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Compliance Guides

AI Transparency and Disclosure Requirements: A State-by-State Breakdown

AI Laws by State Research Team April 16, 2026 9 min read

Across the United States, state legislatures have enacted a growing body of laws requiring businesses to disclose when—and sometimes how—they are using artificial intelligence. These disclosure requirements vary significantly by context: disclosing that a chatbot is AI is different from disclosing that a hiring tool uses AI, which is different again from disclosing the training data composition of a generative model.

This breakdown organizes AI transparency and disclosure requirements by category, covering the most consequential laws in effect or taking effect through 2026.

Searching for the AI Transparency Act? It is explained on its own page: the AI Transparency Act, federal vs state. For filtering disclosure laws by state, use the AI disclosure law tracker.

Legal Disclaimer: This article is for informational purposes only and does not constitute legal advice. Consult a qualified attorney for guidance specific to your situation.

Category 1: Training Data Transparency

California AB 2013 (Effective January 1, 2026)

California's Generative AI Training Data Transparency Act (AB 2013) requires developers of publicly available generative AI systems to publish a high-level summary of their training data on their website. Required disclosures include sources and ownership of training datasets; data volume (as a range or estimate); whether datasets include copyrighted, trademarked, or patented materials; whether datasets contain CCPA-defined personal information; and whether AI-generated (synthetic) data was used in training.

AB 2013 applies to any developer that designs, codes, produces, or substantially modifies a generative AI system for public use in California, covering systems first released or substantially updated on or after January 1, 2022. Exemptions apply for cybersecurity, national security, and aircraft operations. The law does not specify an enforcement agency or penalty amounts. See our AB 2013 page.

California SB 942, as Amended: AI Provenance Disclosures (In Effect Since August 2, 2026)

California's California AI Transparency Act (SB 942) goes further than training-data disclosure: it requires anyone who produces a generative AI system publicly accessible in California to embed latent provenance disclosures, to the extent technically feasible, in AI-generated or AI-altered images, video, and audio, and to offer a free disclosure verification tool so anyone can check whether specific content came from that system. AB 853 delayed the operative date from January 1, 2026 to August 2, 2026 and added platform duties from 2027. SB 1000, an urgency law effective September 30, 2026, removed the original threshold of over 1 million monthly users and the visible-label option. Each violation carries $5,000, and each day is a separate violation. For the full compliance guide, see our California AI Transparency Act (SB 942) explainer.

Category 2: Consumer Disclosure When AI Makes Consequential Decisions

Colorado SB 26-189 (Applies January 1, 2027)

Colorado's original AI Act (SB 24-205) became operative June 30, 2026; SB 26-189, signed May 14, 2026, repeals and replaces it effective January 1, 2027. From that date, deployers of automated decision-making technology must give consumers clear notice before it is used in a consequential decision and, within 30 days of an adverse outcome, a plain-language explanation plus the opportunity to correct personal data and request meaningful human review. This applies to consequential decisions in education, employment, housing, financial or lending services, insurance, health care, and essential government services. The Colorado Attorney General enforces it under the Colorado Consumer Protection Act. See our Colorado AI law tracker.

Category 3: Chatbot and Bot Disclosure Laws

California B.O.T. Disclosure Act (Business and Professions Code §17940)

California prohibits any person from using a bot to communicate or interact with another person online with the intent to mislead the other person about its artificial identity, in a commercial transaction or to influence a vote. The law requires disclosure that the communicating party is a bot. It does not apply to content that clearly indicates it is generated by AI through its form or context.

Texas SB 2096 (Bot Disclosure in Political Communications)

Texas prohibits knowingly deploying a bot to interact with people online for political advertising or to influence an election without disclosing the bot's artificial nature. Civil and criminal penalties apply to intentional violations.

Colorado SB 205 (Website Disclosures)

Beyond individual decision notices, Colorado's AI Act requires deployers to maintain publicly accessible website disclosures describing their use of high-risk AI systems and their risk management practices.

Category 4: AI Disclosure in Hiring

Illinois AIVIA (Effective January 1, 2020)

Before conducting an AI-analyzed video interview, Illinois employers must notify applicants that AI will analyze their video; explain how the AI works and what characteristics it assesses; and obtain written consent. See our Illinois AIVIA page.

NYC Local Law 144 (In Effect Since July 2023)

Employers must provide candidates with at least 10 business days' notice before using an AEDT, including information about what qualifications the tool assesses and what data it uses. See our NYC Local Law 144 page.

Category 5: Healthcare AI Disclosure

California AB 3030 (effective January 1, 2025) requires licensed healthcare providers to disclose when generative AI was used to create patient communications, unless the content was substantially reviewed and modified by a licensed professional. California AB 2905 requires operators of AI companion chatbots to clearly disclose the AI identity of the system at the start of each session and at defined intervals. See our AI in healthcare page.

State-by-State Disclosure Requirement Summary

StateLawDisclosure TypeEffective Date
CaliforniaAB 2013AI training data (GenAI developers)Jan 1, 2026
CaliforniaB.O.T. Act (§17940)Bot identity in commercial/political communicationsIn effect
CaliforniaAB 3030GenAI use in patient communicationsJan 1, 2025
CaliforniaAB 2905AI companion chatbot identityIn effect 2025
ColoradoSB 26-189 (replaces SB 24-205 on Jan. 1, 2027)Pre-use consumer notice; adverse-outcome explanationJanuary 1, 2027
IllinoisAIVIA (820 ILCS 42)AI video interview analysis; consentIn effect (Jan 2020)
New York CityLocal Law 144AEDT use in hiring; bias audit resultsIn effect (July 2023)
TexasSB 2096Bot identity in political communicationsIn effect

Common Compliance Pitfalls

1. Treating "AI" and "bot" disclosure as interchangeable

Bot disclosure laws (like California's B.O.T. Act) apply to automated account-based online interactions. AI disclosure laws (like Colorado SB 205) apply whenever AI materially influences a consequential decision. You may be subject to both, neither, or just one, depending on your use case.

2. Assuming disclosure is sufficient when consent is required

Illinois AIVIA requires both disclosure and affirmative consent before an AI video interview. Notice alone does not satisfy consent requirements. Your HR software must capture and record consent before the interview process begins.

3. Failing to update disclosures when systems change

California AB 2013 requires updated training data disclosures whenever a generative AI system is substantially modified. Colorado SB 205 requires new impact assessments within 90 days of intentional, substantial changes. Static disclosures become noncompliant as systems evolve.

4. Assuming third-party vendor compliance is sufficient

Deployers remain responsible for disclosure obligations even when using third-party AI tools. Your vendor's disclosures to you are separate from your disclosure obligations to consumers. Review vendor contracts to confirm what documentation they provide.

For an interactive map of AI disclosure requirements by state, visit our AI disclosure requirements tracker.


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This article is for informational purposes only and does not constitute legal advice. Consult a qualified attorney for guidance specific to your situation.

AI disclosure laws are expanding every legislative session. AI Laws by State tracks 353 AI transparency bills across 48 states, with effective dates and affected industries updated as they are enacted.

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Sources & References

All claims are sourced from primary government, academic, and standards-body materials. Found something we got wrong? Submit a correction.

  1. National Conference of State Legislatures — Artificial Intelligence in the States — nonpartisan aggregator of state AI legislation
  2. NIST AI Risk Management Framework (AI RMF 1.0) — federal standard referenced by many state AI laws
  3. Federal Trade Commission — AI and Consumer Protection — federal consumer protection guidance on AI disclosures
  4. LegiScan — Bill Tracking and Aggregation — nonpartisan legislative tracking database
  5. Congress.gov — federal legislation and committee reports — official federal legislative information

See our methodology for how we source, verify, and update this content.