Texas AI Act (TRAIGA) Compliance 2026: What Businesses Need to Know
Texas now has its own AI law — and it takes a very different approach from Colorado and the EU. The Texas Responsible Artificial Intelligence Governance Act (TRAIGA) takes effect January 1, 2026. It's narrower, intent-based, and comes with a cure period and a regulatory sandbox. Here's exactly what it bans, who enforces it, and how to stay clear.
A Different Philosophy From Colorado and the EU
If you've been bracing for another Colorado-style compliance burden, TRAIGA will surprise you. Texas deliberately chose a lighter, intent-based model. Instead of requiring private businesses to produce impact assessments and risk-management documentation for every "high-risk" system, TRAIGA prohibits a defined set of intentional harms and leaves most ordinary AI use alone.
The practical effect: most companies won't need a heavy paperwork program to comply with TRAIGA, but they must make sure they are not building or deploying AI for any of the prohibited purposes — and they should be aware that a discriminatory outcome alone is treated differently here than under Colorado's disparate-impact-style framing.
Who TRAIGA Covers
TRAIGA reaches persons and businesses that:
- Promote, advertise, or conduct business in Texas, or
- Produce a product or service used by Texas residents, and
- Develop or deploy an AI system in the course of that activity.
As with Colorado and the EU AI Act, you don't have to be based in Texas. If Texas residents use your AI-powered product, you're in scope.
What TRAIGA Prohibits
The core of TRAIGA is a list of prohibited intentional uses. These apply to private actors:
Intentional Unlawful Discrimination
PROHIBITEDDeveloping or deploying an AI system with the intent to unlawfully discriminate against a protected class in violation of state or federal law. Note the intent requirement — TRAIGA states that a disparate impact alone is not, by itself, sufficient to show intent to discriminate. This is a meaningful contrast with disparate-impact litigation.
Behavioral Manipulation Toward Harm
PROHIBITEDDeveloping or deploying AI with the sole intent of inciting or encouraging a person to commit physical self-harm (including suicide), to harm another person, or to engage in criminal activity.
Manipulation That Subverts Informed Choice
PROHIBITEDAI intentionally designed to manipulate human behavior to circumvent a person's informed decision-making in a way that causes harm — the manipulative/'dark pattern' style use case.
Unlawful Content & Deepfakes
PROHIBITEDUsing AI to produce certain unlawful content, including child sexual abuse material and unlawful non-consensual intimate deepfake imagery.
Government Social Scoring & Biometric Surveillance
RESTRICTED (GOV)Government entities are barred from using AI for social scoring and from certain uses of biometric identification and surveillance that capture data without consent in violation of constitutional or statutory rights. Primarily a public-sector restriction, but relevant to vendors selling to Texas government.
Biometric Data: A Real Compliance Point
TRAIGA also touches biometric identifiers. It clarifies and tightens how AI training and deployment can use biometric data, generally requiring consent for capturing biometric identifiers for commercial purposes — echoing Illinois' BIPA approach within Texas's existing biometric statute. If your AI uses facial geometry, voiceprints, or other biometric identifiers of Texas residents, treat consent and disclosure as mandatory.
Enforcement, Cure Period, and Penalties
TRAIGA is enforced exclusively by the Texas Attorney General. There is no private right of action — individuals cannot sue you directly under TRAIGA. The enforcement flow is designed to give businesses a chance to fix problems:
- The AG issues notice of an alleged violation.
- You get a 60-day cure period to fix it before penalties attach.
- Curable violations carry civil penalties in roughly the $10,000–$12,000 range; uncurable violations are higher, with substantial daily penalties for ongoing violations.
The cure period is a genuine business-friendly feature — but don't rely on it as a strategy. Some violations (like producing unlawful content) are not the kind regulators treat leniently.
The Safe Harbor: Texas's AI Regulatory Sandbox
TRAIGA establishes an AI regulatory sandbox program that lets approved participants test innovative AI systems for a limited period with certain regulatory relief and reporting obligations. Participating in good faith in the sandbox — and following recognized risk frameworks like the NIST AI Risk Management Framework — can support a defense and reduce exposure. For companies doing genuinely novel AI work in Texas, the sandbox is worth exploring.
TRAIGA Compliance Checklist
Because TRAIGA is intent-based, your goal is to demonstrate you are not building or deploying AI for any prohibited purpose — and to handle biometric data correctly.
Stay ahead of the state-by-state AI patchwork
Texas, Colorado, the EU — the rules differ by jurisdiction and they're multiplying. RatedWithAI helps teams track accessibility and compliance signals across their properties so you catch issues early. Start with a free scan.
Scan Your Site for Free →Frequently Asked Questions
When does TRAIGA take effect?
January 1, 2026. From that date, the prohibited-use rules apply to anyone developing or deploying AI used by Texas residents or doing business in Texas.
Does TRAIGA require impact assessments like the Colorado AI Act?
No — not for private businesses in the way Colorado does. TRAIGA is intent-based and prohibits specific harmful uses rather than mandating routine documentation and impact assessments for all high-risk AI. That makes its day-to-day compliance burden lighter for most companies.
Is a discriminatory outcome enough to violate TRAIGA?
TRAIGA targets intentional unlawful discrimination, and it provides that a disparate impact by itself is not sufficient to establish the required intent. That's a notable contrast with federal disparate-impact theory and Colorado's framework — though those other laws still apply independently.
Can individuals sue under TRAIGA?
No. There is no private right of action. Only the Texas Attorney General can enforce TRAIGA, and the AG must provide notice and a 60-day cure period before civil penalties apply for curable violations.
What is the Texas AI sandbox?
A regulatory sandbox program that lets approved companies test innovative AI systems for a limited time with certain regulatory relief and reporting requirements. Good-faith participation, plus adopting frameworks like the NIST AI RMF, can support a safe-harbor defense.