TRAIGA Penalties and Enforcement: What Happens When You Violate Texas AI Law

Every compliance conversation starts with the same question: what happens if we don't comply? Under TRAIGA, the answer is precise — up to $200,000 per violation, enforced exclusively by the Texas Attorney General. No private right of action. No class action exposure. One enforcement body, one penalty structure, one cure mechanism.

That simplicity is both a relief and a risk. Here's why.

TRAIGA Penalty Structure

TRAIGA imposes civil penalties — not criminal — for violations of its prohibited practices and compliance requirements:

• Up to $200,000 per violation. Each prohibited practice violation, each undisclosed AI use, each failure to comply with a cure notice is a separate violation.
• Per-violation stacking. If a single AI system commits the same prohibited practice across 100 consumer interactions, that's potentially 100 separate violations. The math gets severe fast.
• Injunctive relief. The AG can also seek court orders to stop the violating AI system from operating in Texas entirely — which for some businesses is equivalent to a shutdown.
• Attorney's fees and costs. The state can recover investigation and litigation costs on top of penalties.

Who Enforces TRAIGA?

The Texas Attorney General's Office is the sole enforcement authority. This is a significant design choice:

• No private right of action. Individual consumers cannot sue you for TRAIGA violations. This eliminates class action risk — a major difference from other state regulations like the TDPSA.
• AG investigative authority. The AG can issue civil investigative demands (CIDs), subpoena documents, and compel testimony related to suspected violations.
• Consumer complaints as triggers. While consumers can't sue, consumer complaints to the AG's office are the most common trigger for investigations. A pattern of complaints gets attention.
• Inter-agency referrals. DIR (Department of Information Resources) can refer government agency compliance failures to the AG for enforcement.

What Triggers an AG Investigation?

The AG's office has finite resources. They prioritize cases based on:

• Consumer complaint volume. Multiple complaints about the same company or system pattern.
• Public reporting. Media coverage of AI harms involving Texas consumers, especially in healthcare, employment, or housing decisions.
• Whistleblower tips. Internal reports from employees about prohibited AI practices.
• Visible absence of compliance. Companies with no AI inventory, no governance documentation, and no NIST alignment are higher-priority targets than those with demonstrable compliance efforts.
• Cross-state coordination. AG offices increasingly share intelligence on AI deployers. A violation flagged in another state can trigger Texas scrutiny.

The 60-Day Cure Period: Your Protection

TRAIGA provides a 60-day cure period after AG notification. This is your most valuable statutory protection:

1. AG sends formal notice of the alleged violation
2. You have 60 calendar days to cure the violation and demonstrate good-faith remediation
3. If the AG accepts the cure, the matter closes without penalties
4. If the cure is rejected or not attempted, full enforcement proceeds

The cure period only works if you can actually execute within 60 days. Organizations without pre-existing compliance infrastructure typically burn 30+ days just understanding what AI systems they have. By then, the window is half gone.

The NIST Affirmative Defense

Separate from the cure period, TRAIGA Section 546.103 provides an affirmative defense for organizations that can demonstrate compliance with the NIST AI Risk Management Framework. This defense can be raised at any point — before, during, or after an investigation.

The combination of NIST alignment + cure readiness creates a two-layer protection:

• Layer 1 (deterrence): Visible NIST compliance makes you a lower-priority enforcement target
• Layer 2 (response): If investigated, the affirmative defense provides a statutory shield
• Layer 3 (cure): If the defense doesn't apply, the 60-day cure period provides a final remediation window

Penalty Mitigation Factors

Even when penalties are imposed, the AG considers mitigation factors:

• Good faith compliance efforts. Documented NIST alignment, regular screenings, and governance policies reduce penalty severity.
• Speed of remediation. Fast, proactive response to identified issues demonstrates good faith.
• Cooperation with investigation. Responsive, transparent engagement with the AG's office matters.
• Scope of harm. Violations affecting fewer consumers or involving less sensitive decisions typically result in lower penalties.
• History. First-time violations with documented compliance efforts are treated differently than repeat violations with no compliance infrastructure.

The Real Cost Isn't the Fine

The $200,000 per-violation penalty gets headlines, but the real costs of non-compliance are broader:

• Procurement disqualification. Texas state agencies increasingly require TRAIGA compliance documentation in RFPs. A violation on record eliminates you from government contracts.
• Insurance premium increases. Cyber and E&O carriers are beginning to underwrite AI compliance risk. Violations increase premiums or trigger exclusions.
• Reputational damage. AG enforcement actions are public record. Enterprise customers conducting vendor due diligence will find them.
• Operational disruption. An injunction that forces you to disable an AI system can be more costly than any fine.

The math is straightforward: the cost of building compliance infrastructure is a fraction of a single violation. TXAIMS gives you the screening, NIST alignment, evidence bundles, and cure readiness that make enforcement the scenario you're prepared for — not the one that catches you off guard.

Related Resources

• TRAIGA Is Already In Effect — the law is live, penalties are enforceable now
• The 60-Day Cure Period Playbook — your response window after AG notice
• NIST AI RMF: Your Affirmative Defense — the statutory shield against penalties
• Evidence Bundles — documentation that reduces penalty severity
• ROI of AI Risk Management — the full cost-benefit analysis
• The Complete Guide to TRAIGA — Section 7 covers enforcement in full