The question is not whether legislation will govern artificial intelligence. It will. The question is who writes it first — and whether it is written by the people most affected, or by the industry most threatened by it.
Active Drafts
- Model Legislation · First Draft — April 2026 Artificial Intelligence Reasoning Integrity Act (AIRIA Act) Prohibits subliminal monetization of AI reasoning outputs in therapeutic, medical, and legal contexts. Establishes disclosure standards, enforcement mechanisms, and a private right of action with statutory damages. The first model legislation to address the reasoning layer as a distinct and regulable commercial medium.
The AIRIA Act — Overview
Artificial Intelligence Reasoning Integrity Act · Draft 1 · April 2026The Artificial Intelligence Reasoning Integrity Act establishes the legal category that does not yet exist: the prohibition on commercial relationships embedded invisibly in AI reasoning outputs delivered in high-stakes contexts — therapy, medicine, and law.
Every prior wave of advertising regulation assumed a separation between the commercial message and the medium. A banner ad is distinct from the article beside it. A television commercial is a break in the programming. The FCC's 1974 declaration that subliminal advertising was "contrary to the public interest" — the only existing federal statement on the practice — has no enforcement mechanism, no definitional standard, and has been applied fewer than twice in fifty years. It was not designed for synthesis.
AI reasoning synthesis is not advertising. It does not append a message to content. It produces a unified output that presents itself as the answer. A commercial relationship embedded in that output is invisible by construction — not by mistake, but by the nature of what synthesis is. The AIRIA Act treats this as a distinct legal category and regulates it as such.
The old model sold access to audiences. The reasoning layer sells access to individuals — fully characterized, at the moment of maximum vulnerability, through the voice they trust most. That is not a refinement of advertising. It requires its own law.
Key Provisions
Categorical prohibition in high-stakes contexts
No reasoning layer monetization permitted in any AI system functioning as a therapeutic, medical, or legal advisor. Absolute. No disclosure exception. No safe harbor for "non-material" relationships. Prohibition on use of intimate data for real-time targeting. Prohibition on structural evasion — including contractual workarounds and architectural designs intended to obscure commercial relationships.
Contemporaneous, plain-language disclosure
For AI systems outside the categorical prohibition, commercial relationships must be disclosed at the moment of the interaction — not buried in terms of service. Disclosure must identify the commercial relationship, the category of products or services involved, and whether the user's data was used in targeting. Format standards set by the FTC.
FTC primary, FDA concurrent, state floor
FTC holds primary enforcement authority. FDA holds concurrent authority for medical AI applications. State attorneys general may bring independent actions — the Act establishes a floor, not a ceiling. Civil penalties: $50,000 per violation or $250,000 / 4% of annual revenue for systematic violations. Criminal penalties for willful violations in high-stakes contexts: up to $1,000,000 and 10 years.
$10,000 statutory damages per violation
Any person harmed by a violation may bring a civil action. Statutory damages of $10,000 per violation regardless of demonstrated financial harm — calibrated to make enforcement economically rational at the individual level. Class actions expressly authorized. Four-year statute of limitations. No waiver by contract: arbitration clauses, terms of service waivers, and clickthrough agreements cannot eliminate this right.
Annual independent audits and whistleblower protections
Covered AI systems subject to mandatory annual independent audits. Audit standards set by FTC within 180 days of enactment. Results submitted to FTC and made publicly available. Whistleblower protections for employees who report violations — including protections against retaliation, NDAs that prohibit reporting, and confidentiality agreements invoked to conceal violations.
Research, education, and open-source carve-outs
Academic research with IRB oversight. Educational institutions operating non-commercial AI programs. Open-source systems with no commercial deployment. Internal business use where no consumer interaction occurs. Safe harbors are narrow and explicit — they do not extend to systems that carry commercial relationships regardless of stated purpose.
Why This Legislation
The AIRIA Act originates from a specific argument: that the AI reasoning layer is not a distribution channel and cannot be regulated as one. When a company buys a search result or a banner ad, the commercial relationship is visible by design — a labeled interruption in a medium that exists independently of the advertiser. When a company buys influence over an AI synthesis output, the relationship is invisible by construction. The synthesis is the answer. There is no label to attach, no "sponsored" tag to place on a paragraph of reasoning.
The harm this creates is not legible in the way prior harms were legible. It does not leave bodies. It leaves people who received advice they trusted, made decisions that felt like their own, and have no mechanism to reconstruct what they were not told. The corrective mechanism for every prior consumer protection failure — the Sinclair who could point to the thing and say, look at what is in here — has no equivalent when the thing being pointed at is the reasoning itself.
The AIRIA Act is designed to establish the floor before the commercial infrastructure that would oppose it is fully built. Model legislation: available now, intended for introduction at the federal level and in states that choose to move ahead of federal action.
Full Text
The full draft text of the AIRIA Act — including all twelve sections, definitions, findings, and statutory language — is available for review, adaptation, and advocacy use. Contact Logientia at logientia@gmail.com or find the accompanying article, The Reasoning Layer, at Synaptient.com.