What the evidence actually supports about companies that scale without headcount: computed from our public dataset, with every gap left visible.
Published 16 Oct 2026Dataset v0.1.010 companies · 118 observations · 102 sources
01Executive summary
01
We publish 10 evidence dossiers. 3 are classified zero-employee (ZE-Strict or ZE-Operational); the rest are reference or watchlist companies. Another set of candidates remains in the research queue for lack of evidence.
02
No company meets our verified definition of a $1 billion zero-employee company. The highest supported valuation among zero-employee companies is $250M (Polsia), graded C.
03
Evidence in this category is overwhelmingly first-party: 75% of 118 observations are grade C and 13% are graded A or B.
04
The core operating facts are rarely disclosed: founder hours are documented for 0 of 10 companies, and the share of automated recurring workflows for none. This is why most Zero-Employee Scores are unpublished.
05
With 3 qualifying companies, this edition is descriptive. It establishes the dataset and method; it does not estimate prevalence or typical outcomes.
02Definition and methodology
A zero-employee startup is a founder-operated company designed to perform recurring business execution through software, automation and AI agents rather than traditional employees, while humans retain strategy, accountability and high-risk decisions. See the full definition.
Every figure is a dated observation tied to sources and graded A (externally verified) to D (weak). Headline values use the latest observation graded A–C. Unknown values are excluded, never counted as zero. Full rules: methodology.
03Number of qualifying companies
ZE-STRICT
0
ZE-OPERATIONAL
3
ULTRA-LEAN
3
WATCHLIST
4
Inclusion is evidence-driven and selective, not a census. These counts describe the dataset, not the market.
04Race to $1B
No company currently meets our verified definition of a $1 billion zero-employee company. Among zero-employee companies, 1 has a supported valuation; 2 are bootstrapped or undisclosed and stay unranked. Industry leaders have predicted a one-person billion-dollar company. Dario Amodei put it at 70–80% for 2026, and conceded it might have two people.[3]
Founder or company statements, including dashboards they control.
Metric
Revenue
As stated
“$401 million in sales in 2025”
Qualifier
Claimed
Period
2025
Claim date
2 Apr 2026
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'.
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.
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.
Audited, regulatory or transaction-level evidence.
Metric
Revenue
As stated
“"surpassed $200 million in revenue in 2023" (admitted by Midjourney)”
Qualifier
At least
Period
2023
Claim date
7 Oct 2025
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.
Regulatory filing · 7 Oct 2025 · checked 16 Oct 2026
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.'
Founder or company statements, including dashboards they control.
Metric
Revenue
As stated
“$10M+ ARR”
Qualifier
At least
Period
2026-06
Claim date
1 Jun 2026
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.
Several credible independent sources, or third-party verified data.
Metric
Revenue
As stated
“MRR $274,147”
Period
2026-10
Claim date
16 Oct 2026
Derived
Annualised as MRR × 12
Notes
TrustMRR: 'Revenue is verified with Stripe API key.' Same page: last-30-days revenue $306,292; all-time revenue $1,444,128; 8,025 active subscriptions; 'Founded: July 2024'; last updated Oct 16, 2026.
Founder or company statements, including dashboards they control.
Metric
Revenue
As stated
“Photoai.com is a 40,870 line index.php making 105,000/mo revenue and 80,000/mo profit”
Qualifier
Claimed
Period
2026-03
Claim date
6 Mar 2026
Derived
Annualised as monthly revenue × 12
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.
Founder or company statements, including dashboards they control.
Metric
Revenue
As stated
“already in the 'seven-figure' annual recurring revenue range”
Qualifier
At least
Period
2026-04
Claim date
6 Apr 2026
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.'
Several credible independent sources, or third-party verified data.
Metric
Revenue
As stated
“MRR $36,603 (509 active subscriptions)”
Period
2026-10
Claim date
16 Oct 2026
Derived
Annualised as MRR × 12
Notes
TrustMRR: 'Revenue is verified with Stripe API key.' Same page: all-time revenue $1,902,753; last-30-days revenue $37,121; 'Founded: September 2023'; last updated Oct 16, 2026.
Founder or company statements, including dashboards they control.
Metric
Revenue
As stated
“ShipFast - $1,395 last 30 days”
Period
30 days to 2026-10-15
Claim date
15 Oct 2026
Derived
Annualised as monthly revenue × 12
Notes
TRAILING-30-DAY REVENUE FROM ONE-TIME SALES, NOT MRR. TrustMRR shows MRR '-' and 'No active subscriptions'. Stored under mrr only for lack of a monthly-revenue metric. Revenue is 'verified with Stripe API key', which would normally be grade B, but TrustMRR is owned and operated by ShipFast's founder, so it is treated as a self-hosted dashboard (C). Matches '$1.4k/mo' on marclou.com. A steep drop from ~$20K/month (Jan 2026), with no explanation found.
Verified dashboard · Undated · checked 16 Oct 2026
'Last updated: Oct 15, 2026, 08:01 PM'. 'Revenue is verified with Stripe API key.' TrustMRR is owned by Marc Lou (see src-shipfast-9), so this is graded C, not B. Also shows Founded July 2023, rank #92 and Team size 1.
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'.
Audited financials · 5 Mar 2026 · checked 16 Oct 2026
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.
Founder or company statements, including dashboards they control.
Metric
Valuation
As stated
“raised $30 million at a $250 million valuation”
Qualifier
Claimed
Period
2026-05
Claim date
22 May 2026
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.
Independent press · 22 May 2026 · checked 16 Oct 2026
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.
Independent press · 4 Mar 2026 · checked 16 Oct 2026
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.
Independent press · 4 Mar 2026 · checked 16 Oct 2026
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.
Founder or company statements, including dashboards they control.
Metric
Founders
As stated
“Matthew Gallagher started Medvi from his Los Angeles home”
Qualifier
Claimed
Period
2024-09
Claim date
2 Apr 2026
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.
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.
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.
Founder or company statements, including dashboards they control.
Metric
Employees
As stated
“Medvi only has two employees (Matthew and his brother Elliot)”
Qualifier
Claimed
Period
2026-04
Claim date
2 Apr 2026
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.
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.
Audited, regulatory or transaction-level evidence.
Metric
Founders
As stated
“founded in 2021 by David Holz, its Chief Executive Officer”
Claim date
7 Oct 2025
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.
Regulatory filing · 7 Oct 2025 · checked 16 Oct 2026
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.'
Founder or company statements, including dashboards they control.
Metric
Employees
As stated
“"$200 million in annual revenue with just 40 employees"”
Qualifier
Approximate
Period
2023
Claim date
6 Sep 2023
Derived
Team size 40 minus 1 founder
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.
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.
Regulatory filing · 7 Oct 2025 · checked 16 Oct 2026
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.'
Founder or company statements, including dashboards they control.
Metric
Founders
As stated
“solo founder, zero employees with a bunch of agents”
Qualifier
Claimed
Period
2026-02
Claim date
26 Feb 2026
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.
Founder or company statements, including dashboards they control.
Metric
Employees
As stated
“It's just me and one more person.”
Qualifier
Claimed
Period
2025-05
Claim date
15 May 2025
Derived
Team size 2 minus 2 founders
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.
Verified dashboard · Undated · checked 16 Oct 2026
'Last updated: Oct 15, 2026, 08:01 PM'. 'Revenue is verified with Stripe API key.' TrustMRR is owned by Marc Lou (see src-shipfast-9), so this is graded C, not B. Also shows Founded July 2023, rank #92 and Team size 1.
Verified dashboard · Undated · checked 16 Oct 2026
'Last updated: Oct 15, 2026, 08:01 PM'. 'Revenue is verified with Stripe API key.' TrustMRR is owned by Marc Lou (see src-shipfast-9), so this is graded C, not B. Also shows Founded July 2023, rank #92 and Team size 1.
Founder or company statements, including dashboards they control.
Metric
Employees
As stated
“4-person team; 'its four employees'”
Qualifier
Claimed
Period
2026-04
Claim date
6 Apr 2026
Derived
Team size 4 minus 3 founders
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.
Founder or company statements, including dashboards they control.
Metric
Employees
As stated
“One full-time employee (Ngoc) + two part-time developers (Viet Anh and Ann)”
Period
2023-06
Claim date
6 Jul 2023
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'.
For context: Carta reports that 36.3% of new startups had a solo founder in the first half of 2025, up from 23.7% in 2019,[1] and that the median seed-stage team is four employees.[2]
08Which functions are automated?
A function is rated only when a source describes how it is executed. Dashed segments are unknown, which is the most common state for most functions.
HighMediumLowHumanUnknown· right: assessed / total
Autonomy ratings by function (table view)
Function
High
Medium
Low
Human
Unknown
Engineering
1
3
0
2
4
Product
0
1
0
1
8
Marketing
0
2
2
2
4
Sales
2
0
0
1
7
Support
2
1
0
2
5
Finance
0
1
0
1
8
Legal
0
0
0
2
8
Operations
2
0
0
2
6
09Which functions remain human?
Marketing4 of 6 assessed rated low or human
Engineering2 of 6 assessed rated low or human
Support2 of 5 assessed rated low or human
Legal2 of 2 assessed rated low or human
Operations2 of 4 assessed rated low or human
Product1 of 2 assessed rated low or human
Sales1 of 3 assessed rated low or human
Finance1 of 2 assessed rated low or human
In the dossiers, legal work, regulated operations and customer support recur as human-held functions. That is consistent with our definition, under which humans keep accountability and high-risk decisions.
Only tools cited by at least two companies are listed. See the stack for function-by-function tool profiles.
11Founder intervention
12Main bottlenecks
What we can measure is where the evidence runs out: the fields most often unknown across published dossiers.
Founder hours10/10
Workflow automation share10/10
Valuation8/10
Autonomy map6/10
Country5/10
Contractors4/10
Founded2/10
Revenue1/10
Employees1/10
13Case studies
Polsia
ZE-OPERATIONAL
Headline metrics need unpacking: the founder's run rate and valuation are first-party, and filings show a different funding picture.
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.
The evidence ceiling for bootstrapped companies: years of consistent founder disclosure, no independent verification.
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.
Outsourcing is not automation. A tiny payroll can sit on top of large human-staffed partner networks.
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.
“Solo founder” is not “zero employees”. The company had a small staff by the time it was acquired.
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.
Small, selected sample. Companies are included where evidence exists, which biases toward founders who publish numbers.
Most evidence is first-party (grade C). We label it but cannot audit it.
Contractor and outsourced labour is rarely disclosed, so “zero employees” can understate human work.
Autonomy ratings depend on what sources describe; unknown functions are not evidence of low autonomy.
Revenue bases differ (annual, run rate, monthly × 12) and are labelled; comparisons are approximate.
15Dataset and methodology
The dataset, with its observations and sources, is public: companies.json, companies.csv, observations.csv (CC BY 4.0, excluding values from third-party sources whose terms restrict redistribution; those are shown on the site with attribution but withheld from the files). The methodology is versioned at /methodology. Corrections with evidence are welcome via the corrections form.
Carta's Solo Founders Report 2025, based on tens of thousands of U.S. companies, says the share of new startups with a solo founder rose from 23.7% in 2019 to 36.3% in H1 2025. Solo-led companies were 30% of startups founded in 2024 but received only 14.7% of cash raised in priced equity rounds that year. Solo founders hired their first employee after a median of 399 days, versus 480 days for multi-founder companies.
Database · Published 9 Dec 2025 · Checked 16 Oct 2026
Carta platform data shows startup teams shrinking since late 2022. The median seed-stage team is four employees. Average Series D headcount fell 29% from its 2023 peak to 131 in 2025, and average Series B headcount fell from 53 to 45. January 2026 hiring (26,030 new hires) was the slowest January since 2018. Carta links the shift to AI, noting that the timing coincides with ChatGPT's launch in November 2022.
Database · Published 4 May 2026 · Checked 16 Oct 2026
At Anthropic's Code with Claude developer conference in San Francisco (May 22, 2025, the day Claude 4 was announced), Dario Amodei said a billion-dollar company with a single employee could appear as soon as 2026. At a later press session the same day he put the chance at 'more like a 70 to 80 percent'. He named proprietary trading, developer tools, and businesses that need few salespeople and can automate customer service as likely candidates.
Independent press · Published 23 May 2025 · Checked 16 Oct 2026