AI compliance answer

What are the Texas TRAIGA private sector AI obligations?

Freshness
Last verified: June 1, 2026
Coverage
State-specific guidance
Jurisdictions
TX
Referenced records
1

Direct answer

TRAIGA (HB-149, effective January 1, 2026) is prohibition-based, not an affirmative-obligation regime like Colorado's. Private-sector businesses operating in Texas may not deploy AI that incites harm, intentionally discriminates against protected classes, or infringes constitutional rights. Biometric identification and social-scoring bans apply to government entities only. There is no risk-assessment, governance-policy, or recordkeeping mandate. Enforcement is exclusive to the Attorney General, with no private right of action.

Texas HB-149 (the Texas Responsible Artificial Intelligence Governance Act, or TRAIGA) — effective January 1, 2026 — is structured as a prohibition-based statute, not an affirmative-obligation regime like Colorado's AI Act. Private-sector businesses that promote, advertise, or conduct business in Texas, produce products or services for Texas residents, or develop/deploy AI systems in the state are prohibited from: (1) using AI designed to incite self-harm, harm to others, or criminal activity (behavioral manipulation); (2) intentionally deploying AI to discriminate against protected classes (disparate impact alone is insufficient to prove intent); and (3) using AI to infringe constitutional rights or target individuals based on constitutionally protected characteristics. Two further TRAIGA prohibitions — biometric identification from publicly available sources, and social scoring — apply to government entities only; for private-sector employers, biometric consent for AI tools is governed by Texas's CUBI statute (Tex. Bus. & Com. Code §503.001), not TRAIGA. TRAIGA's consumer-disclosure duty (telling a person they are interacting with AI) applies to government agencies; healthcare-provider AI disclosure to patients is governed separately by SB 1188, not TRAIGA. There is no statewide mandate for risk assessments, governance policies, or high-impact-system recordkeeping. Enforcement is exclusive to the Texas Attorney General; no private right of action. A 36-month regulatory sandbox allows approved companies to test AI systems with certain requirements waived.

Scope

Explains TRAIGA's (HB-149) prohibition-based structure for private-sector entities — the behavioral-manipulation, intentional-discrimination, and constitutional-rights bans — and clarifies which prohibitions are government-only. Biometric consent (CUBI) and hiring-specific application have their own answers. It does not address Colorado's affirmative-obligation regime except by contrast.

Operational implication

TRAIGA imposes no affirmative paperwork, but the intentional-discrimination bar makes documentation the defense. If an employer knows an AI produces skewed outcomes and keeps using it, intent becomes arguable. Maintain bias-testing records, NIST AI RMF alignment (a statutory safe harbor), and human-review logs so prohibited-practice exposure stays demonstrably absent.

Applicable Regulations

HB-149

Texas Responsible Artificial Intelligence Governance Act (TRAIGA)

enacted

Signed June 22, 2025; effective January 1, 2026. TRAIGA is Texas's primary comprehensive AI governance law from the 89th Legislature. It establishes prohibited AI practices applying to all entities that promote, advertise, or conduct business in Texas, produce products or services for Texas residents, or develop/deploy AI systems in the state. Key prohibitions cover behavioral manipulation (inciting self-harm, violence, or criminal activity), government social scoring, unlawful discrimination, government biometric identification from public sources without consent, and constitutional rights infringement via AI. Government agencies must disclose to consumers when they are interacting with an AI system, using clear and conspicuous language free of dark patterns; healthcare-provider AI disclosure to patients is governed separately by Texas SB 1188. Enforcement is exclusively by the Texas Attorney General; no private right of action exists. A 36-month regulatory sandbox program allows companies to test AI systems with certain requirements waived. The law also establishes the Texas Artificial Intelligence Council (seven members) to advise on ethical, privacy, and public safety implications — though the Council cannot adopt binding rules.

Key Requirements

Prohibition on Behavioral Manipulation Cannot develop or deploy AI systems intentionally designed to incite or encourage a person to commit physical self-harm (including suicide), harm another person, or engage in criminal activity
Government Social Scoring Ban Government entities cannot use AI to assign detrimental categorical scores to individuals based on their behavior or personal characteristics
Biometric Identification Prohibition (Government Entities) Government entities cannot use AI with publicly available images or data to uniquely identify individuals via biometric identifiers without consent (law enforcement and fraud prevention excepted). This prohibition does not apply to private-sector employers; their biometric consent obligations for AI tools — such as video-interview face or voice capture — are governed by Texas's CUBI statute (Tex. Bus. & Com. Code §503.001), which TRAIGA amended effective January 1, 2026
Unlawful Discrimination Prohibition Cannot intentionally deploy AI to discriminate against protected classes under state and federal law; note that disparate impact alone is insufficient to prove intent
Constitutional Rights Protection Cannot develop or deploy AI systems designed to infringe constitutional rights or target individuals based on constitutionally protected characteristics
AI Interaction Disclosure Government agencies must disclose to consumers, before or at the time of interaction, that they are interacting with an AI system; disclosures must be clear and conspicuous with no dark patterns. Healthcare-provider AI disclosure to patients is governed separately by Texas SB 1188 (effective September 1, 2025), not by TRAIGA
Effective: 2026-01-01 Penalties: Civil penalties enforced exclusively by the Texas Attorney General. Curable violations: up to $12,000 per violation. Uncurable violations: up to $200,000 per violation. Continuing violations: up to $40,000 per day. A 60-day written cure period is provided before enforcement action for curable violations. State agencies may also impose additional sanctions including license suspension or revocation up to $100,000.

Where this lands operationally

Gridex turns the compliance or coverage question into operated workflow controls: intake, review points, audit trails, and the places a person stays in the decision.