.com", "description": "Web service where users upload selfies to train a personal AI model and then generate photos (and, since 2026, videos) of themselves. Built and run by Pieter Levels (@levelsio).", "category": "AI photo and video generator", "country": null, "foundedYear": 2023, "aiNative": true, "founders": [ { "name": "Pieter Levels", "role": "Founder; sole developer, designer and marketer (self-described)", "sourceIds": [ "src-photo-ai-3", "src-photo-ai-6" ] } ], "classification": "ZE_OPERATIONAL", "classificationRationale": "The founder consistently states there are no staff: '0 humans' in his solo-founder setup (Nov 2024, src-photo-ai-3) and 'I run it all by myself, with the help of thousands of AI robots' on photoai.com (src-photo-ai-6). Moderation, sales-related tasks, refunds and subscription changes are described as automated (worker scripts on the ChatGPT API, Google Vision moderation, self-service dashboard). One past, temporary contractor is reported in a secondary source (an AI developer to set up models on GPU servers; search-snippet only, src-photo-ai-12), which is why this is ZE_OPERATIONAL rather than ZE_STRICT. All team evidence is first-party (grade C); nothing independent confirms headcount.", "verdict": "Probably yes. By the founder's own consistent account it is a one-person business with no employees and heavy automation, but nothing independent verifies that.", "contractorsStatus": "some_disclosed", "observations": [ { "id": "obs-photo-ai-founder_count-1", "metric": "founder_count", "value": 1, "qualifier": "claimed", "display": "1 founder who's also developer, designer, marketing", "period": "2024-11", "observedAt": "2024-11-22", "sourceIds": [ "src-photo-ai-3" ], "grade": "C", "headline": true, "notes": "Describes Levels' general 'minimal solo founder setup' across his sites, not Photo AI alone." }, { "id": "obs-photo-ai-employee_count-1", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "0 humans", "period": "2024-11", "observedAt": "2024-11-22", "sourceIds": [ "src-photo-ai-3" ], "grade": "C", "headline": true, "notes": "Founder's own post (mirrors X post 1860015822472905091). Applies to his solo-founder setup generally, which includes Photo AI." }, { "id": "obs-photo-ai-employee_count-2", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "I run it all by myself, with the help of thousands of AI robots", "observedAt": "2026-10-16", "sourceIds": [ "src-photo-ai-6" ], "grade": "C", "headline": true, "notes": "Undated statement on the photoai.com homepage; observedAt is the access date. Same page: 'a 100%-owned independent business without investors'." }, { "id": "obs-photo-ai-contractor_count-1", "metric": "contractor_count", "value": 1, "qualifier": "claimed", "display": "For Photo AI, I've hired an AI dev for awhile to help me set up AI models on GPU servers, but everything else is by me.", "observedAt": "2026-10-16", "sourceIds": [ "src-photo-ai-12" ], "grade": "D", "headline": true, "notes": "Quote attributed to Levels by a Medium article; seen only in a search snippet (article returned 403). Original post not located; date unknown (probably 2023-2024). Describes a past, temporary engagement, not a current one. Undated source; date shown is when we accessed it." }, { "id": "obs-photo-ai-mrr-1", "metric": "monthly_revenue", "value": 105000, "qualifier": "claimed", "display": "Photoai.com is a 40,870 line index.php making 105,000/mo revenue and 80,000/mo profit", "period": "2026-03", "observedAt": "2026-03-06", "sourceIds": [ "src-photo-ai-1" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE, NOT MRR. Levels has said his figures include annual plans ('Not MRR btw but monthly revenue'). Stored under mrr only because the schema has no monthly-revenue metric. This is the most recent Photo AI figure found. X post 2029708985008337342." }, { "id": "obs-photo-ai-profitability-1", "metric": "profitability", "value": 80000, "qualifier": "claimed", "display": "80,000/mo profit", "period": "2026-03", "observedAt": "2026-03-06", "sourceIds": [ "src-photo-ai-1" ], "grade": "C", "headline": true, "notes": "Monthly profit as stated by the founder; no cost breakdown given." }, { "id": "obs-photo-ai-mrr-2", "metric": "monthly_revenue", "value": 150000, "qualifier": "approximate", "display": "Photo AI is quite stable now at ~$150,000/mo", "period": "2024-10", "observedAt": "2024-10-26", "sourceIds": [ "src-photo-ai-11" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE, NOT MRR (see obs-photo-ai-mrr-1). Verified from search snippet only; X page not fetched. Date decoded from post ID. Higher than the Mar 2026 figure of $105K/mo; no explanation of the decline found." }, { "id": "obs-photo-ai-mrr-3", "metric": "mrr", "value": 161000, "qualifier": "claimed", "display": "Photo AI $161K/m", "period": "2024-09", "observedAt": "2024-09-22", "sourceIds": [ "src-photo-ai-5" ], "grade": "C", "headline": true, "notes": "Part of a one-day peak run-rate across all his products ($420K/mo total): 'nice record for like ONE DAY a few days ago'. Not a calendar-month figure. Followed the Lex Fridman podcast appearance." }, { "id": "obs-photo-ai-mrr-4", "metric": "monthly_revenue", "value": 61808, "qualifier": "exact", "display": "It has 1,872 paying customers making $61,808 per month", "period": "2023-07", "observedAt": "2023-07-03", "sourceIds": [ "src-photo-ai-4" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE as stated by the founder; stored under mrr for lack of a monthly-revenue metric. About 5 months after launch." }, { "id": "obs-photo-ai-customers-1", "metric": "customers", "value": 1872, "qualifier": "exact", "display": "1,872 paying customers", "period": "2023-07", "observedAt": "2023-07-03", "sourceIds": [ "src-photo-ai-4" ], "grade": "C", "headline": true, "notes": "" }, { "id": "obs-photo-ai-users-1", "metric": "users", "value": 36000, "qualifier": "approximate", "display": "trained now like 36,000 people already", "period": "2024-08", "observedAt": "2024-08-20", "sourceIds": [ "src-photo-ai-8" ], "grade": "C", "headline": true, "notes": "Spoken estimate on the Lex Fridman Podcast. Counts people whose models were trained, not current paying subscribers." } ], "autonomy": [ { "function": "engineering", "level": "medium", "basis": "Founder codes alone. Since about mid-2025 he says he codes 'almost solely on my VPS with Claude Code', which 'just live edits on my production server'. A human still directs the work.", "sourceIds": [ "src-photo-ai-10", "src-photo-ai-14" ], "grade": "C" }, { "function": "operations", "level": "high", "basis": "Scheduled 'worker robot scripts that use ChatGPT API' handle moderation and other work 'humans would do normally'. Google Vision checks every photo before it is shown to the user. AI models are hosted by FAL.", "sourceIds": [ "src-photo-ai-3", "src-photo-ai-8", "src-photo-ai-9" ], "grade": "C" }, { "function": "support", "level": "high", "basis": "Self-service customer dashboard with self-refund, the Stripe Billing Portal for plan changes and cancellations, and self-service FAQs. No support contact is listed on the homepage.", "sourceIds": [ "src-photo-ai-3", "src-photo-ai-6" ], "grade": "C" }, { "function": "sales", "level": "high", "basis": "The founder lists 'moderation, sales' among tasks his scheduled scripts perform. Checkout is via Stripe. No sales staff are mentioned.", "sourceIds": [ "src-photo-ai-3" ], "grade": "C" }, { "function": "marketing", "level": "low", "basis": "Done by the founder ('developer, designer, marketing (use ChatGPT to help with those)'), largely through his X account and press such as the Lex Fridman podcast.", "sourceIds": [ "src-photo-ai-3", "src-photo-ai-5" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Sole developer, designer and marketer; uses ChatGPT to help with design and marketing (Nov 2024).", "sourceIds": [ "src-photo-ai-3" ] }, { "text": "Writes and ships code himself, since about mid-2025 mostly through Claude Code running on his production VPS.", "sourceIds": [ "src-photo-ai-10" ] }, { "text": "At launch he fulfilled early orders by hand: 'the first few hundred, I just literally took their photos, trained them' (Lex Fridman Podcast, 2024).", "sourceIds": [ "src-photo-ai-8" ] } ], "operations": [ { "text": "Photo AI is one of several products Levels runs alone (others include Interior AI, Nomads.com and Remote OK). He describes a setup aiming for '100% automation': scheduled scripts on the ChatGPT API for moderation and other recurring tasks, a self-service dashboard with self-refunds, the Stripe Billing Portal, and a Featurebase bug/feedback board.", "sourceIds": [ "src-photo-ai-3" ] }, { "text": "The codebase is a single large PHP file: about 14,000 lines of raw PHP with inline HTML/CSS/JS and jQuery in Jul 2023, and a 40,870-line index.php in Mar 2026. In 2024 he said the stack was 'PHP and jQuery, yes, and SQLite'.", "sourceIds": [ "src-photo-ai-4", "src-photo-ai-1", "src-photo-ai-8" ] }, { "text": "AI inference is outsourced to API providers. In Aug 2024 he praised Replicate. In May 2025 he wrote that 'FAL is responsible for hosting ALL the AI models I use for my site Photo AI'.", "sourceIds": [ "src-photo-ai-8", "src-photo-ai-9" ] }, { "text": "Levels' project list (updated 3 Oct 2026) classes Photo AI as one of 9 'Success' projects, with status 'Active'. In Sep 2026 he wrote that business revenue across all his products was 'very stable at about $200K-$250K/mo', without a Photo AI breakdown.", "sourceIds": [ "src-photo-ai-13", "src-photo-ai-2" ] }, { "text": "The photoai.com homepage counter shows '30,941,682 photos generated' (undated; read 2026-10-16).", "sourceIds": [ "src-photo-ai-6" ] } ], "stack": [ { "category": "engineering", "name": "PHP", "toolSlug": null, "sourceIds": [ "src-photo-ai-4", "src-photo-ai-8" ], "grade": "C" }, { "category": "engineering", "name": "jQuery", "toolSlug": null, "sourceIds": [ "src-photo-ai-4", "src-photo-ai-8" ], "grade": "C" }, { "category": "infrastructure", "name": "SQLite", "toolSlug": null, "sourceIds": [ "src-photo-ai-8" ], "grade": "C" }, { "category": "models", "name": "FAL (model hosting/inference)", "toolSlug": null, "sourceIds": [ "src-photo-ai-9" ], "grade": "C" }, { "category": "models", "name": "Replicate (stated as provider in Aug 2024)", "toolSlug": null, "sourceIds": [ "src-photo-ai-8" ], "grade": "C" }, { "category": "other", "name": "Google Vision (photo moderation)", "toolSlug": null, "sourceIds": [ "src-photo-ai-8" ], "grade": "C" }, { "category": "agents", "name": "ChatGPT API (scheduled worker scripts)", "toolSlug": null, "sourceIds": [ "src-photo-ai-3" ], "grade": "C" }, { "category": "engineering", "name": "Claude Code", "toolSlug": "claude-code", "sourceIds": [ "src-photo-ai-10" ], "grade": "C" }, { "category": "payments", "name": "Stripe (Checkout, Billing Portal)", "toolSlug": "stripe", "sourceIds": [ "src-photo-ai-3", "src-photo-ai-8" ], "grade": "C" }, { "category": "support", "name": "Featurebase (bug and feedback board)", "toolSlug": null, "sourceIds": [ "src-photo-ai-3" ], "grade": "C" } ], "timeline": [ { "date": "2022-11", "event": "Predecessor AvatarAI.me launched; Levels posted that he 'Sold $100,000 in AI-generated avatars with AvatarAI.me in 10 days'.", "sourceIds": [ "src-photo-ai-14" ] }, { "date": "2023-02-10", "event": "Photo AI announced as a 'photorealistic AI photo studio' and 'an evolution of my previous project' AvatarAI.me.", "sourceIds": [ "src-photo-ai-7" ] }, { "date": "2023-07-03", "event": "Founder reports 1,872 paying customers and $61,808 per month.", "sourceIds": [ "src-photo-ai-4" ] }, { "date": "2024-08-20", "event": "Levels appears on the Lex Fridman Podcast and discusses the Photo AI stack and solo operation.", "sourceIds": [ "src-photo-ai-8" ] }, { "date": "2024-09-22", "event": "One-day peak run-rate: Photo AI $161K/m within a $420K/mo total across his products.", "sourceIds": [ "src-photo-ai-5" ] }, { "date": "2024-10-26", "event": "Founder posts Photo AI is 'quite stable now at ~$150,000/mo' (search snippet only).", "sourceIds": [ "src-photo-ai-11" ] }, { "date": "2024-11-22", "event": "Founder publishes his 'minimal solo founder setup': 1 founder, 0 humans, aim for 100% automation.", "sourceIds": [ "src-photo-ai-3" ] }, { "date": "2025-05-21", "event": "Founder says FAL hosts all AI models used by Photo AI.", "sourceIds": [ "src-photo-ai-9" ] }, { "date": "2026-03-06", "event": "Founder reports photoai.com is a 40,870-line index.php making $105K/mo revenue and $80K/mo profit.", "sourceIds": [ "src-photo-ai-1" ] }, { "date": "2026-08", "event": "Founder says he 'vibecoded a full video editor into Photo AI'.", "sourceIds": [ "src-photo-ai-14" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-photo-ai-1", "title": "Photoai.com is a 40,870 line index.php making 105,000/mo revenue and 80,000/mo profit", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/photoai-40870-line-index-php-105k-mo-revenue", "sourceType": "founder_statement", "publishedAt": "2026-03-06", "accessedAt": "2026-10-16", "notes": "Blog mirror of X post https://x.com/levelsio/status/2029708985008337342 (post ID decodes to 2026-03-06).", "redistribution": "open" }, { "id": "src-photo-ai-2", "title": "I passed $10M/y in revenue and investment gains with a 94.5% profit margin", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/passed-10m-revenue-investment-gains", "sourceType": "founder_statement", "publishedAt": "2026-09-23", "accessedAt": "2026-10-16", "notes": "Portfolio-level figure combining revenue and mostly unrealized investment gains. States business revenue is 'very stable at about $200K-$250K/mo' across all products. No Photo AI breakdown. X post 2102739359715774665.", "redistribution": "open" }, { "id": "src-photo-ai-3", "title": "My minimal solo founder setup with 100% automation and 99% profit margins", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/minimal-solo-founder-100-automation", "sourceType": "founder_statement", "publishedAt": "2024-11-22", "accessedAt": "2026-10-16", "notes": "Mirror of X post https://x.com/levelsio/status/1860015822472905091.", "redistribution": "open" }, { "id": "src-photo-ai-4", "title": "Photo AI is almost 14,000 lines of raw PHP making $61,808 per month", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/photoai-14000-lines-raw-php-revenue", "sourceType": "founder_statement", "publishedAt": "2023-07-03", "accessedAt": "2026-10-16", "notes": "Mirror of X post https://x.com/levelsio/status/1675829733668319233.", "redistribution": "open" }, { "id": "src-photo-ai-5", "title": "I hit a new $420,000/mo revenue record thanks to the Lex Fridman podcast", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/new-420k-mo-revenue-record-lex-fridman", "sourceType": "founder_statement", "publishedAt": "2024-09-22", "accessedAt": "2026-10-16", "notes": "One-day peak run-rate with a per-product breakdown. X post 1837707857372106992.", "redistribution": "open" }, { "id": "src-photo-ai-6", "title": "Photo AI homepage", "publisher": "Photo AI", "url": "https://photoai.com", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Contains the founder statement, the ownership statement and a photos-generated counter. No legal entity is shown.", "redistribution": "open" }, { "id": "src-photo-ai-7", "title": "My new project Photo AI a photorealistic AI photo studio", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/photoai-photorealistic-ai-photo-studio", "sourceType": "founder_statement", "publishedAt": "2023-02-10", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-photo-ai-8", "title": "Transcript for Pieter Levels: Programming, Viral AI Startups, and Digital Nomad Life (Lex Fridman Podcast)", "publisher": "Lex Fridman", "url": "https://lexfridman.com/pieter-levels-transcript", "sourceType": "podcast_video", "publishedAt": "2024-08-20", "accessedAt": "2026-10-16", "notes": "Only the first ~100k characters of the transcript were read. The episode date comes from the pinned 'Lex Fridman Podcast 20 Aug '24' entry on levels.io. Statements are the founder's own (first-party).", "redistribution": "open" }, { "id": "src-photo-ai-9", "title": "Visiting my API provider FAL in San Francisco", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/visiting-fal-api-provider-san-francisco", "sourceType": "founder_statement", "publishedAt": "2025-05-21", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-photo-ai-10", "title": "I've been coding almost solely on my VPS with Claude Code for almost a year now", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/coding-on-vps-with-claude-code-for-a-year", "sourceType": "founder_statement", "publishedAt": "2026-06-28", "accessedAt": "2026-10-16", "notes": "Does not name Photo AI specifically; refers to 'my production server'. Later titles on levels.io ('I'm deleting Claude', 8 Aug 2026; 'Claude Code treats you like a child... I'll probably switch to xAI', 24 Aug 2026) suggest his tooling may have changed since.", "redistribution": "open" }, { "id": "src-photo-ai-11", "title": "@levelsio on X: \"Photo AI is quite stable now at ~$150,000/mo ...\"", "publisher": "X (@levelsio)", "url": "https://x.com/levelsio/status/1850305637303160853", "sourceType": "social_post", "publishedAt": "2024-10-26", "accessedAt": "2026-10-16", "notes": "verified from search snippet only; page not fetched. publishedAt decoded from the post ID's Snowflake timestamp.", "redistribution": "open" }, { "id": "src-photo-ai-12", "title": "How Pieter Levels Makes (At Least) $210K a Month From His Laptop — With Zero Employees", "publisher": "Medium (The Startup)", "url": "https://medium.com/swlh/how-pieter-levels-makes-at-least-210k-a-month-from-his-laptop-with-zero-employees-47d8046f43cd", "sourceType": "secondary_blog", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "verified from search snippet only; page not fetched (HTTP 403). Quotes Levels on hiring an AI dev temporarily; original statement not located.", "redistribution": "open" }, { "id": "src-photo-ai-13", "title": "List of all my projects ever", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io/projects", "sourceType": "founder_statement", "publishedAt": "2026-10-03", "accessedAt": "2026-10-16", "notes": "Page says 'Updated 3 October, 2026'. It lists Photo AI as 'Success' (2023–2026) with status 'Active'.", "redistribution": "open" }, { "id": "src-photo-ai-14", "title": "@levelsio's blog (homepage feed)", "publisher": "levels.io (Pieter Levels)", "url": "https://levels.io", "sourceType": "founder_statement", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Intro text: 'All bootstrapped without funding and just me coding everything on my laptop.' Feed entries cited: AvatarAI.me (Nov 2022) and the Photo AI video editor (Aug 2026, /video-editor-added-to-photo-ai).", "redistribution": "open" }, { "id": "src-photo-ai-15", "title": "TrustMRR listing", "publisher": "TrustMRR", "url": "https://trustmrr.com/startup/my-photo-ai-inc?metric=mrr", "sourceType": "verified_dashboard", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Withheld from downloads: the source's terms restrict redistribution. Shown on the site with attribution.", "redistribution": "restricted" } ], "openQuestions": [ "No Stripe-verified or other third-party revenue source was found. All Photo AI revenue figures are the founder's own (grade C), and TrustMRR has no listing for Photo AI.", "The founder's figures are 'monthly revenue' that includes discounted annual plans, not MRR. Recurring revenue is not disclosed.", "Revenue appears to have declined from ~$150K/mo (Oct 2024) and the $161K/m one-day peak (Sep 2024) to $105K/mo (Mar 2026). No explanation was found.", "Current contractor use is unknown. The only reference to a hired AI developer is a secondary quote seen in a search snippet, with no date.", "No legal entity or country of incorporation for Photo AI was found.", "Tooling may have changed: Aug 2026 post titles mention deleting Claude and possibly switching to xAI. The Claude Code stack entry reflects Jun 2026.", "Per-product revenue after Mar 2026 was not found. The Sep 2026 figure ($200K-$250K/mo) covers all of his businesses." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/photo-ai", "withheld": { "observations": 0, "timelineEvents": 0 }, "derived": { "withheldFacts": [], "founders": { "value": 1, "grade": "C" }, "employees": { "value": 0, "grade": "C", "derivation": null }, "revenue": { "value": 105000, "annualizedUsd": 1260000, "basis": "monthly_revenue", "grade": "C", "observedAt": "2026-03-06" }, "valuation": null, "revenuePerHumanUsd": { "value": 1260000, "grade": "C" }, "autonomy": "Medium", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 22, "ceiling": 97, "coverage": 0.25, "confidence": "Low" } } }, { "slug": "polsia", "name": "Polsia", "status": "published", "website": "https://polsia.com", "description": "Polsia is a platform where users launch small online businesses that AI agents then operate: writing and deploying code, running marketing and paid ads, email and customer support. Users pay a subscription plus task credits and fees.", "category": "AI agent platform for autonomously run businesses", "country": "US", "foundedYear": 2025, "aiNative": true, "founders": [ { "name": "Ben Cera (legal name per SEC Form D: Victor-Benjamin Broca)", "role": "Founder & CEO; sole listed executive officer and director", "sourceIds": [ "src-polsia-1", "src-polsia-2", "src-polsia-3", "src-polsia-7", "src-polsia-14" ] } ], "classification": "ZE_OPERATIONAL", "classificationRationale": "Every source that addresses headcount says Polsia has one human (the founder) and no employees: the founder's own posts and interviews (Feb–May 2026) and a profile that drew on Polsia's own AI agent. All of these are grade C. Both SEC Form D filings (grade A, filed 2026-08-24) list only one related person, Victor-Benjamin Broca, as executive officer and director. That fits the claim but does not prove there are no employees. The founder says outside help exists: legal advisors ('legal teams'), partner startups helping refactor the codebase, and he accepted a 'contractors and advisors' framing. Per his descriptions, AI agents do engineering, support and most fundraising logistics. That fits ZE_OPERATIONAL rather than ZE_STRICT. Caveats: (1) nothing independent confirms the headcount. (2) The SaaS News said the new funds would grow a 'US sales and marketing team' and hire engineers, and the founder said zero employees is 'just for now'. (3) The headline revenue metric is poorly defined (see observations). Reclassify to WATCHLIST if hiring is confirmed or the zero-employee claim cannot be corroborated.", "verdict": "By the founder's own grade-C statements, yes in the operational sense: one founder, no employees, AI agents, outside legal advisors and partner firms. No independent source has verified the headcount, and the headline 'run rate' mixes different kinds of revenue.", "contractorsStatus": "some_disclosed", "observations": [ { "id": "obs-polsia-founder_count-1", "metric": "founder_count", "value": 1, "qualifier": "claimed", "display": "solo founder, zero employees with a bunch of agents", "period": "2026-02", "observedAt": "2026-02-26", "sourceIds": [ "src-polsia-8" ], "grade": "C", "headline": true, "notes": "Founder statement in a Mixergy interview recorded 2026-02-26 and published 2026-03-02. Both SEC Form D filings (src-polsia-1, src-polsia-2) list only Victor-Benjamin Broca as executive officer and director. That fits a single founder, but Form D does not list founders as such." }, { "id": "obs-polsia-employee_count-1", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "solo founder, zero employees", "period": "2026-02", "observedAt": "2026-02-26", "sourceIds": [ "src-polsia-8" ], "grade": "C", "headline": true, "notes": "Founder's own statement on Mixergy. In the same interview he said he expects to hire humans eventually." }, { "id": "obs-polsia-employee_count-2", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "Polsia has no team and no employees", "period": "2026-05", "observedAt": "2026-05-08", "sourceIds": [ "src-polsia-7" ], "grade": "C", "headline": true, "notes": "Henry Shi profile. Its answers came mainly from Polsia's own AI agent plus a 15-minute call with the founder, so this is first-party." }, { "id": "obs-polsia-employee_count-3", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "One human. Zero employees.", "period": "2026-05", "observedAt": "2026-05-22", "sourceIds": [ "src-polsia-4", "src-polsia-5" ], "grade": "C", "headline": true, "notes": "From the founder's funding-announcement post (X post https://x.com/Bencera/status/2057847644966547920, dated 2026-05-22 from its ID; also reported as a LinkedIn post), as quoted by Pulse 2.0 and RuntimeWire. The press only repeats the founder; there was no independent check. The SaaS News (src-polsia-12) says the funds will be used to 'grow the US sales and marketing team' and 'hire more engineers', which is in tension with this claim." }, { "id": "obs-polsia-employee_count-4", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "I'm a zero-employee company ... Just for now", "period": "2026-05", "observedAt": "2026-05-27", "sourceIds": [ "src-polsia-9" ], "grade": "C", "headline": true, "notes": "Founder on Mixergy ('Is Polsia a $250M Scam?'). He said he may hire if growth continues." }, { "id": "obs-polsia-total_team_size-1", "metric": "total_team_size", "value": 1, "qualifier": "claimed", "display": "One human", "period": "2026-05", "observedAt": "2026-05-22", "sourceIds": [ "src-polsia-4", "src-polsia-5" ], "grade": "C", "headline": true, "notes": "Founder claim. Excludes the outside legal advisors and partner startups he mentions (see contractor_count)." }, { "id": "obs-polsia-contractor_count-1", "metric": "contractor_count", "value": null, "qualifier": "claimed", "display": "I have, like, legal teams that are ... working on ... making everything secure", "period": "2026-05", "observedAt": "2026-05-27", "sourceIds": [ "src-polsia-9" ], "grade": "C", "headline": true, "notes": "Number not disclosed. The founder named partner startups that help (including AgentMail and Anchor Browser) and said a partner was helping refactor the codebase. He agreed with the host's 'contractors and advisors' framing. The quote comes from an auto-style transcript." }, { "id": "obs-polsia-annualized_run_rate-1", "metric": "annualized_run_rate", "value": 693608, "qualifier": "claimed", "display": "current run rate as of this second is $693,608", "period": "2026-02", "observedAt": "2026-02-26", "sourceIds": [ "src-polsia-8" ], "grade": "C", "headline": true, "notes": "The host stated this figure; the interview headline says '$689K', and the founder said 'almost 800,000 run rates'. The founder called it 'the top line number', covering subscriptions, task packs, ad revenue and customer business revenue. It is not limited to recurring revenue, so it is not ARR." }, { "id": "obs-polsia-annualized_run_rate-2", "metric": "annualized_run_rate", "value": 6300000, "qualifier": "at_least", "display": "$6.3M+ in annualized revenue", "period": "2026-05", "observedAt": "2026-05-08", "sourceIds": [ "src-polsia-7" ], "grade": "C", "headline": true, "notes": "The article defines it as 'revenue flowing through companies on the platform, annualized from the current run rate'. That is gross revenue across the platform, not Polsia's own revenue. Polsia's agent declined to share Polsia's subscription revenue, paying users and margins. The headline says '$6M+ ARR'. This conflicts with the founder's later description of the run rate as cash reaching Polsia's own bank account (obs-polsia-annualized_run_rate-4)." }, { "id": "obs-polsia-annualized_run_rate-3", "metric": "annualized_run_rate", "value": 10000000, "qualifier": "at_most", "display": "Approaching $10M annual run rate", "period": "2026-05", "observedAt": "2026-05-22", "sourceIds": [ "src-polsia-4", "src-polsia-5", "src-polsia-13" ], "grade": "C", "headline": true, "notes": "Founder's announcement post, quoted by the press. 'Approaching' means just under $10M. No definition was given. Repeated by Fundraise Insider (src-polsia-13) and the TechCrunch Disrupt speaker bio (src-polsia-14, '$10M run rate in 5 months')." }, { "id": "obs-polsia-annualized_run_rate-4", "metric": "annualized_run_rate", "value": 10000000, "qualifier": "approximate", "display": "10 million run rate", "period": "2026-05", "observedAt": "2026-05-27", "sourceIds": [ "src-polsia-9" ], "grade": "C", "headline": true, "notes": "Founder's method: the last 30 days of revenue × 12, including one-off payments (task packs, yearly domain purchases) and ad purchases ('around 15%' of revenue). It is not true recurring revenue. Polsia's current terms (src-polsia-3) say 80% of a user's ad budget 'goes to Meta for ad delivery, 20% is the Polsia platform fee'. So the ad portion may include ad spend passed through to Meta; the founder did not say. Treat this as a gross run rate, not ARR." }, { "id": "obs-polsia-annualized_run_rate-5", "metric": "annualized_run_rate", "value": 10000000, "qualifier": "at_least", "display": "$10M+ ARR", "period": "2026-06", "observedAt": "2026-06-01", "sourceIds": [ "src-polsia-10" ], "grade": "C", "headline": true, "notes": "This wording comes from the GTMnow podcast page's summary of the founder interview, not from a transcript. '$10M+' conflicts slightly with the founder's 'approaching $10M' ten days earlier. It is labelled 'ARR', but the founder's own method is not recurring revenue." }, { "id": "obs-polsia-latest_valuation-1", "metric": "latest_valuation", "value": 250000000, "qualifier": "claimed", "display": "raised $30 million at a $250 million valuation", "period": "2026-05", "observedAt": "2026-05-22", "valuationType": "reported_unspecified", "fundingRound": "Not stated by founder; reported as 'Series A' (Schneider, Fundraise Insider) or 'Growth' (The SaaS News)", "sourceIds": [ "src-polsia-4", "src-polsia-5", "src-polsia-13" ], "grade": "C", "headline": true, "notes": "The only source is the founder's announcement post, repeated by the press. Schneider's newsletter (src-polsia-11) calls it a '$250M post-money valuation'; that is unverified. The Form D for this offering (src-polsia-2) does not state a valuation. It lists the security type as an option, warrant or other right to acquire another security, not equity. The instrument and the meaning of the $250M (priced round vs. cap) are therefore unconfirmed. No investor statement confirming the valuation was found." }, { "id": "obs-polsia-funding_total-1", "metric": "funding_total", "value": 30000000, "qualifier": "claimed", "display": "raised $30 million", "period": "2026-05", "observedAt": "2026-05-22", "fundingRound": "Not stated by founder (reported as Series A / Growth)", "sourceIds": [ "src-polsia-4", "src-polsia-5", "src-polsia-12" ], "grade": "C", "headline": true, "notes": "Investors named in reports: Sound Ventures, True Ventures, Offline Ventures, Adjacent, Tekton Ventures, Drysdale Ventures, Vaynerfund, plus angels. Only Schneider's newsletter (src-polsia-11) names a lead (Sound Ventures). The same newsletter says True Ventures led a 'March pre-seed', which does not match the Form D dates. See obs-polsia-funding_total-2 for the filed amount, which is lower." }, { "id": "obs-polsia-funding_total-2", "metric": "funding_total", "value": 27499987, "qualifier": "exact", "display": "Total offering $30,000,000; total amount sold $27,499,987; 3 investors", "period": "Offering with first sale 2026-03-16", "observedAt": "2026-08-24", "fundingRound": "Option/warrant/right to acquire another security (Form D Rule 506(b))", "sourceIds": [ "src-polsia-2" ], "grade": "A", "headline": true, "notes": "SEC Form D filed 2026-08-24 and signed 2026-08-23 by Victor-Benjamin Broca. As of filing, $2,500,013 of the $30M offering was unsold, and only 3 investors had invested, against 7+ funds named in press. Revenue range: 'Decline to Disclose'. This figure covers only this offering and is not a lifetime total." }, { "id": "obs-polsia-funding_total-3", "metric": "funding_total", "value": 1252198, "qualifier": "exact", "display": "Equity offering: total amount sold $1,252,198; 10 investors", "period": "Offering with first sale 2025-07-10", "observedAt": "2026-08-24", "fundingRound": "Pre-seed (founder: 'one million dollar pre-seed in the summer of '25')", "sourceIds": [ "src-polsia-1", "src-polsia-9" ], "grade": "A", "headline": true, "notes": "SEC Form D for an equity offering, filed 2026-08-24. GTMnow (src-polsia-10) says '$1M of pre-seed money he barely spent', and Henry Shi (src-polsia-7) says 'They have raised pre-seed capital, and burn is near zero'." }, { "id": "obs-polsia-profitability-1", "metric": "profitability", "value": null, "qualifier": "claimed", "display": "I was underwater ... a million-dollar Anthropic bill per month", "period": "2026-05", "observedAt": "2026-05-27", "sourceIds": [ "src-polsia-9" ], "grade": "C", "headline": true, "notes": "The founder said early tasks were priced around $1 but sometimes cost $30–50 to run, and that costs were the main problem. He did not say whether Polsia is currently profitable. A ~$1M/month model bill against a ~$10M annualized gross run rate (~$0.83M/month) would mean the company is not profitable at the gross level. That is arithmetic on his figures, not a disclosed result. Henry Shi (src-polsia-7) cites about $800/month for AI tools, but that covers the founder's development subscriptions, not platform inference." }, { "id": "obs-polsia-customers-1", "metric": "customers", "value": 5943, "qualifier": "claimed", "display": "5,943 active companies", "period": "2026-05", "observedAt": "2026-05-08", "sourceIds": [ "src-polsia-7" ], "grade": "C", "headline": true, "notes": "These are businesses users created on the platform, not paying customers. The same source cites 3,627 DAU, 85% M2 retention and 10% signup-to-paid conversion, all supplied by Polsia's agent. On 2026-05-27 (src-polsia-9) the founder said month-one churn was 'around 50%' and that 10% of companies had 'made at least a dollar'." }, { "id": "obs-polsia-customers-2", "metric": "customers", "value": 7600, "qualifier": "at_least", "display": "more than 7,600 companies", "period": "2026-05", "observedAt": "2026-05-23", "sourceIds": [ "src-polsia-11" ], "grade": "C", "headline": true, "notes": "Newsletter relaying company figures. Counts platform companies, not paying customers." } ], "autonomy": [ { "function": "engineering", "level": "high", "basis": "Per the founder, engineering, QA and deploy agents write and ship code without prompting; he says he no longer reads the code. He still works with Claude Opus and Codex on features and bugs, and a partner firm is helping refactor the codebase.", "sourceIds": [ "src-polsia-7", "src-polsia-9" ], "grade": "C" }, { "function": "support", "level": "high", "basis": "Founder says AI agents handle support tickets ('self-healing'), refunds and credits. He also gives customers his phone number. A newsletter notes customer-service responses have been uneven.", "sourceIds": [ "src-polsia-9", "src-polsia-10", "src-polsia-11" ], "grade": "C" }, { "function": "finance", "level": "medium", "basis": "Founder says Polsia's agents ran the data room, investor briefings and diligence back-and-forth, and he joined only final calls and signatures. This has not been independently verified, and legal advisors were involved.", "sourceIds": [ "src-polsia-4", "src-polsia-5", "src-polsia-9" ], "grade": "C" }, { "function": "product", "level": "medium", "basis": "A PM agent triages bugs and feature requests. The founder makes the strategic and taste calls and decides on production readiness when that is unclear.", "sourceIds": [ "src-polsia-7" ], "grade": "C" }, { "function": "legal", "level": "human", "basis": "Founder refers to outside 'legal teams' working on security and compliance.", "sourceIds": [ "src-polsia-9" ], "grade": "C" }, { "function": "marketing", "level": "unknown", "basis": "Sources describe Polsia's agents running marketing for customer companies. For Polsia's own growth they cite earned media, controversy over the product name and the founder's public posting, not an AI-run process.", "sourceIds": [ "src-polsia-10" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Makes strategic and taste decisions (brand voice, pivots) and decides on production readiness when it is unclear.", "sourceIds": [ "src-polsia-7" ] }, { "text": "Works directly with Claude Opus and Codex on features and bugs; building reusable modules and refactoring the codebase with partner help.", "sourceIds": [ "src-polsia-7", "src-polsia-9" ] }, { "text": "Joined final investor calls and signed documents in the 2026 raise, per his own account.", "sourceIds": [ "src-polsia-4", "src-polsia-5" ] }, { "text": "Personally reachable by customers via text message.", "sourceIds": [ "src-polsia-10" ] } ], "operations": [ { "text": "Users create a company on Polsia. A 'CEO' agent reviews each company nightly, picks a next step and emails the founder a report. Specialised agents handle engineering, growth/Meta ads, social media, PM, QA, deploy, email and support, using servers, GitHub, email and ad accounts. Users can buy extra task credits or 'God Mode' runtime.", "sourceIds": [ "src-polsia-7", "src-polsia-8" ] }, { "text": "Pricing and fees changed over time. Early 2026 sources cite about $49–50/month per company (raised from $29) and a 20% cut of company revenue or transactions. Current terms set a 20% platform fee on advertising spend. The founder's run rate includes subscriptions, add-ons, task purchases, ad purchases and domain purchases.", "sourceIds": [ "src-polsia-8", "src-polsia-7", "src-polsia-3", "src-polsia-9" ] }, { "text": "Model costs are large. In May 2026 the founder described a roughly $1M/month Anthropic bill and plans to cut costs with cheaper models or GPUs. Outside legal advisors and partner startups support the founder.", "sourceIds": [ "src-polsia-9" ] } ], "stack": [ { "category": "agents", "name": "Claude Agent SDK", "toolSlug": null, "sourceIds": [ "src-polsia-3" ], "grade": "C" }, { "category": "orchestration", "name": "Model Context Protocol (MCP)", "toolSlug": null, "sourceIds": [ "src-polsia-3" ], "grade": "C" }, { "category": "models", "name": "Anthropic Claude (incl. Opus)", "toolSlug": null, "sourceIds": [ "src-polsia-7", "src-polsia-9" ], "grade": "C" }, { "category": "engineering", "name": "OpenAI Codex", "toolSlug": null, "sourceIds": [ "src-polsia-7" ], "grade": "C" }, { "category": "agents", "name": "AgentMail (partner)", "toolSlug": null, "sourceIds": [ "src-polsia-9" ], "grade": "C" }, { "category": "agents", "name": "Anchor Browser (partner)", "toolSlug": null, "sourceIds": [ "src-polsia-9" ], "grade": "C" } ], "timeline": [ { "date": "2025", "event": "Polsia, Inc. incorporated in Delaware (Form D year of incorporation).", "sourceIds": [ "src-polsia-1" ] }, { "date": "2025-07-10", "event": "First sale in a ~$1.25M equity offering (pre-seed), 10 investors.", "sourceIds": [ "src-polsia-1" ] }, { "date": "2025-12", "event": "Product launch, per one newsletter. Other sources imply different launch timing.", "sourceIds": [ "src-polsia-11" ] }, { "date": "2026-02-26", "event": "Mixergy interview: host cites a ~$693,608 run rate; founder says 'solo founder, zero employees'.", "sourceIds": [ "src-polsia-8" ] }, { "date": "2026-03-16", "event": "First sale in a $30M offering of options/rights to acquire securities.", "sourceIds": [ "src-polsia-2" ] }, { "date": "2026-05-08", "event": "Henry Shi profile: 5,943 active companies; '$6.3M+' annualized revenue flowing through platform companies.", "sourceIds": [ "src-polsia-7" ] }, { "date": "2026-05-22", "event": "Founder announces $30M raise at a $250M valuation, 'approaching $10M annual run rate', 'One human. Zero employees.'", "sourceIds": [ "src-polsia-4", "src-polsia-5" ] }, { "date": "2026-05-27", "event": "Mixergy 'Is Polsia a $250M Scam?' interview: founder explains run-rate method, ~50% month-one churn, ~$1M/month Anthropic bill.", "sourceIds": [ "src-polsia-9" ] }, { "date": "2026-08-24", "event": "Two Form D filings: $1,252,198 equity (2025) and $27,499,987 sold of a $30M rights offering (2026).", "sourceIds": [ "src-polsia-1", "src-polsia-2" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-polsia-1", "title": "Form D — Polsia, Inc. (accession 0002143037-26-000001)", "publisher": "U.S. Securities and Exchange Commission (EDGAR)", "url": "https://www.sec.gov/Archives/edgar/data/2143037/000214303726000001/primary_doc.xml", "sourceType": "regulatory_filing", "publishedAt": "2026-08-24", "accessedAt": "2026-10-16", "notes": "Fetched via curl, not WebFetch. Equity offering; first sale 2025-07-10; $1,252,198 sold; 10 investors. Delaware corporation incorporated 2025, address Los Angeles, CA. Related person: Victor-Benjamin Broca (Executive Officer, Director). Revenue range: Decline to Disclose.", "redistribution": "open" }, { "id": "src-polsia-2", "title": "Form D — Polsia, Inc. (accession 0002143037-26-000002)", "publisher": "U.S. Securities and Exchange Commission (EDGAR)", "url": "https://www.sec.gov/Archives/edgar/data/2143037/000214303726000002/primary_doc.xml", "sourceType": "regulatory_filing", "publishedAt": "2026-08-24", "accessedAt": "2026-10-16", "notes": "Fetched via curl, not WebFetch. Security type: option, warrant or other right to acquire another security. First sale 2026-03-16. Total offering $30,000,000; sold $27,499,987; remaining $2,500,013; 3 investors. Signed by Victor-Benjamin Broca, President, Secretary and Treasurer.", "redistribution": "open" }, { "id": "src-polsia-3", "title": "Polsia website (home, /about, /terms)", "publisher": "Polsia, Inc.", "url": "https://polsia.com/about", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "The site is rendered by JavaScript, and WebFetch returned only a loading screen. Text was read from the site's JS bundle fetched via curl. About page structured data: name 'Ben Cera', alternateName 'Victor-Benjamin', 'Founder & CEO', 'building autonomous AI companies using Claude Agent SDK'. Terms: operated by Polsia, Inc., 556 Sutter Street, San Francisco. Ad platform fee is currently 20% ('80% goes to Meta for ad delivery').", "redistribution": "open" }, { "id": "src-polsia-4", "title": "Polsia: $30 Million At $250 Million Valuation Raised For AI Operations Platform", "publisher": "Pulse 2.0 (Amit Chowdhry)", "url": "https://pulse2.com/polsia-30-million-at-250-million-valuation-raised-for-ai-operations-platform/", "sourceType": "independent_press", "publishedAt": "2026-05-25", "accessedAt": "2026-10-16", "notes": "Repeats the founder's LinkedIn announcement without independent verification, so it is first-party content (grade C).", "redistribution": "open" }, { "id": "src-polsia-5", "title": "Solo founder Ben Cera says Polsia raise it's own financing of $30M at a $250M valuation, autonomously", "publisher": "RuntimeWire (Ryan Merket)", "url": "https://runtimewire.com/article/polsia-30m-raise-ben-cera-solo-ai-agents", "sourceType": "independent_press", "publishedAt": "2026-05-22", "accessedAt": "2026-10-16", "notes": "Primary source is the founder's X post https://x.com/Bencera/status/2057847644966547920, dated 2026-05-22 from its ID. The X post itself was not fetched (HTTP 402). First-party content.", "redistribution": "open" }, { "id": "src-polsia-7", "title": "How a Solo Founder Cloned Himself With AI That Now Runs 6000 Companies and Hit $6M+ ARR", "publisher": "Henry's Best Hits (Henry Shi, Substack)", "url": "https://henrythe9th.substack.com/p/how-a-solo-founder-cloned-himself", "sourceType": "press_interview", "publishedAt": "2026-05-08", "accessedAt": "2026-10-16", "notes": "Answers came mainly from Polsia's own AI agent plus a short call with the founder, so first-party. Names the founder 'Ben Broca'. Defines $6.3M as revenue flowing through platform companies.", "redistribution": "open" }, { "id": "src-polsia-8", "title": "This AI generates $689K (Mixergy interview with Ben Cera)", "publisher": "Mixergy (Andrew Warner)", "url": "https://mixergy.com/interviews/this-ai-generates-689k/", "sourceType": "podcast_video", "publishedAt": "2026-03-02", "accessedAt": "2026-10-16", "notes": "Recorded 2026-02-26 per host. Bio: former operator at CloudKitchens; Polsia lets anyone 'launch a business for $50/month' and takes '20% of revenue'.", "redistribution": "open" }, { "id": "src-polsia-9", "title": "Is Polsia a $250M Scam? I Asked the Founder to His Face", "publisher": "Mixergy (Andrew Warner)", "url": "https://mixergy.com/interviews/is-polsia-a-250m-scam-i-asked-the-founder-to-his-face/", "sourceType": "podcast_video", "publishedAt": "2026-05-27", "accessedAt": "2026-10-16", "notes": "Founder interview transcript; transcription misspells Polsia as 'Pulsia' in places. Contains run-rate method, churn, costs and contractor/advisor details.", "redistribution": "open" }, { "id": "src-polsia-10", "title": "Inside the Company that Raised $30M at a $250M Valuation With 0 Employees | Ben Cera, Polsia (GTM 192)", "publisher": "GTMnow Newsletter (GTMfund)", "url": "https://thegtmnewsletter.substack.com/p/gtm-192-ai-operating-system-solo-founder-ben-cera-polsia", "sourceType": "podcast_video", "publishedAt": "2026-06-01", "accessedAt": "2026-10-16", "notes": "The page has a summary of the episode but no transcript text. Wording is the publisher's summary of the founder's claims.", "redistribution": "open" }, { "id": "src-polsia-11", "title": "The Closest Thing Yet to Sam Altman's One-Person Unicorn", "publisher": "Cutting through the Noise (Michael Schneider, Substack)", "url": "https://schneida.substack.com/p/the-closest-thing-yet-to-sam-altmans", "sourceType": "secondary_blog", "publishedAt": "2026-05-23", "accessedAt": "2026-10-16", "notes": "Partly paywalled and carries sponsor placements. Says Sound Ventures led a 'Series A' at '$250M post-money', and that True Ventures led the 'March pre-seed'. None of this is verified. It also records user complaints (tasks marked complete but not executed; uneven support).", "redistribution": "open" }, { "id": "src-polsia-12", "title": "Polsia Raises $30M", "publisher": "The SaaS News (Ben Murray)", "url": "https://www.thesaasnews.com/news/polsia-raises-30m-other/", "sourceType": "secondary_blog", "publishedAt": "2026-05-25", "accessedAt": "2026-10-16", "notes": "Labels the round 'Growth' and misspells the founder as 'Ben Sera'. States the funds will grow the 'US sales and marketing team' and 'hire more engineers'. Cites en.ain.ua.", "redistribution": "open" }, { "id": "src-polsia-13", "title": "Polsia Raises $30M at $250M Valuation for Solo-Run AI Platform", "publisher": "Fundraise Insider (Chris Walker)", "url": "https://fundraiseinsider.com/blog/polsia-raises-30m-at-250m-valuation-for-solo-run-ai-platform/", "sourceType": "secondary_blog", "publishedAt": "2026-09-15", "accessedAt": "2026-10-16", "notes": "Calls it a Series A at an 'implied valuation' of $250M. Relies on the founder's announcement; notes online skepticism.", "redistribution": "open" }, { "id": "src-polsia-14", "title": "Ben Broca — TechCrunch author/speaker page (TechCrunch Disrupt 2026)", "publisher": "TechCrunch", "url": "https://techcrunch.com/author/ben-cera/", "sourceType": "founder_statement", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Speaker bio, presumably supplied by the speaker: 'Ben Broca is the founder of Polsia'; 'raised $30M at a $250M valuation with zero employees'; '$10M run rate in 5 months'. The URL slug is 'ben-cera'.", "redistribution": "open" } ], "openQuestions": [ "What does the ~$10M 'run rate' actually measure? The founder annualizes the last 30 days, including one-off task/domain purchases and ad purchases. Henry Shi's article defines a $6.3M figure as revenue flowing through customer companies. Polsia's own recurring net revenue is undisclosed.", "Does the ad share of revenue (~15%) include ad spend passed through to Meta (current terms: 80% to Meta, 20% platform fee)?", "Gross margin and profitability, given the founder's statement of a ~$1M/month Anthropic bill.", "Instrument and valuation type of the 2026 round. Form D shows options/rights (not equity), $27,499,987 sold of $30M, and only 3 investors as of 2026-08-24. Is the $250M a priced post-money valuation or a SAFE cap? Which investor led? No investor confirmation was found.", "Has Polsia hired since May 2026? The founder said zero employees is 'just for now', and the SaaS News reported plans to build a sales/marketing team and hire engineers.", "Number and scope of the contractors, legal advisors and partner firms supporting the founder.", "Launch date is inconsistent across sources (Dec 2025 vs early 2026; '14-month-old' in June 2026).", "Founder name: the legal name in SEC filings is Victor-Benjamin Broca, and he uses 'Ben Cera' publicly (@bencera). Some outlets print 'Ben Broca', 'Ben Cera' or 'Ben Sera'." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/polsia", "withheld": { "observations": 0, "timelineEvents": 0 }, "derived": { "withheldFacts": [], "founders": { "value": 1, "grade": "C" }, "employees": { "value": 0, "grade": "C", "derivation": null }, "revenue": { "value": 10000000, "annualizedUsd": 10000000, "basis": "annualized_run_rate", "grade": "C", "observedAt": "2026-06-01" }, "valuation": { "valueUsd": 250000000, "kind": "valuation", "grade": "C", "observedAt": "2026-05-22" }, "revenuePerHumanUsd": { "value": 10000000, "grade": "C" }, "autonomy": "Medium", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 25, "ceiling": 100, "coverage": 0.25, "confidence": "Low" } } }, { "slug": "postiz", "name": "Postiz", "status": "published", "website": "https://postiz.com", "description": "Open-source social media scheduling tool, offered as a hosted service and as self-hosted software. It publishes to 30+ channels and exposes an API, CLI and MCP server so AI agents can schedule posts.", "category": "Agent-oriented social media scheduler (open-source SaaS)", "country": "HK", "foundedYear": 2024, "aiNative": true, "founders": [ { "name": "Nevo David", "role": "Founder", "sourceIds": [ "src-postiz-2", "src-postiz-1" ] } ], "classification": "WATCHLIST", "classificationRationale": "Revenue is strong and processor-verified: TrustMRR shows Stripe-verified MRR as of Oct 2026 (src-postiz-1). The team picture is mixed. Secondary write-ups (Jul 2026) call it 'Still a team of one' and 'built and run by a single developer'. But the company's own hiring page says it is 'a distributed team' and that a full-time Engineer / Support Engineer role 'has been filled'. This most likely means one or more hires, so ULTRA_LEAN is proposed. If the hire turns out to be a contractor, or the founder confirms no employees, ZE_OPERATIONAL would be more accurate. Editorial decision: because the hiring page does not say whether the filled role is an employee or a contractor, the employee count is unknown and the company is held on the Watchlist rather than classified Ultra-Lean or ZE-Operational.", "verdict": "Undetermined. Postiz has strong Stripe-verified MRR and began as a solo-founder business, but its hiring page shows a filled full-time role of unknown type, so we cannot yet say whether it has employees.", "contractorsStatus": "unknown", "observations": [ { "id": "obs-postiz-mrr-2", "metric": "mrr", "value": 186713, "qualifier": "approximate", "display": "$186K MRR, $2.2M ARR (Stripe chart: $186,713)", "period": "2026-09", "observedAt": "2026-09-08", "sourceIds": [ "src-postiz-3" ], "grade": "C", "headline": true, "notes": "Founder's own blog post, citing his public Stripe profile. It is lower than the October TrustMRR figure, consistent with growth over the five weeks between them." }, { "id": "obs-postiz-annualized_run_rate-1", "metric": "annualized_run_rate", "value": 2200000, "qualifier": "approximate", "display": "$2.2M ARR", "period": "2026-09", "observedAt": "2026-09-08", "sourceIds": [ "src-postiz-3" ], "grade": "C", "headline": true, "notes": "Founder statement. TrustMRR's October MRR implies a higher run rate, but we have not calculated one; see obs-postiz-mrr-1." }, { "id": "obs-postiz-mrr-3", "metric": "mrr", "value": 145000, "qualifier": "approximate", "display": "It just hit $145K MRR.", "period": "2026-07", "observedAt": "2026-07-02", "sourceIds": [ "src-postiz-6" ], "grade": "D", "headline": true, "notes": "Newsletter case study; the publish date is inferred from its 'July 2: $145K MRR' timeline entry. The same piece gives 'March 2026: $21K MRR' and 'June: $118K'." }, { "id": "obs-postiz-mrr-4", "metric": "mrr", "value": 45000, "qualifier": "at_least", "display": "generates over $45K in monthly recurring revenue", "period": "2026-03", "observedAt": "2026-03-11", "sourceIds": [ "src-postiz-5" ], "grade": "C", "headline": true, "notes": "Mixergy interview description repeating the founder's figure." }, { "id": "obs-postiz-founder_count-1", "metric": "founder_count", "value": 1, "qualifier": "claimed", "display": "Postiz was founded by Nevo David", "observedAt": "2026-10-16", "sourceIds": [ "src-postiz-2" ], "grade": "C", "headline": true, "notes": "About page, undated; observed on access date." }, { "id": "obs-postiz-total_team_size-1", "metric": "total_team_size", "value": 1, "qualifier": "claimed", "display": "Still a team of one.", "period": "2026-07", "observedAt": "2026-07-02", "sourceIds": [ "src-postiz-6", "src-postiz-7" ], "grade": "D", "headline": true, "notes": "Secondary newsletter (~July 2026). A separate secondary profile (atticusli.com) says the team is 'effectively one' and that public hiring signals show a single customer-success opening. Neither cites a direct founder statement on headcount. This conflicts with obs-postiz-employee_count-1." }, { "id": "obs-postiz-employee_count-1", "metric": "employee_count", "value": null, "qualifier": "claimed", "display": "Engineer / Support Engineer — Full-time — 'This position has been filled.' — 'a distributed team'", "period": "2026", "observedAt": "2026-10-16", "sourceIds": [ "src-postiz-4" ], "grade": "C", "headline": true, "notes": "Company hiring page, undated; observed on access date. It implies at least one full-time hire, but does not say when or whether the hire is an employee or a contractor. No headcount is given." } ], "autonomy": [ { "function": "marketing", "level": "medium", "basis": "Founder describes an AI-assisted content pipeline: ChatGPT Astra turns videos into articles, writes slideshow text and generates images, Whisper produces transcripts, and agent-media makes UGC-style videos. Posts are scheduled through Postiz's own MCP/CLI. The founder runs the strategy.", "sourceIds": [ "src-postiz-3" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Founder Nevo David personally drives distribution and growth strategy, including the 2026 push to sell to AI agents ('My revenue just exploded once I started sending to agents').", "sourceIds": [ "src-postiz-5", "src-postiz-3" ] } ], "operations": [ { "text": "Postiz is sold as hosted cloud plans and as free open-source self-hosted software. Growth accelerated in 2026 after it shipped an agent CLI, an MCP server and an OpenClaw skill, letting AI agents schedule posts. Contracts are with Gitroom Limited (Hong Kong), and a US entity, Gitroom LLC (Delaware), holds social-platform developer approvals.", "sourceIds": [ "src-postiz-2", "src-postiz-3", "src-postiz-6" ] } ], "stack": [ { "category": "payments", "name": "Stripe", "toolSlug": "stripe", "sourceIds": [ "src-postiz-1", "src-postiz-3" ], "grade": "B" }, { "category": "marketing", "name": "ChatGPT Astra", "toolSlug": null, "sourceIds": [ "src-postiz-3" ], "grade": "C" }, { "category": "models", "name": "Whisper (transcription)", "toolSlug": null, "sourceIds": [ "src-postiz-3" ], "grade": "C" }, { "category": "marketing", "name": "agent-media (UGC video generation)", "toolSlug": null, "sourceIds": [ "src-postiz-3" ], "grade": "C" } ], "timeline": [ { "date": "2024-09-01", "event": "Launched as an open-source project (per secondary profile).", "sourceIds": [ "src-postiz-7" ] }, { "date": "2026-03-11", "event": "Mixergy interview: over $45K MRR after selling to AI agents.", "sourceIds": [ "src-postiz-5" ] }, { "date": "2026-09-08", "event": "Founder blog post: $186K MRR / $2.2M ARR.", "sourceIds": [ "src-postiz-3" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-postiz-1", "title": "TrustMRR listing", "publisher": "TrustMRR", "url": "https://trustmrr.com/startup/postiz", "sourceType": "verified_dashboard", "publishedAt": "2026-10-16", "accessedAt": "2026-10-16", "notes": "Withheld from downloads: the source's terms restrict redistribution. Shown on the site with attribution.", "redistribution": "restricted" }, { "id": "src-postiz-2", "title": "About Postiz", "publisher": "Postiz", "url": "https://postiz.com/about", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Names founder and legal entities. No team size.", "redistribution": "open" }, { "id": "src-postiz-3", "title": "The $2.2M ARR SaaS Marketing Strategy: How Postiz's Founder Sells SaaS With ChatGPT Astra (Step by Step)", "publisher": "Postiz blog (Nevo David)", "url": "https://postiz.com/blog/saas-marketing-strategy-chatgpt-astra-2-2m-arr", "sourceType": "founder_statement", "publishedAt": "2026-09-08", "accessedAt": "2026-10-16", "notes": "Footer shows a 'We are hiring' link.", "redistribution": "open" }, { "id": "src-postiz-4", "title": "Postiz hiring page (page label)", "publisher": "Postiz", "url": "https://postiz.com/hiring", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Engineer / Support Engineer, full-time, fully remote; position filled.", "redistribution": "open" }, { "id": "src-postiz-5", "title": "Revenue jumped when he sold to AI agents", "publisher": "Mixergy (Andrew Warner)", "url": "https://mixergy.com/interviews/revenue-jumped-when-he-sold-to-ai-agents/amp/", "sourceType": "press_interview", "publishedAt": "2026-03-11", "accessedAt": "2026-10-16", "notes": "Full transcript is paywalled; only the public excerpt was read.", "redistribution": "open" }, { "id": "src-postiz-6", "title": "$21K → $145K MRR in 4 months (solo, no ads)", "publisher": "Superframeworks newsletter (Ayush)", "url": "https://superframeworks.beehiiv.com/p/21k-145k-mrr-in-4-months-solo-no-ads", "sourceType": "secondary_blog", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Undated; latest data point 'July 2'. Secondary analysis of public founder posts.", "redistribution": "open" }, { "id": "src-postiz-7", "title": "Postiz startup profile (page label)", "publisher": "atticusli.com", "url": "https://atticusli.com/startup/postiz/", "sourceType": "secondary_blog", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Secondary profile citing TrustMRR (fetched July 12, 2026), GitHub, Mixergy and Indie Hackers. Says ARR crossed $1M by April 2, 2026.", "redistribution": "open" } ], "openQuestions": [ "Current headcount: does the filled full-time Engineer/Support Engineer role mean an employee, a contractor, or more than one hire? When was it filled?", "Does the founder still describe Postiz as a one-person company? The founder's Indie Hackers posts (titles seen in search results, e.g. '... as a single developer') could not be fetched (HTTP 403).", "How much of support and engineering is handled by AI agents versus humans? No source describes it.", "Founder's country of residence is not established. 'HK' reflects the contracting entity, Gitroom Limited.", "Independent (non-founder, non-aggregator) press coverage is thin. Yahoo Finance and Dealroom coverage cited by a secondary profile was not located." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/postiz", "withheld": { "observations": 2, "timelineEvents": 2 }, "derived": { "withheldFacts": [ "revenue" ], "founders": { "value": 1, "grade": "C" }, "employees": null, "revenue": null, "valuation": null, "revenuePerHumanUsd": null, "autonomy": "Unknown", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 0, "ceiling": 100, "coverage": 0, "confidence": "None" } } }, { "slug": "seobot", "name": "SEObot (SEO Bot AI)", "status": "published", "website": "https://seobotai.com", "description": "Subscription AI agent that researches a website's audience and keywords, then plans, writes and publishes SEO blog articles on a recurring schedule.", "category": "AI SEO content agent", "country": null, "foundedYear": 2023, "aiNative": true, "founders": [ { "name": "John Rush", "role": "Co-founder and CEO (50% owner)", "sourceIds": [ "src-seobot-2", "src-seobot-3" ] }, { "name": "Vitalik (@vitalik_may; full name not given)", "role": "Co-founder and CTO (50% owner)", "sourceIds": [ "src-seobot-2", "src-seobot-4" ] } ], "classification": "ZE_OPERATIONAL", "classificationRationale": "In 2025 the CEO said SEObot is 'just me and one more person' (two 50/50 co-founders), and none of the sources we read mention employees. The core recurring work (research, content plans, writing and publishing articles for customers) is done by the AI agent product. Founders reported spending 'almost 80' [percent] of their time on support in 2025, so support is human. Revenue, both all-time and current MRR, is Stripe-verified (src-seobot-1). The team evidence is founder-only and 17 months old, and the founders run a wider product portfolio (MarsX) whose staffing is not disclosed. So ZE_OPERATIONAL is proposed rather than ZE_STRICT, and status stays draft.", "verdict": "Plausibly yes: a two-founder AI product with no disclosed employees and Stripe-verified lifetime revenue. However, current Stripe-verified MRR is far below the founder's 2025 claim of ~$120K, and current staffing is unconfirmed.", "contractorsStatus": "unknown", "observations": [ { "id": "obs-seobot-total_team_size-1", "metric": "total_team_size", "value": 2, "qualifier": "claimed", "display": "It's just me and one more person.", "period": "2025-05", "observedAt": "2025-05-15", "sourceIds": [ "src-seobot-2", "src-seobot-3" ], "grade": "C", "headline": true, "notes": "Founder interview with Nathan Latka (GetLatka page dated 2025-05-15; Founderpath transcript page dated 2025-06-12). The founder says each of his products is 'kind of a team of two people'. Total MarsX headcount is not stated." }, { "id": "obs-seobot-founder_count-1", "metric": "founder_count", "value": 2, "qualifier": "claimed", "display": "Fifty fifty. Yeah. Exactly. (co-founder Vitalik, CTO)", "period": "2025-05", "observedAt": "2025-05-15", "sourceIds": [ "src-seobot-2" ], "grade": "C", "headline": true, "notes": "" }, { "id": "obs-seobot-mrr-2", "metric": "mrr", "value": 120000, "qualifier": "approximate", "display": "This one is doing almost 120, k MRR now", "period": "2025-05", "observedAt": "2025-05-15", "sourceIds": [ "src-seobot-2", "src-seobot-3" ], "grade": "C", "headline": true, "notes": "Founder's interview claim (machine transcript). It is about 3x the Stripe-verified MRR of October 2026. We cannot tell whether revenue declined or the 2025 claim was overstated. Not merged." }, { "id": "obs-seobot-customers-2", "metric": "customers", "value": null, "qualifier": "approximate", "display": "four k or five k", "period": "2025-05", "observedAt": "2025-06-12", "sourceIds": [ "src-seobot-3" ], "grade": "C", "headline": true, "notes": "Founder's rough estimate in the transcript; value left null because the transcript is ambiguous (4,000–5,000). This conflicts sharply with the 509 Stripe subscriptions of October 2026." } ], "autonomy": [ { "function": "operations", "level": "high", "basis": "The product agent researches each customer's site and keywords, makes a content plan and produces articles weekly; customers can optionally approve or moderate. Company claim.", "sourceIds": [ "src-seobot-4" ], "grade": "C" }, { "function": "support", "level": "human", "basis": "Founder said 'almost 80 of our time go for support' and that he was building a support agent that would 'act', implying support was then handled by the founders.", "sourceIds": [ "src-seobot-3" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "In 2025 the two founders handled customer support, which took most of their time, while building an action-taking support agent.", "sourceIds": [ "src-seobot-3" ] } ], "operations": [ { "text": "SEObot is one product in founder John Rush's 'MarsX' portfolio of AI tools, each described as run by about two people. Subscriptions start at $49/month. The site claims '200k articles' generated. Some sibling products (e.g., ListingBot) use human reviewers ('I have actual people who review everything'); it is not stated whether SEObot does.", "sourceIds": [ "src-seobot-3", "src-seobot-4" ] } ], "stack": [ { "category": "payments", "name": "Stripe", "toolSlug": "stripe", "sourceIds": [ "src-seobot-1" ], "grade": "B" }, { "category": "marketing", "name": "Unicorn Platform (website builder)", "toolSlug": null, "sourceIds": [ "src-seobot-4" ], "grade": "C" } ], "timeline": [ { "date": "2025-05-15", "event": "Founder interview: ~$120K MRR, two-person team.", "sourceIds": [ "src-seobot-2" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-seobot-1", "title": "TrustMRR listing", "publisher": "TrustMRR", "url": "https://trustmrr.com/startup/seobot", "sourceType": "verified_dashboard", "publishedAt": "2026-10-16", "accessedAt": "2026-10-16", "notes": "Withheld from downloads: the source's terms restrict redistribution. Shown on the site with attribution.", "redistribution": "restricted" }, { "id": "src-seobot-2", "title": "Founder Interview (John Rush, MarsX; page headline not captured)", "publisher": "GetLatka", "url": "https://getlatka.com/interviews/marsxdev-john-rush-2025", "sourceType": "press_interview", "publishedAt": "2025-05-15", "accessedAt": "2026-10-16", "notes": "Historical snapshot; figures are founder-stated.", "redistribution": "open" }, { "id": "src-seobot-3", "title": "Founderpath resource: john-rush-marsx-3-5m-arr-ai-agents-two-person-teams (headline not captured; label from URL)", "publisher": "Founderpath", "url": "https://founderpath.com/resources/john-rush-marsx-3-5m-arr-ai-agents-two-person-teams/watch", "sourceType": "podcast_video", "publishedAt": "2025-06-12", "accessedAt": "2026-10-16", "notes": "Machine-generated transcript of the same Latka interview.", "redistribution": "open" }, { "id": "src-seobot-4", "title": "SEObot homepage (page label)", "publisher": "SEO Bot AI", "url": "https://seobotai.com", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Lists founders John Rush and @vitalik_may as contacts.", "redistribution": "open" } ], "openQuestions": [ "Current team: is it still two founders with no employees or contractors? Does MarsX share staff (e.g., support or moderation) across products?", "Why is Stripe-verified MRR (Oct 2026, src-seobot-1) so far below the founder's ~$120K MRR claim (May 2025)? Did revenue decline, or was the claim overstated?", "Legal entity and country are not disclosed.", "No independent press coverage found; evidence is founder interviews plus a Stripe-verified dashboard." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/seobot", "withheld": { "observations": 2, "timelineEvents": 2 }, "derived": { "withheldFacts": [ "revenue" ], "founders": { "value": 2, "grade": "C" }, "employees": { "value": 0, "grade": "C", "derivation": "Team size 2 minus 2 founders" }, "revenue": null, "valuation": null, "revenuePerHumanUsd": null, "autonomy": "Unknown", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 15, "ceiling": 100, "coverage": 0.15, "confidence": "Low" } } }, { "slug": "shipfast", "name": "ShipFast", "status": "published", "website": "https://shipfa.st", "description": "Next.js boilerplate (starter codebase with auth, payments, emails, SEO and UI components) sold as a one-time purchase to developers building SaaS and AI apps. Built by Marc Lou, who runs a portfolio of small products including TrustMRR.", "category": "SaaS boilerplate / developer tool", "country": null, "foundedYear": 2023, "aiNative": false, "founders": [ { "name": "Marc Lou", "role": "Founder; solo maker", "sourceIds": [ "src-shipfast-1", "src-shipfast-2", "src-shipfast-8" ] } ], "classification": "WATCHLIST", "classificationRationale": "Marc Lou describes himself as solo across his portfolio: 'I've built 38 startups solo' (src-shipfast-2); '0 employees' in Nov 2023 and 'Solo' in the Sep 2026 recap (src-shipfast-8). The TrustMRR listing agrees (src-shipfast-1). No contractors or support staff for ShipFast are disclosed. All headcount evidence is first-party (grade C), and he also owns TrustMRR, the platform that reports ShipFast's verified revenue. It would qualify as ZE-Strict on team structure, but its latest supported revenue (trailing 30 days, annualised) is below the $100k materiality threshold and it has no outside funding, so it is not currently classified as a zero-employee company.", "verdict": "Structurally yes: by its founder's own account it is a one-person product with no employees. But its revenue over the last 30 days has fallen below our materiality threshold, so it is tracked on the Watchlist rather than classified ZE-Strict.", "contractorsStatus": "none_disclosed", "observations": [ { "id": "obs-shipfast-employee_count-1", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "In November, my revenue hit $65,400/month at a 91% margin and 0 employees.", "period": "2023-11", "observedAt": "2026-09-08", "sourceIds": [ "src-shipfast-8" ], "grade": "C", "headline": true, "notes": "Refers to Nov 2023 and covers all his products, not only ShipFast. The same article describes him as 'Solo'." }, { "id": "obs-shipfast-mrr-2", "metric": "monthly_revenue", "value": 20000, "qualifier": "approximate", "display": "ShipFast and CodeFast each make around $20K/month", "period": "2025-12", "observedAt": "2026-01-04", "sourceIds": [ "src-shipfast-7" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE from one-time sales, not MRR. Founder's 2025 recap; the exact month is not stated, so the period is approximate." }, { "id": "obs-shipfast-mrr-3", "metric": "monthly_revenue", "value": 133000, "qualifier": "claimed", "display": "The videos made ShipFast hit $133,000 in monthly revenue in April 2024.", "period": "2024-04", "observedAt": "2026-09-08", "sourceIds": [ "src-shipfast-8" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE, not MRR. Stated retrospectively in Sep 2026." }, { "id": "obs-shipfast-annual_revenue-2", "metric": "annual_revenue", "value": 200000, "qualifier": "approximate", "display": "By the end of 2023, ShipFast alone made almost $200,000 in total revenue.", "period": "2023", "observedAt": "2026-09-08", "sourceIds": [ "src-shipfast-8" ], "grade": "C", "headline": true, "notes": "Because ShipFast launched around Aug/Sep 2023, this total equals its 2023 revenue. 'Almost' means slightly below $200K." }, { "id": "obs-shipfast-customers-1", "metric": "customers", "value": 8436, "qualifier": "claimed", "display": "8436 makers ship faster", "observedAt": "2026-10-16", "sourceIds": [ "src-shipfast-3" ], "grade": "C", "headline": true, "notes": "Sales-page counter; the TrustMRR listing (src-shipfast-1) shows a similar user count. The same sales page shows a perpetual-scarcity offer: '$100 off for the first 8450 customers (14 left)'." }, { "id": "obs-shipfast-customers-2", "metric": "customers", "value": 1600, "qualifier": "at_least", "display": "the NextJS boilerplate loved by 1,600+ developers", "period": "2024-02", "observedAt": "2024-02-24", "sourceIds": [ "src-shipfast-5" ], "grade": "C", "headline": true, "notes": "" } ], "autonomy": [ { "function": "engineering", "level": "medium", "basis": "The founder builds alone with AI assistance: GitHub Copilot as a 'junior developer' (Mar 2024), and AI that 'writes my code' (Aug 2024).", "sourceIds": [ "src-shipfast-6", "src-shipfast-10" ], "grade": "C" }, { "function": "marketing", "level": "human", "basis": "Founder-led marketing through his X audience and YouTube videos. He credits videos for the Apr 2024 revenue peak.", "sourceIds": [ "src-shipfast-8" ], "grade": "C" }, { "function": "support", "level": "unknown", "basis": "Support is offered through Twitter, hello@shipfa.st and a Discord community. No source says who answers or whether it is automated.", "sourceIds": [ "src-shipfast-3" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Builds, markets and maintains ShipFast himself, and says on the sales page that he uses it daily for his own projects.", "sourceIds": [ "src-shipfast-3", "src-shipfast-8" ] }, { "text": "Splits attention across a portfolio. In Jan 2026 he said he spent 'about 200 days building features' for DataFast and was 'currently working on the marketplace' for TrustMRR.", "sourceIds": [ "src-shipfast-7" ] } ], "operations": [ { "text": "ShipFast is a one-time-purchase product (Starter $199, All-in $249, ShipFast + CodeFast bundle $299 as listed in Oct 2026) with lifetime updates and a Discord community. It has no subscriptions, so there is no recurring revenue.", "sourceIds": [ "src-shipfast-3", "src-shipfast-1" ] }, { "text": "ShipFast is one of many products Marc Lou runs alone. His Oct 2026 site shows a combined '$89.8k/month', with ShipFast at '$1.4k/mo', behind TrustMRR, DataFast, CodeFast and Ship or Die.", "sourceIds": [ "src-shipfast-2" ] }, { "text": "Marc Lou owns and operates TrustMRR (founded Oct 2025), the Stripe-verified revenue database that lists ShipFast. TrustMRR figures for his own products are therefore not independent third-party verification.", "sourceIds": [ "src-shipfast-9" ] } ], "stack": [ { "category": "engineering", "name": "Next.js / React", "toolSlug": null, "sourceIds": [ "src-shipfast-6", "src-shipfast-3" ], "grade": "C" }, { "category": "engineering", "name": "Tailwind CSS + daisyUI", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "infrastructure", "name": "MongoDB Atlas (with Mongoose)", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "engineering", "name": "NextAuth", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "infrastructure", "name": "Vercel", "toolSlug": "vercel", "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "infrastructure", "name": "AWS (image hosting/CDN)", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "other", "name": "Mailgun (email)", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "payments", "name": "Stripe", "toolSlug": "stripe", "sourceIds": [ "src-shipfast-6", "src-shipfast-1" ], "grade": "C" }, { "category": "analytics", "name": "Plausible", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "engineering", "name": "GitHub Copilot", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" }, { "category": "models", "name": "GPT-4 (in some products)", "toolSlug": null, "sourceIds": [ "src-shipfast-6" ], "grade": "C" } ], "timeline": [ { "date": "2023-09-02", "event": "Newsletter reports the ShipFast launch: '$6,000 of profit in 48 hours' (also given as '7 days on ShipFast: $6,000').", "sourceIds": [ "src-shipfast-4" ] }, { "date": "2023", "event": "ShipFast made 'almost $200,000 in total revenue' by end of 2023.", "sourceIds": [ "src-shipfast-8" ] }, { "date": "2024-02-24", "event": "Founder says ShipFast 'made a quarter million dollars at 90% profit' within 5 months, with 1,600+ developers.", "sourceIds": [ "src-shipfast-5" ] }, { "date": "2024-03-23", "event": "Founder publishes his tech stack and a portfolio-wide '$52,600/month' ('$1,753/day').", "sourceIds": [ "src-shipfast-6" ] }, { "date": "2024-04", "event": "ShipFast monthly revenue peaks at $133,000 (founder, stated retrospectively).", "sourceIds": [ "src-shipfast-8" ] }, { "date": "2026-01-04", "event": "2025 recap: ShipFast at 'around $20K/month'; portfolio total $1,032,000 for 2025.", "sourceIds": [ "src-shipfast-7" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-shipfast-1", "title": "TrustMRR listing", "publisher": "TrustMRR", "url": "https://trustmrr.com/startup/shipfast", "sourceType": "verified_dashboard", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Withheld from downloads: the source's terms restrict redistribution. Shown on the site with attribution.", "redistribution": "restricted" }, { "id": "src-shipfast-2", "title": "Marc Lou (personal site)", "publisher": "marclou.com", "url": "https://marclou.com", "sourceType": "founder_statement", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "'I've built 38 startups solo.' Shows '$89.8k/month' and per-product monthly revenue; figures are not labelled as verified.", "redistribution": "open" }, { "id": "src-shipfast-3", "title": "ShipFast sales page", "publisher": "ShipFast", "url": "https://shipfa.st", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "No legal entity is named.", "redistribution": "open" }, { "id": "src-shipfast-4", "title": "$6,000 of profit in 48 hours", "publisher": "Just Ship It newsletter (Marc Lou)", "url": "https://newsletter.marclou.com/p/usd6000-of-profit-in-48-hours", "sourceType": "founder_statement", "publishedAt": "2023-09-02", "accessedAt": "2026-10-16", "notes": "Gives two different windows for the same $6,000 figure (48 hours vs 7 days).", "redistribution": "open" }, { "id": "src-shipfast-5", "title": "I made $250,000 selling JavaScript", "publisher": "Just Ship It newsletter (Marc Lou)", "url": "https://newsletter.marclou.com/p/i-made-250000-usd-selling-javascript", "sourceType": "founder_statement", "publishedAt": "2024-02-24", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-shipfast-6", "title": "I earn $1,753/day with this simple tech stack", "publisher": "Just Ship It newsletter (Marc Lou)", "url": "https://newsletter.marclou.com/p/the-tech-stack-i-use-to-make-usd-52600-month", "sourceType": "founder_statement", "publishedAt": "2024-03-23", "accessedAt": "2026-10-16", "notes": "Stack applies to 'my 21 apps', which include ShipFast.", "redistribution": "open" }, { "id": "src-shipfast-7", "title": "I made $1,032,000 in 2025", "publisher": "Just Ship It newsletter (Marc Lou)", "url": "https://newsletter.marclou.com/p/i-made-1-032-000-in-2025", "sourceType": "founder_statement", "publishedAt": "2026-01-04", "accessedAt": "2026-10-16", "notes": "The revenue breakdown chart is an image and its figures were not read.", "redistribution": "open" }, { "id": "src-shipfast-8", "title": "I've made $3M with my 36 startups", "publisher": "Just Ship It newsletter (Marc Lou)", "url": "https://newsletter.marclou.com/p/i-ve-made-3m-with-my-36-startups", "sourceType": "founder_statement", "publishedAt": "2026-09-08", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-shipfast-9", "title": "TrustMRR listing", "publisher": "TrustMRR", "url": "https://trustmrr.com/startup/trustmrr", "sourceType": "verified_dashboard", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Withheld from downloads: the source's terms restrict redistribution. Shown on the site with attribution.", "redistribution": "restricted" }, { "id": "src-shipfast-10", "title": "I Made $1M as a Solopreneur", "publisher": "Just Ship It newsletter (Marc Lou)", "url": "https://newsletter.marclou.com/p/i-made-usd-1m-as-a-solopreneur", "sourceType": "founder_statement", "publishedAt": "2024-08-10", "accessedAt": "2026-10-16", "notes": "Probably cumulative over 7 years (not stated). On AI: 'It writes my code, improves my broken English, and brainstorms video ideas'.", "redistribution": "open" } ], "openQuestions": [ "Why ShipFast's revenue fell from ~$20K/month (Jan 2026) to below our materiality threshold in the last 30 days (Oct 2026, src-shipfast-1) is unexplained. It may be demand decline, bundle sales recorded under CodeFast, or a payment-account change; none of these is confirmed.", "No revenue verification independent of the founder exists. TrustMRR, the Stripe-verified source, is his own company.", "Whether anyone helps with ShipFast support or community moderation (Discord) is not disclosed.", "The legal entity and country are not stated. marclou.com shows Cyprus as his location, and TrustMRR lists CodeFast as Singapore-based." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/shipfast", "withheld": { "observations": 3, "timelineEvents": 1 }, "derived": { "withheldFacts": [ "revenue", "founders", "employees", "revenuePerHumanUsd" ], "founders": null, "employees": null, "revenue": null, "valuation": null, "revenuePerHumanUsd": null, "autonomy": "Unknown", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 15, "ceiling": 90, "coverage": 0.25, "confidence": "Low" } } }, { "slug": "swan-ai", "name": "Swan AI", "status": "published", "website": "https://www.getswan.com", "description": "B2B go-to-market automation startup selling an 'AI GTM Engineer': agent workflows that monitor LinkedIn signals, identify website visitors, qualify inbound leads and analyze sales calls. It says it is deliberately built to scale without hiring employees.", "category": "AI go-to-market automation", "country": null, "foundedYear": null, "aiNative": true, "founders": [ { "name": "Amos Bar-Joseph", "role": "Co-founder and CEO", "sourceIds": [ "src-swan-ai-1", "src-swan-ai-2" ] }, { "name": "Niv Oppenhaim", "role": "Co-founder and CTO", "sourceIds": [ "src-swan-ai-2" ] }, { "name": "Ido Goldberg", "role": "Co-founder and CPO", "sourceIds": [ "src-swan-ai-2" ] } ], "classification": "WATCHLIST", "classificationRationale": "Calcalist (Feb 2026) reports no employees beyond the three founders, and the company describes itself as '3 founders, zero employees'. Two months later, however, Business Insider and the CEO's own newsletter describe a 'four-person' company, and BI refers to 'its four employees'. Revenue is disclosed only as a 'seven-figure' ARR range; Swan declined to give exact figures. The $6M round is confirmed but no valuation is disclosed. With conflicting headcount and only a range for revenue, WATCHLIST. If headcount is clarified as founders only, the evidence would support ZE_OPERATIONAL. Note: three founders exceeds this search's one-or-two-founder brief.", "verdict": "Possibly. Swan positions itself as a company with three founders and no employees, but April 2026 reporting describes four people, and revenue is disclosed only as 'seven figures'.", "contractorsStatus": "unknown", "observations": [ { "id": "obs-swan-ai-founder_count-1", "metric": "founder_count", "value": 3, "qualifier": "claimed", "display": "Amos Bar-Joseph (CEO), Niv Oppenhaim (CTO), Ido Goldberg (CPO)", "period": "2026-02", "observedAt": "2026-02-25", "sourceIds": [ "src-swan-ai-2" ], "grade": "C", "headline": true, "notes": "" }, { "id": "obs-swan-ai-employee_count-1", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "no employees beyond the three founders", "period": "2026-02", "observedAt": "2026-02-25", "sourceIds": [ "src-swan-ai-2", "src-swan-ai-1" ], "grade": "C", "headline": true, "notes": "Calcalist (CTech) relies on the company's press release and the CEO's LinkedIn post. The company blog says Swan passed 200 customers in 2025 with 'a three-person team'. The newsletter description (Apr 2026) says '3 founders, zero employees'. Conflicts with obs-swan-ai-total_team_size-1." }, { "id": "obs-swan-ai-total_team_size-1", "metric": "total_team_size", "value": 4, "qualifier": "claimed", "display": "4-person team; 'its four employees'", "period": "2026-04", "observedAt": "2026-04-06", "sourceIds": [ "src-swan-ai-4", "src-swan-ai-5" ], "grade": "C", "headline": true, "notes": "Business Insider (syndicated on Yahoo) headline and body. The CEO's own newsletter (2026-04-17) says 'Four people.' Neither says whether the fourth person is an employee, contractor or additional founder." }, { "id": "obs-swan-ai-annualized_run_rate-1", "metric": "annualized_run_rate", "value": 1000000, "qualifier": "at_least", "display": "already in the 'seven-figure' annual recurring revenue range", "period": "2026-04", "observedAt": "2026-04-06", "sourceIds": [ "src-swan-ai-4" ], "grade": "C", "headline": true, "notes": "CEO statement to Business Insider; 'seven-figure' means at least $1M. He also said the firm 'added roughly $200,000 in ARR in the past week'. BI notes Swan 'declined to provide exact revenue figures.'" }, { "id": "obs-swan-ai-funding_total-1", "metric": "funding_total", "value": 6000000, "qualifier": "exact", "display": "$6 million round led by Link Ventures", "period": "2026-02", "observedAt": "2026-02-25", "sourceIds": [ "src-swan-ai-1", "src-swan-ai-2", "src-swan-ai-3" ], "grade": "C", "headline": true, "notes": "Company announcement. Calcalist and Pulse2 repeat it. Participants: Fresh Fund, Collider, Gandel Invest. Round type and valuation are not disclosed. The company post's dateline reads 'February 24, 2025' against a 2026 byline; the coverage dates it to February 2026." }, { "id": "obs-swan-ai-customers-1", "metric": "customers", "value": 200, "qualifier": "at_least", "display": "more than 200 customers across five continents (end of 2025)", "period": "2025", "observedAt": "2026-02-25", "sourceIds": [ "src-swan-ai-2", "src-swan-ai-1" ], "grade": "C", "headline": true, "notes": "The CEO's newsletter (2026-04-17) separately cites '800+ companies running workflows through the platform last month'. That is a usage metric, not necessarily paying customers." } ], "autonomy": [ { "function": "sales", "level": "high", "basis": "CEO says he runs go-to-market mostly through content and AI agents. Swan's own agents (Observer, Hunter, Gatekeeper, Listener) monitor signals, identify visitors, qualify leads and analyze calls. The company measures token spend against pipeline, closed deals and support output.", "sourceIds": [ "src-swan-ai-1", "src-swan-ai-5", "src-swan-ai-4" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Founders retain 'judgment, prioritization, and accountability', while agents absorb 'engineering burden' (maintenance, orchestration, upkeep). The CEO says the company will hire 'when we hit the ceiling of what intelligence can do for us.'", "sourceIds": [ "src-swan-ai-2", "src-swan-ai-4" ] } ], "operations": [ { "text": "Swan says it optimizes for '$10 million of ARR per employee' and publicly targets $30M ARR with three founders. That is a goal, not a result. AI compute is its largest cost: BI reports a latest Anthropic invoice of $113,421.87 (due April 15, 2026), which it says is more than double the prior month's, plus earlier invoices of $51,217.56 and $27,690.69. All come from screenshots shared by the CEO; month labels for the earlier invoices are not recorded here because our extraction was ambiguous. The CEO's newsletter cites $217K in AI costs over four months and says compute is passed through 'at cost'.", "sourceIds": [ "src-swan-ai-4", "src-swan-ai-5", "src-swan-ai-1" ] } ], "stack": [ { "category": "models", "name": "Anthropic (API)", "toolSlug": null, "sourceIds": [ "src-swan-ai-4" ], "grade": "C" } ], "timeline": [ { "date": "2025", "event": "Grew from zero to 200+ customers (company claim).", "sourceIds": [ "src-swan-ai-1", "src-swan-ai-2" ] }, { "date": "2026-02-24", "event": "Announces $6M round led by Link Ventures.", "sourceIds": [ "src-swan-ai-1", "src-swan-ai-3" ] }, { "date": "2026-04-06", "event": "Business Insider covers the CEO's post about a $113K monthly AI bill; Swan reports 'seven-figure' ARR.", "sourceIds": [ "src-swan-ai-4" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-swan-ai-1", "title": "Swan Raises $6M to Build the First 'Autonomous Business'", "publisher": "Swan (company blog)", "url": "https://www.getswan.com/blog/swan-raises-6m-to-build-the-first-autonomous-business", "sourceType": "company_website", "publishedAt": "2026-02-25", "accessedAt": "2026-10-16", "notes": "Byline Feb 25, 2026; dateline 'February 24, 2025' (inconsistent).", "redistribution": "open" }, { "id": "src-swan-ai-2", "title": "Three founders raise $6 million to build a company with no employees", "publisher": "Calcalist / CTech", "url": "https://www.calcalistech.com/ctechnews/article/b1c7ym30011g", "sourceType": "independent_press", "publishedAt": "2026-02-25", "accessedAt": "2026-10-16", "notes": "Built largely on the press release and the CEO's LinkedIn post; metrics are company-reported.", "redistribution": "open" }, { "id": "src-swan-ai-3", "title": "Swan AI: $6 Million Raised To Build The First Autonomous Business", "publisher": "Pulse 2.0", "url": "https://pulse2.com/swan-ai-6-million-raised-to-build-the-first-autonomous-business", "sourceType": "secondary_blog", "publishedAt": "2026-02-24", "accessedAt": "2026-10-16", "notes": "Funding-news aggregator; says 'Three employees in 2025'.", "redistribution": "open" }, { "id": "src-swan-ai-4", "title": "Startup CEO says he's proud his 4-person team racked up a $113,000 monthly AI bill", "publisher": "Business Insider (Ben Shimkus), via Yahoo News Malaysia syndication", "url": "https://malaysia.news.yahoo.com/startup-ceo-says-hes-proud-184808792.html", "sourceType": "independent_press", "publishedAt": "2026-04-06", "accessedAt": "2026-10-16", "notes": "The original BI URL was not located; we read the syndicated copy. Revenue figures are CEO statements.", "redistribution": "open" }, { "id": "src-swan-ai-5", "title": "$113K: The invoice that went viral and the story nobody told correctly.", "publisher": "The Autonomous Age (Swan newsletter, Amos Bar-Joseph)", "url": "https://swan-ai.beehiiv.com/p/113k-the-invoice-that-went-viral-and-the-story-nobody-told-correctly", "sourceType": "founder_statement", "publishedAt": "2026-04-17", "accessedAt": "2026-10-16", "notes": "Says 'Four people'; the publication description says '3 founders, zero employees'.", "redistribution": "open" } ], "openQuestions": [ "Who is the fourth person in the 'four-person' team (employee, contractor, or another founder)?", "Exact ARR: only 'seven-figure' is disclosed. An Indie Hackers post (seen only in search results, not fetched) said 'nearly at $1M ARR' at an unknown date.", "Round type (priced vs SAFE) and valuation of the $6M raise.", "Country of incorporation and founding year (founders previously built wherever.im, later acquired by Push Chain, per Calcalist).", "Scope fit: three co-founders, outside the 'one or two founders' brief for this discovery pass." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/swan-ai", "withheld": { "observations": 0, "timelineEvents": 0 }, "derived": { "withheldFacts": [], "founders": { "value": 3, "grade": "C" }, "employees": { "value": 1, "grade": "C", "derivation": "Team size 4 minus 3 founders" }, "revenue": { "value": 1000000, "annualizedUsd": 1000000, "basis": "annualized_run_rate", "grade": "C", "observedAt": "2026-04-06" }, "valuation": null, "revenuePerHumanUsd": { "value": 250000, "grade": "C" }, "autonomy": "Unknown", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 16, "ceiling": 91, "coverage": 0.25, "confidence": "Low" } } }, { "slug": "typingmind", "name": "TypingMind", "status": "published", "website": "https://www.typingmind.com", "description": "Chat user interface for large language models, sold as one-time personal licenses and as a subscription team/B2B version. Founded by Tony Dinh.", "category": "AI chat frontend / LLM workspace", "country": null, "foundedYear": 2023, "aiNative": true, "founders": [ { "name": "Tony Dinh", "role": "Founder; still codes 'almost every day' (2023) and spends most of his work time on TypingMind", "sourceIds": [ "src-typingmind-1", "src-typingmind-3" ] } ], "classification": "ULTRA_LEAN", "classificationRationale": "The founder's own newsletter documents staff from early on: in Jul 2023, 'One full-time employee' (support, marketing, content, partnerships) plus 'Two part-time developers' (src-typingmind-1). In Nov 2024 he was 'slowly expanding my team', had engaged a design agency and planned a 'Sales Closer' hire (src-typingmind-3). In Apr 2025 he 'welcomed 2 new members to our team: 1 dev and 1 designer' (src-typingmind-4), and in Jun 2026 he wrote 'My team and I' (src-typingmind-6). It is a small human team with high revenue per head, not a zero-employee company. Exact current headcount is unknown.", "verdict": "No. The founder has disclosed a full-time employee, part-time developers and later hires, so TypingMind is a small, lean team rather than a zero-employee company.", "contractorsStatus": "some_disclosed", "observations": [ { "id": "obs-typingmind-employee_count-1", "metric": "employee_count", "value": 3, "qualifier": "exact", "display": "One full-time employee (Ngoc) + two part-time developers (Viet Anh and Ann)", "period": "2023-06", "observedAt": "2023-07-06", "sourceIds": [ "src-typingmind-1" ], "grade": "C", "headline": true, "notes": "Excludes the founder. The post is titled 'How I work with employees', but it does not say whether the two part-time developers are employees or contractors. The full-time employee handles 'everything except coding'." }, { "id": "obs-typingmind-contractor_count-1", "metric": "contractor_count", "value": null, "qualifier": "claimed", "display": "started working with a design agency that will do a big UI/UX audit and improvements around the product", "period": "2024-11", "observedAt": "2024-11-22", "sourceIds": [ "src-typingmind-3" ], "grade": "C", "headline": true, "notes": "Qualitative. Same post: 'I'm also slowly expanding my team' and he plans to hire a 'Sales Closer'. He also mentions reseller relationships in some regions." }, { "id": "obs-typingmind-employee_count-2", "metric": "employee_count", "value": null, "qualifier": "claimed", "display": "I welcomed 2 new members to our team: 1 dev and 1 designer.", "period": "2025-04", "observedAt": "2025-04-05", "sourceIds": [ "src-typingmind-4" ], "grade": "C", "headline": true, "notes": "Reports 2 additions, not a total headcount; employment type not stated. Verified from search snippet only; X page not fetched." }, { "id": "obs-typingmind-total_team_size-1", "metric": "total_team_size", "value": null, "qualifier": "claimed", "display": "My team and I will be available on the launch page", "period": "2026-06", "observedAt": "2026-06-10", "sourceIds": [ "src-typingmind-6" ], "grade": "C", "headline": true, "notes": "Confirms a team still exists in Jun 2026; size not given. Same post: 'TypingMind is still my main focus'." }, { "id": "obs-typingmind-employee_count-3", "metric": "employee_count", "value": 3, "qualifier": "claimed", "display": "TypingMind has 3 employees (October 2024, LinkedIn), up from 1 a year earlier", "period": "2024-10", "observedAt": "2026-10-16", "sourceIds": [ "src-typingmind-8" ], "grade": "D", "headline": true, "notes": "Aggregator figure attributed to LinkedIn, dated October 2024 by Latka; observedAt is the access date because no exact date is given. Unclear whether it includes the founder. Undercounts the founder's own Jul 2023 disclosure." }, { "id": "obs-typingmind-employee_count-4", "metric": "employee_count", "value": 0, "qualifier": "claimed", "display": "Solo operation, no employees, ~90% margin", "observedAt": "2026-03-22", "sourceIds": [ "src-typingmind-9" ], "grade": "D", "headline": true, "notes": "CONTRADICTED by the founder's own statements (src-typingmind-1, -3, -4, -6). The newsletter cites no source. Recorded only to document a widely repeated error." }, { "id": "obs-typingmind-mrr-1", "metric": "monthly_revenue", "value": 30000, "qualifier": "approximate", "display": "I'm currently making ~$30K/month from Typing Mind, with ~$4.5K being recurring revenue", "period": "2023-06", "observedAt": "2023-07-06", "sourceIds": [ "src-typingmind-1" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE, NOT MRR. It includes one-time license sales; only ~$4.5K was recurring (see obs-typingmind-mrr-2). Stored under mrr because the schema has no monthly-revenue metric." }, { "id": "obs-typingmind-mrr-2", "metric": "mrr", "value": 4500, "qualifier": "approximate", "display": "~$4.5K being recurring revenue", "period": "2023-06", "observedAt": "2023-07-06", "sourceIds": [ "src-typingmind-1" ], "grade": "C", "headline": true, "notes": "True recurring component." }, { "id": "obs-typingmind-mrr-3", "metric": "mrr", "value": 15000, "qualifier": "approximate", "display": "the subscription part of Typing Mind is at $15K MRR", "period": "2024-02", "observedAt": "2024-02-26", "sourceIds": [ "src-typingmind-2" ], "grade": "C", "headline": true, "notes": "Same post: Typing Mind 'reaches $500K in total revenue' (cumulative since Mar 2023 launch)." }, { "id": "obs-typingmind-annual_revenue-1", "metric": "annual_revenue", "value": 1000000, "qualifier": "at_least", "display": "has reached $1M in revenue in the last 12 months", "period": "trailing 12 months to 2024-11", "observedAt": "2024-11-22", "sourceIds": [ "src-typingmind-3" ], "grade": "C", "headline": true, "notes": "Same post: one-off revenue 'only accounts for ~50% of our monthly total'." }, { "id": "obs-typingmind-mrr-4", "metric": "monthly_revenue", "value": 148000, "qualifier": "claimed", "display": "$148k revenue last month. All-time high for TypingMind.", "period": "2025-03", "observedAt": "2025-04-05", "sourceIds": [ "src-typingmind-4" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE, NOT MRR (includes one-time licenses). Verified from search snippet only; X page not fetched. Post ID decodes to 2025-04-05." }, { "id": "obs-typingmind-mrr-5", "metric": "monthly_revenue", "value": null, "qualifier": "approximate", "display": "TypingMind is making ~$130-160k/month", "period": "2025-10", "observedAt": "2025-10-09", "sourceIds": [ "src-typingmind-5" ], "grade": "C", "headline": true, "notes": "MONTHLY REVENUE given as a range; value left null rather than picking a point. Same post: B2B Team-version recurring revenue 'has exceeded 50% of the monthly revenue'. Most recent founder revenue figure found." }, { "id": "obs-typingmind-annual_revenue-2", "metric": "annual_revenue", "value": 1000000, "qualifier": "at_least", "display": "With TypingMind making more than $1M a year", "period": "2025", "observedAt": "2025-10-09", "sourceIds": [ "src-typingmind-5" ], "grade": "C", "headline": true, "notes": "" }, { "id": "obs-typingmind-annual_revenue-3", "metric": "annual_revenue", "value": 817300, "qualifier": "approximate", "display": "GetLatka estimates it at about $817.3K a year (October 2024)", "period": "2024-10", "observedAt": "2026-10-16", "sourceIds": [ "src-typingmind-8" ], "grade": "D", "headline": true, "notes": "Aggregator's own estimate, marked EST and dated October 2024, with no disclosed method; observedAt is the access date. Conflicts with the founder's '$1M in revenue in the last 12 months' (Nov 2024). Latka also lists $360K for Sep 2023 with no recorded source." } ], "autonomy": [ { "function": "engineering", "level": "human", "basis": "Founder codes 'almost every day' and two part-time developers deliver 'new features, improvements, and bug fixes' (2023). A developer was added in Apr 2025. In Jun 2026 the founder describes 'Otto', a Claude Code-based agent that builds his apps, but does not say it works on TypingMind.", "sourceIds": [ "src-typingmind-1", "src-typingmind-4", "src-typingmind-6" ], "grade": "C" }, { "function": "support", "level": "human", "basis": "The full-time employee handles customer support, and 'everyone also helps with customer support' (2023). Support is reached at support@typingmind.com.", "sourceIds": [ "src-typingmind-1", "src-typingmind-11" ], "grade": "C" }, { "function": "marketing", "level": "human", "basis": "Content and marketing were assigned to the full-time employee (2023). In 2025 the founder said 'Most of my sales are from word-of-mouth' and paid ads largely failed.", "sourceIds": [ "src-typingmind-1", "src-typingmind-5" ], "grade": "C" }, { "function": "sales", "level": "human", "basis": "B2B sales calls involve the founder. He planned a 'Sales Closer' hire and uses regional resellers (Nov 2024).", "sourceIds": [ "src-typingmind-3" ], "grade": "C" }, { "function": "product", "level": "human", "basis": "A design agency was engaged for a UI/UX audit (Nov 2024) and a designer joined in Apr 2025.", "sourceIds": [ "src-typingmind-3", "src-typingmind-4" ], "grade": "C" } ], "founderResponsibilities": [ { "text": "Codes almost every day, reviews and deploys team members' work, and assigns the next task (2023).", "sourceIds": [ "src-typingmind-1" ] }, { "text": "Works about 4 hours a day, mostly on TypingMind, and joins B2B sales calls to answer product questions (Nov 2024).", "sourceIds": [ "src-typingmind-3" ] }, { "text": "Led SOC 2 Type II, HIPAA and GDPR compliance, spending 'at least $20K+' on certifications (Nov 2024).", "sourceIds": [ "src-typingmind-3" ] } ], "operations": [ { "text": "In 2023 the team worked fully async with no scheduled meetings or deadlines. The core personal product was 'just a static web app with no back end and no database', activated with a license key. Sync and the Custom/Team version run on servers and require a subscription.", "sourceIds": [ "src-typingmind-1", "src-typingmind-2" ] }, { "text": "Revenue shifted from one-time licenses toward B2B. One-off revenue was ~50% of the monthly total in Nov 2024, and by Oct 2025 recurring Team-version revenue exceeded 50%.", "sourceIds": [ "src-typingmind-3", "src-typingmind-5" ] }, { "text": "The terms of service name the operator as 'Typing Technology Co. Ltd.', governed by the laws of Singapore. The country of incorporation is not stated.", "sourceIds": [ "src-typingmind-7" ] } ], "stack": [], "timeline": [ { "date": "2023-03", "event": "TypingMind launched (founder calls it 'my little weekend project').", "sourceIds": [ "src-typingmind-10", "src-typingmind-5" ] }, { "date": "2023-04", "event": "Founder sold his earlier product Black Magic for $128K.", "sourceIds": [ "src-typingmind-10" ] }, { "date": "2023-07-06", "event": "Founder discloses 1 full-time employee and 2 part-time developers; ~$30K/month revenue.", "sourceIds": [ "src-typingmind-1" ] }, { "date": "2024-02-26", "event": "$500K cumulative revenue; subscription component at $15K MRR.", "sourceIds": [ "src-typingmind-2" ] }, { "date": "2024-11-22", "event": "$1M revenue in trailing 12 months; SOC 2 Type II, HIPAA and GDPR compliance; team expansion, design agency and planned Sales Closer.", "sourceIds": [ "src-typingmind-3" ] }, { "date": "2025-04-05", "event": "Founder reports $148K revenue for the prior month and 2 new team members (dev and designer).", "sourceIds": [ "src-typingmind-4" ] }, { "date": "2025-10-09", "event": "Founder reports ~$130-160K/month, with B2B recurring revenue above 50%.", "sourceIds": [ "src-typingmind-5" ] }, { "date": "2026-06-10", "event": "Founder says TypingMind 'is still my main focus' and refers to 'My team'.", "sourceIds": [ "src-typingmind-6" ] } ], "scoreInputs": {}, "sources": [ { "id": "src-typingmind-1", "title": "Jun 2023: How I work with employees", "publisher": "Tony Dinh's Newsletter (Substack)", "url": "https://news.tonydinh.com/p/jun-2023-how-i-work-with-employees", "sourceType": "founder_statement", "publishedAt": "2023-07-06", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-typingmind-2", "title": "$500K milestone – my reflections after 1 year of building Typing Mind", "publisher": "Tony Dinh's Newsletter (Substack)", "url": "https://news.tonydinh.com/p/500k-milestone-my-reflections-after", "sourceType": "founder_statement", "publishedAt": "2024-02-26", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-typingmind-3", "title": "Nov 2024: My first million!", "publisher": "Tony Dinh's Newsletter (Substack)", "url": "https://news.tonydinh.com/p/nov-2024-my-first-million", "sourceType": "founder_statement", "publishedAt": "2024-11-22", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-typingmind-4", "title": "Tony Dinh on X: \"$148k revenue last month. All-time high for TypingMind. Happy customers. I welcomed 2 new members to our team: 1 dev and 1 designer. Exciting times.\"", "publisher": "X (@tdinh_me)", "url": "https://x.com/tdinh_me/status/1908345028327727335", "sourceType": "social_post", "publishedAt": "2025-04-05", "accessedAt": "2026-10-16", "notes": "verified from search snippet only; page not fetched (X returned 402). Text is the verbatim title of the search result. Date decoded from the post ID.", "redistribution": "open" }, { "id": "src-typingmind-5", "title": "Oct 2025 Updates: Code, Money, and Travel", "publisher": "Tony Dinh's Newsletter (Substack)", "url": "https://news.tonydinh.com/p/oct-2025-updates-code-money-and-travel", "sourceType": "founder_statement", "publishedAt": "2025-10-09", "accessedAt": "2026-10-16", "notes": "", "redistribution": "open" }, { "id": "src-typingmind-6", "title": "I'm on Product Hunt! + Updates Jun 2026", "publisher": "Tony Dinh's Newsletter (Substack)", "url": "https://news.tonydinh.com/p/im-on-product-hunt-updates-jun-2026", "sourceType": "founder_statement", "publishedAt": "2026-06-10", "accessedAt": "2026-10-16", "notes": "No revenue figures in this post.", "redistribution": "open" }, { "id": "src-typingmind-7", "title": "TypingMind Terms of Service", "publisher": "TypingMind", "url": "https://docs.typingmind.com/security-and-compliance/terms-of-service", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Reached via a redirect from typingmind.com/terms. A search summary claimed the contact page names 'Devuap LLC'; that was not confirmed on the page fetched.", "redistribution": "open" }, { "id": "src-typingmind-8", "title": "TypingMind revenue and team (GetLatka)", "publisher": "GetLatka", "url": "https://getlatka.com/companies/typingmind", "sourceType": "database", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Mix of an estimate (marked EST) and LinkedIn-derived headcount. The page itself says 'TypingMind has not published its revenue', which ignores the founder's public figures.", "redistribution": "open" }, { "id": "src-typingmind-9", "title": "Solo founder who turned $100 into $1,500,000 — no team, no investors", "publisher": "Nomadpreneur (beehiiv newsletter)", "url": "https://nomadpreneur.beehiiv.com/p/solo-founder-who-turned-100-into-1-500-000-no-team-no-investors", "sourceType": "secondary_blog", "publishedAt": "2026-03-22", "accessedAt": "2026-10-16", "notes": "No byline and no cited sources. Its 'no team / no employees' claim contradicts the founder's own posts, and the headline $1.5M figure is unexplained.", "redistribution": "open" }, { "id": "src-typingmind-10", "title": "2023 Recap", "publisher": "Tony Dinh's Newsletter (Substack)", "url": "https://news.tonydinh.com/p/2023-recap", "sourceType": "founder_statement", "publishedAt": "2023-12-26", "accessedAt": "2026-10-16", "notes": "Says TypingMind 'became super successful!' in March 2023 and records the Black Magic sale for $128K.", "redistribution": "open" }, { "id": "src-typingmind-11", "title": "TypingMind contact page", "publisher": "TypingMind", "url": "https://www.typingmind.com/contact", "sourceType": "company_website", "publishedAt": null, "accessedAt": "2026-10-16", "notes": "Says 'We have pushed out more than 100 new updates over the past 12 months'. Lists support@typingmind.com.", "redistribution": "open" } ], "openQuestions": [ "Current total headcount, and the split between employees and contractors, are not disclosed. Known additions: 1 full-time employee and 2 part-time developers (2023), plus 1 developer and 1 designer (Apr 2025).", "Whether the planned 'Sales Closer' was hired is unknown.", "No revenue figure after Oct 2025 was found. The Jun 2026 update contains no figures.", "No Stripe-verified (e.g. TrustMRR) listing for TypingMind was found; all revenue is founder-reported.", "The country of incorporation of 'Typing Technology Co. Ltd.' is unknown; only Singapore governing law is stated.", "Profit and margin are not disclosed by the founder. The '~90% margin' appears only in an unsourced secondary newsletter." ], "lastVerifiedAt": "2026-10-16", "nextReviewAt": "2027-01-14", "url": "https://zeroemployeestartup.com/companies/typingmind", "withheld": { "observations": 0, "timelineEvents": 0 }, "derived": { "withheldFacts": [], "founders": { "value": 1, "grade": "C" }, "employees": { "value": 3, "grade": "C", "derivation": null }, "revenue": { "value": 1000000, "annualizedUsd": 1000000, "basis": "annual_revenue", "grade": "C", "observedAt": "2025-10-09" }, "valuation": null, "revenuePerHumanUsd": null, "autonomy": "Human", "zeScore": { "model": "ZES-0.1", "score": null, "floor": 10, "ceiling": 95, "coverage": 0.15, "confidence": "Low" } } } ] }