An AI is granted a licence in law, medicine, or accountancy

Will any US state bar, state medical board, or national licensing body for law, medicine, or accountancy in a G20 country grant a professional licence to an AI system?

Chance by Q4 2031

6%

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%2%
20292%2%2%3%
20303%3%4%4%
20314%5%5%6%

Forecast history

Forecast made on 12 Oct 2026

Latest of 4 forecasts · Methodology v2.1

Model reasoning

No law anywhere in a G20 country lets a medical board, bar or national licensing body license an AI system itself. Today's approaches (Utah's sandbox agreements, proposed state bills that would license the company running the AI, firm approvals in the UK) are all excluded, and doctors' groups strongly oppose AI licences. I estimate about a 6% chance by end-2031. The biggest change would be a US state or Congress passing a law that makes a named AI system the licensed practitioner.

Where things stand (12 Oct 2026)

No qualifying body in any G20 country has licensed an AI system, and none has the legal power to. Everything that comes close falls into a category the question excludes.

  • Utah sandbox. Every Utah clinical AI pilot is a non-enforcement agreement co-signed with the Division of Professional Licensing. That includes Doctronic and Legion, plus Nolla Health (signed 22 Sep 2026; it may issue first-time prescriptions for topical acne treatment) and August AI and Expect Fitness (2 Oct 2026). The state's own page says an agreement "is not permission to do whatever the company likes" (Utah authorized pilots). Snell & Wilmer notes the agreement "is not a general license to practice medicine." It also notes that Utah Code §58-67-802 requires medicine to be practised by an "individual" (Snell & Wilmer, Oct 2026). Utah's Commerce head said: "we always want to have a human involved somewhere" (Deseret News, 5 Oct 2026). The Utah Medical Licensing Board asked for Doctronic's pilot to be suspended.
  • State bills to license "AI providers." The only such bills (Idaho H0945 and Iowa HSB 766, both based on the Cicero Institute model) died in 2026. In any case they would license the company, not the AI. Iowa's text defines the licensee as "a corporate or legal entity licensed… to operate clinical AI services." It would also create a new "board of autonomous medical practice" instead of using the state medical board (Iowa HSB 766 PDF; Cicero; Manatt tracker). Even if passed, these would fall under the excluded "licensing a company" case.
  • Organised medicine is opposed. The heads of the Federation of State Medical Boards wrote that AI should not be licensed as a practitioner, and that "state medical boards do not regulate machines or tools" (STAT, 3 Aug 2026). An American Medical Association resolution (A-26) opposes boards granting independent licences to AI "providers."
  • Proposals that would license the AI model itself are all federal and need Congress. Bressman et al. in JAMA Internal Medicine (Nov 2025) propose a federal digital licensing board. Bergman, Wachter and Emanuel in JAMA (29 Apr 2026) propose an HHS Office of Clinical AI Oversight (STAT, 11 May 2026). The Healthy Technology Act (H.R. 238) is stuck in committee, and its sponsor Schweikert lost the Arizona governor primary on 21 Jul 2026. The Trump administration's push for AI doctors runs through research funding, the FDA and Medicare, not licensing (nurse.org summary of WaPo, 5 Jun 2026).
  • Outside the US. In the UK, the Solicitors Regulation Authority authorised LawFairy (Feb 2026) "in the same way we authorise any law firm" — a firm, not an AI (IBA). The UK National Commission (10 Sep 2026) says AI should "augment, rather than replace" clinicians (gov.uk). Saudi Arabia's 2025 "Dr. Hua" clinic was a trial in which a human validated every prescription. I found no sign of AI licensing in China, Japan, Korea or India.

Base rate and similar cases

There has never been a case. The closest comparisons all license the operator or the product, never the AI:

  • driverless cars get operator permits;
  • robo-advisers are registered as firms;
  • AI law firms (Garfield, LawFairy) are authorised as firms;
  • autonomous diagnostic AI gets FDA device approval.

Even after years of AI acting fully on its own in these fields, no regulator has made the AI itself the licensed practitioner.

Paths to YES (rough contributions by end-2031)

  1. About 2.5–3%: a US state law creates a licence held by the AI system itself, issued by the medical board or the state's medical licensing authority (e.g., Utah's Division of Professional Licensing), and one is granted.
  2. About 0.5–1%: Congress creates a national body that licenses AI models, and a resolver accepts it as a national licensing body.
  3. About 1.5%: another G20 national body acts, possibly symbolically, in a fast-moving AI world.
  4. About 0.5%: a law licence via a state supreme court, or a borderline record a resolver accepts.

How I read the question: licences held by a company, and licences from new boards separate from the state medical board, count as NO.

Timing

The hazard is near zero in 2026–27: no enabling law exists, and passing a law, writing rules and processing an application takes 1.5–3 years. It rises to about 1.5% a year by 2030–31 as AI capability and political pressure grow. That gives about 0.6% by end-2027, 2.8% by end-2029 and 5.6% by end-2031.

Strongest case against my estimate

AI may become clearly better than doctors by 2028–30, with strong federal and red-state pressure for autonomy and 50 states plus 18 other countries as possible movers. Prominent academics already propose licensing the models themselves. I put this at roughly 10–15% if transformative AI arrives, but the 2–3 years of law-making and rule-writing keep the 2031 total low. In the other direction, my figures may be too high given how consistently regulators license companies rather than AI.

Resolution criteria

Question. By the last day of each quarter, has any US state bar, state medical board, or national licensing body for law, medicine, or accountancy in a G20 country granted a professional licence to an AI system?

Definitions.

  • AI system: an identified computational model or model-driven system, not its developer, operator, owner, or an incorporated firm using it. There is no restriction to covered developers.
  • Professional licence: a legally effective grant of practitioner status authorising the named holder to perform at least one activity reserved by law to licensed lawyers, medical practitioners, or professional accountants. Admission to practice, statutory registration, and practising certificates count regardless of their local title. A restricted, provisional, temporary, or supervised licence counts if the AI system itself is the licensed practitioner; human supervision or shared liability does not disqualify it.
  • Qualifying licensing body: a US state bar or state medical board exercising legally delegated licensing authority, or a statutory or legally recognised professional licensing authority with national jurisdiction in an eligible country. US state supreme court admission orders administered through the state bar count. US state accountancy boards and other subnational bodies do not count. For the United Kingdom, authorities for its constituent legal jurisdictions, including the Solicitors Regulation Authority for England and Wales, count as national bodies. Private credential providers and voluntary professional associations without legal licensing authority do not count.
  • G20 country: Argentina, Australia, Brazil, Canada, China, France, Germany, India, Indonesia, Italy, Japan, Mexico, Russia, Saudi Arabia, South Africa, South Korea, Türkiye, the United Kingdom, or the United States. Membership in the EU or African Union alone does not qualify a country.

Resolves YES if a qualifying body's published register entry, final licensing decision, admission order, or official announcement establishes that an identified AI system is itself the holder of a professional licence. The licence must have been granted and taken legal effect by the quarter-end; an announced future grant or an approval subject to unmet prerequisites is insufficient. Later suspension, expiry, or revocation does not reverse YES.

Exclusions (resolve NO).

  • Licensing an AI-operated law firm, clinic, accounting firm, company, or human professional without separately licensing the AI system itself. In particular, the SRA's authorisation of Garfield.Law Ltd announced on 6 May 2025 is firm authorisation, not a licence granted to the AI system.
  • Regulatory sandboxes, waivers, regulatory mitigation agreements, no-action assurances, and exemptions from licensing requirements that permit AI services without making the AI a licensed practitioner. Utah's Doctronic regulatory mitigation pilot is not, by itself, a professional licence.
  • Medical-device approvals, product certifications, permission to assist a licensed professional, bar or board examination passes, educational qualifications, honorary credentials, applications, proposals, and legislation merely permitting future licensing.
  • Registers using an AI product's name as a firm's trading name, unless the authority explicitly identifies the AI system rather than that firm as the licensed practitioner.
  • No qualifying public record by the quarter-end.

Resolving source. The issuing licensing body's official public register, published decision, or official announcement, or the relevant US state supreme court's admission order, only. These are narrower resolving sources than Public confirmation (A2); developer claims and media reports alone do not qualify. For the identified near-misses, see the SRA's 6 May 2025 announcement and Utah's Doctronic pilot description and regulatory mitigation agreement. Apply the Resolution window and Resolution date (A3): only qualifying publications on or after 2026-09-16 count, and resolution is dated to the qualifying publication, not the underlying licensing action. A later publication must establish an effective grant, not merely repeat an already-public pre-opening licence. For an undated register, use the earliest dated official record or publicly archived capture establishing the qualifying entry within the window.

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