A company with no human staff reports $1 billion revenue

Will a company that states in a regulatory filing that it has no human employees or managers running its day-to-day operations report audited annual revenue of $1 billion or more?

Chance by Q4 2031

3%

Cumulative probability

0%25%50%75%100%
  • Latest forecast
Chance by the end of each quarter
YearQ1Q2Q3Q4
2026<1%
2027<1%<1%<1%<1%
2028<1%<1%<1%<1%
2029<1%<1%<1%<1%
2030<1%1%1%2%
20312%2%3%3%

Forecast history

Forecast made on 12 Oct 2026

Latest of 4 forecasts · Methodology v2.1

Model reasoning

I put the chance at about 3% by the end of 2031. Today's businesses run by artificial intelligence earn a few million dollars a year and still have human founders or staff. No company with $1 billion in revenue publishes audited accounts while saying in an official filing that no humans run it, and the legal and listing rules make that statement hard to make. The biggest change would be a Musk-backed AI-run software company becoming its own listed entity.

How I read the question

YES needs two things. First, a regulatory filing that says outright that no humans, including through subsidiaries, contractors or an outside manager, do the company's routine operating work or operational management. Second, audited and publicly filed annual revenue of at least $1B for a fiscal year in which that arrangement applied. Both documents must be dated after 2026-09-16. Externally managed REITs, trusts and similar vehicles are excluded, so the only real route is a business that actually runs without humans.

Where things stand (October 2026)

  • No candidate exists. I ran SEC EDGAR full-text searches (efts.sec.gov/LATEST/search-index) over filings from 2024-01-01 to 2026-10-12:
    • "no human employees" found one irrelevant hit (an Ether Machine Form 425).
    • "entirely by AI agents" found only a crowdfunding Form C from Bunch AI Agents, a tiny company.
    • "operated by AI agents", "managed by AI agents" and "without human employees" found nothing.
    • Filings since September 2026 that mention both "no employees" and "AI agents" are unrelated (Einride; Calisa/Goodvision).
  • The best-known "zero-human" companies are small, and none is staff-free.
    • Polsia raised $30M at about a $250M valuation in May 2026. It claims close to $10M in annual revenue, and its founder is human (ain.ua, 2026-05-25; True Ventures).
    • Medvi had $401M in 2025 sales with two employees, but it is private and relies on contracted doctors and pharmacies (NYT, 2026-04-02; Business Insider, 2026-04-06).
    • Andon Labs' AI-run San Francisco store has human staff (NYT, 2026-08-04).
    • KPMG's AI-run webshop was an experiment (Newsweek, 2026-07-22).
  • New legal forms for AI-run companies are early and limited.
    • Delaware's draft "Artificial Intelligence Company" (AIC) bill makes an AI agent the manager. But it applies only inside a regulatory sandbox, ends after 30 months, keeps records confidential and requires no public financial statements. The legislature takes it up in January 2027 (Fortune, 2026-07-14; D&O Diary, 2026-07-28 and the draft bill; WHYY, about 2026-10-05).
    • Argentina's "automated company" proposal still leaves human directors in charge. After the September 2026 public alarm over AI risk, the bill stalled in the Senate, and amendments would require identifiable human responsible persons (El Economista, 2026-06-18; Infobae, 2026-09-11).
  • SpaceX's IPO prospectus (424B4, 2026-06-12) describes Macrohard as a platform to "create a fully AI-operated software company." The filing says it is at a very early stage with no financial terms agreed. It also sits inside a large group with many human employees, so it would have to become its own reporting entity to qualify.

Reference class and base rate

No company has ever made such a statement alongside $1B of audited revenue. Earlier legal forms that allow automated management, such as Wyoming DAO LLCs (2021, with an "algorithmically managed" option), have produced no qualifying entity in five years. On its own, the base rate over five years is close to zero.

Paths to YES

  1. An AI-run company reaches $1B in revenue and lists on a stock exchange, or files public accounts in a jurisdiction that requires them, such as the UK or EU countries.
  2. Macrohard or a similar project from an AI lab is spun out as its own reporting entity.
  3. An existing $1B company removes all humans from its operations for part of a fiscal year, which is enough under the rules.

Some rules make YES easier: revenue can be recognized gross, human non-executive directors and signatories are allowed, and buying AI services from a third party does not disqualify.

Main barriers

  • SEC filings need human officers to sign and certify, and executive officers must be disclosed.
  • Lawyers have strong reasons to avoid an outright "no humans" claim.
  • Human contractors anywhere in the group disqualify it.
  • Political pushback is growing.
  • Revenue has to reach $1B, and the fiscal year then has to close, be audited and be filed by the end of 2031.

Model

I used a quarterly hazard rate (the chance it first happens in a given quarter): about 0.02% per quarter through 2027, 0.05–0.06% in 2028, 0.1–0.12% in 2029, 0.18–0.21% in 2030 and 0.32–0.37% in 2031. The rise reflects the chance that fast AI progress makes fully autonomous businesses possible around 2028–2029, with the reporting delay pushing any qualifying filing late. Compounding these gives about 1.6% by the end of 2030 and 2.9% by the end of 2031. My rough weighting: about a 25% chance of transformative AI by 2028 times about 10% that it produces a qualifying filing, plus smaller amounts for later or slower scenarios.

Strongest case for a higher number

AI progress in 2026 is very fast. Anthropic's IPO filing pitches AI as more transformative than industrialization, and agentic AI is spreading quickly. Musk explicitly aims to build a fully AI-operated software company. I would move up materially if Macrohard became its own legal entity, if Delaware passed the AIC bill with public reporting, or if an AI-run company passed $100M in audited revenue. The strongest case for a lower number is that the requirement is extremely strict and every institution involved is pushing for human accountability.

Resolution criteria

Question. By the last day of each quarter, has a company that states in a regulatory filing that it has no human employees or managers running its day-to-day operations reported audited annual revenue of US$1 billion or more?

Definitions.

  • Company: a legally constituted business entity in any jurisdiction, public or private. The operational statement and revenue must cover the same reporting entity, including all subsidiaries consolidated in its financial statements. An unincorporated agent, token, or software protocol alone does not qualify.
  • Regulatory filing: a publicly accessible document formally filed by the company with a securities regulator, statutory corporate registry, or stock exchange under its mandatory disclosure rules. Examples include SEC Forms 10-K, 20-F, 40-F, and registration statements or filed prospectuses. A voluntary website announcement is not a regulatory filing.
  • No human employees or managers running day-to-day operations: an explicit statement that no humans perform the company's routine operating work or operational management, including through subsidiaries, secondments, contractors, or an external management company. A statement that the company has zero employees, without addressing who operates or manages it, is insufficient. Human shareholders, non-executive directors, statutory signatories, independent auditors, and outside legal advisers are permitted if their roles do not include routine operations or operational management. Purchasing ordinary third-party goods or services does not itself disqualify the company; outsourcing the operation or management of its business to humans does. AI use is not an additional requirement.
  • Audited annual revenue: revenue recognized in consolidated financial statements for one complete fiscal year, normally 12 months or 52–53 weeks, under the accounting framework used in the filing. The statements must include an independent auditor's opinion. An unmodified opinion qualifies; a qualified opinion qualifies only if the qualification does not affect revenue or the consolidation perimeter. An adverse opinion or disclaimer does not qualify. Use recognized revenue, not gross merchandise value, transaction volume, customer assets, financing proceeds, bookings, annual recurring revenue, or an annualized run rate.
  • US$1 billion: at least US$1,000,000,000 in nominal dollars. For non-dollar statements, use the audited US-dollar revenue presentation if supplied; otherwise convert using the fiscal-year average exchange rate disclosed in the statements, or, if none is disclosed, the arithmetic average of daily exchange rates published by the reporting-currency jurisdiction's central bank over that fiscal year. Without an available rate under this rule, the threshold is not established.

Resolves YES if qualifying public documents establish both:

  1. The company makes the explicit operational statement in a regulatory filing, describing an actual operating arrangement rather than a plan or aspiration.
  2. The same company reports qualifying audited annual revenue of at least US$1 billion for a fiscal year during which that arrangement was in effect for at least some portion of the year. A statement made after year-end must explicitly establish that the arrangement applied during that fiscal year; it is not enough to combine historical revenue with a later change in staffing.

The two conditions may appear in separate documents. Both must be published within the Resolution window and by the relevant quarter-end. Apply the Observation period convention to the revenue year. A qualifying audited restatement may establish the threshold. Resolution occurs when the last necessary qualifying document is published, per A3.

Resolves NO if no such documentation exists by the quarter-end. Exclude zero-employee holding companies or externally managed investment vehicles whose filings identify humans or human-staffed advisers as their operational managers; claims of an AI CEO without the required operational statement; unaudited revenue claims; and hypothetical, forecast, or pro forma revenue. The operational statement itself need not be audited, but it must not be contradicted by the company's disclosures describing the same arrangement and period.

Resolving source. The company's publicly filed regulatory documents establish its operating arrangement. Its audited financial statements and accompanying independent auditor's report, publicly filed or published by the company, establish revenue. Official filing repositories, including SEC EDGAR, and exact issuer-hosted copies qualify. These are the narrower resolving sources under Public confirmation (A2); press reports, evaluator reports, and social-media claims cannot substitute. Apply Resolution date (A3), the Resolution window, and the Observation period conventions.

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