Effective: January 1, 2026

Texas TRAIGA — AI Compliance Before January 2026

Q: Does TRAIGA apply if my company is based outside Texas?

Yes. TRAIGA applies based on where AI decisions have effect — not where the company is headquartered. If your AI system makes or substantially influences decisions about Texas residents, you are in scope regardless of your organization's location.

Q: What is the NIST AI RMF safe harbor and how do I qualify?

Organizations that implement risk management practices aligned with the NIST AI Risk Management Framework can assert an affirmative defense against TRAIGA enforcement. This requires documented adoption of the NIST AI RMF's four core functions: Govern, Map, Measure, and Manage. The documentation must demonstrate genuine implementation, not merely nominal adoption.

Q: What are the "high-risk AI" categories under TRAIGA?

TRAIGA focuses on AI systems making consequential decisions in employment, credit, insurance, healthcare, housing, and education. Systems that provide recommendations or scoring inputs into human decision-making in these domains may also qualify depending on the degree of AI influence on the outcome.

Q: How much time do I have to fix a violation before penalties apply?

TRAIGA provides a 60-day cure period after the AG issues notice of a violation. During that window, you can implement remediation. If the violation is cured and the AG confirms satisfaction, penalties may be waived for first-time violations. Repeat or willful violations do not receive the same treatment.

The Texas Responsible AI Governance Act takes effect January 1, 2026. Any business developing or deploying AI that affects Texas residents must meet documentation, oversight, and transparency obligations — or face penalties reaching $200,000 per violation.

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Texas TRAIGA: what businesses need to know

TRAIGA — Texas Responsible AI Governance Act

TRAIGA establishes a governance framework for high-risk artificial intelligence systems used in Texas or that materially affect Texas residents. The law requires developers and deployers to maintain documented risk management practices, implement human oversight mechanisms, and provide transparency to individuals subject to AI-influenced decisions. The Texas Attorney General enforces the law beginning January 1, 2026.

Scope: who is covered

TRAIGA applies to any person or entity that develops or deploys a high-risk AI system and either operates in Texas, contracts with Texas-based entities, or serves Texas consumers. There is no minimum revenue or employee threshold — the law can apply to startups and enterprises alike if their AI systems affect covered decision categories.

NIST AI RMF safe harbor

Texas provides an affirmative defense for organizations that have implemented risk management practices substantially aligned with the NIST AI Risk Management Framework. This is a meaningful compliance pathway: organizations that document their AI governance using the NIST AI RMF's Govern, Map, Measure, and Manage functions may invoke the safe harbor in enforcement proceedings.

Penalties and cure period

Violations carry civil penalties of $10,000 to $200,000 per violation. Continuing violations accrue $40,000 per day. There is a 60-day cure period, during which a violating party can remediate before penalties are assessed. The AG can also seek injunctive relief and restitution for affected consumers.

Frequently asked questions

Does TRAIGA apply if my company is based outside Texas?

What is the NIST AI RMF safe harbor and how do I qualify?

What are the "high-risk AI" categories under TRAIGA?

How much time do I have to fix a violation before penalties apply?

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