Texas TRAIGA (HB 149) AI Law 2026: Compliance Guide for Businesses
Texas joined the growing list of states directly regulating AI with the Responsible AI Governance Act, effective January 1, 2026. It's narrower than the EU AI Act but broader than most state employment-only rules — covering prohibited uses, consequential decisions, and government AI restrictions in one statute.
What TRAIGA Actually Regulates
Rather than sorting AI systems into risk tiers the way the EU AI Act does, TRAIGA takes a prohibited-use approach: it names specific harmful applications of AI and bans them outright, then layers on narrower disclosure and non-discrimination obligations for AI used in decisions that meaningfully affect a person. That makes the compliance question less "which tier am I in" and more "does anything we do with AI touch one of these named categories."
Prohibited AI Uses Under TRAIGA
Intent to Incite Self-Harm
PROHIBITEDAI systems developed or deployed with the intent to incite a person to commit suicide or self-harm.
Unlawful Discrimination
PROHIBITEDAI used with intent to unlawfully discriminate against a protected class in violation of state or federal law.
CSAM & Unlawful Deepfakes
PROHIBITEDAI used to produce child sexual abuse material or unlawful deepfake content of real individuals.
Government Social Scoring
RESTRICTED (GOV)State agencies using AI to assign a social credit score to a resident, or biometric identification without consent in most cases.
Intent Is the Hinge — But Don't Rely on It
Several of TRAIGA's core prohibitions are framed around intent to cause a harmful outcome, which is a narrower standard than a strict-liability or disparate-impact test. In practice, that means the businesses most exposed aren't ones that accidentally produce a biased outcome despite good-faith efforts — it's businesses that can't demonstrate they took the question seriously at all. An intent standard raises the enforcement bar; it doesn't eliminate the incentive to test for discriminatory effect and document that you did, since the absence of any testing record is itself evidence used against a company's good-faith defense.
Enforcement: AG-Only, With a Cure Period
TRAIGA is enforced exclusively by the Texas Attorney General — there is no private right of action, which sets it apart from some other state AI and privacy statutes. The law also includes a right-to-cure provision: a business generally receives notice of an alleged violation and a window to correct it before civil penalties apply. That structure rewards companies that respond quickly and substantively to an AG inquiry rather than treating a first notice as a low-stakes formality.
TRAIGA Compliance Checklist
Inventory AI Against the Prohibited-Use List
Check every AI feature — chatbots, content generation, biometric tools, decision-support systems — against TRAIGA's named prohibited uses, not just your general risk framework.
Document Discriminatory-Effect Testing
Even though TRAIGA's discrimination prohibition is intent-based, run and retain disparate-impact testing on consequential AI decisions. It's your best evidence of good faith if the AG comes asking.
Review Biometric and Government-Facing AI Separately
If you sell AI to Texas state agencies or handle biometric identification, review the government-use restrictions specifically — they're stricter than the private-sector rules.
Build a Fast AG-Inquiry Response Process
Since TRAIGA offers a cure period, have an internal process ready to investigate and remediate quickly if you receive a notice — the cure window is an opportunity, not a guarantee.
Track How TRAIGA Interacts With Other State Laws
If you operate beyond Texas, layer TRAIGA's prohibited-use rules alongside Colorado's AI Act, Illinois HB 3773, and NYC Local Law 144 rather than assuming compliance with one satisfies the others.
Frequently Asked Questions
Does TRAIGA apply to companies outside Texas?
TRAIGA generally applies based on whether AI is developed or deployed in a way that affects Texas residents, similar to how other state consumer-protection statutes reach out-of-state businesses serving in-state consumers. A company without a Texas office can still fall within scope if its AI product is used by or affects people in Texas.
Can a consumer sue us directly under TRAIGA?
No. TRAIGA does not create a private right of action — enforcement runs exclusively through the Texas Attorney General. That doesn't eliminate legal risk entirely, since the same underlying conduct could still expose a business to claims under other statutes such as existing anti-discrimination or consumer-protection laws.
Does the right-to-cure period apply to every violation?
The cure provision is a general feature of TRAIGA's enforcement structure, but businesses shouldn't assume every scenario qualifies for the same treatment or timeline. Confirm the specific notice and cure terms that apply to your situation rather than treating the cure period as unconditional.
How does TRAIGA compare to Colorado's AI Act?
Colorado's AI Act uses a risk-based framework closer to the EU AI Act, with specific obligations for developers and deployers of high-risk AI systems used in consequential decisions. TRAIGA instead focuses on a prohibited-use list plus narrower consequential-decision and government-use provisions, making it a lighter-touch but still real compliance obligation for businesses operating in Texas.
Check Your AI Against Texas's Prohibited-Use List
TRAIGA rewards businesses that can show they took discrimination and harm risks seriously before an AG inquiry ever arrives. A documented testing and review process is the difference between a cure-period fix and a harder enforcement conversation.
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