Austin, TX
AI governance in Austin
Intent-based rules, and no city overlay
Austin’s weight, for this work, sits in technology, healthcare, state government, and professional services. A private technology deployment is under an intent statute. A state agency has duties a private company does not. A clinic or a payer is also under healthcare statutes that are not TRAIGA.
TrustEdge serves organizations in Austin and across Texas, with engineers and assessors on-site for the work. AI Academy and agent engagements are delivered nationally.
The pressure
What Austin organizations are actually dealing with
TRAIGA has been in force since January 1, 2026. It prohibits a short list of intentional uses, it does not impose a general disclosure duty on private employers, and it preempts city AI ordinances. Healthcare buyers answer to SB 1188 and SB 815, in force since September 1, 2025. Disparate impact alone does not demonstrate intent.
Sectors we serve here
- Technology
- Healthcare
- State government
- Professional services
Three buyers, and Texas wrote three files
Austin’s mix, at the level this page will use, is technology, healthcare, state government, and professional services. Those buyers do not share one Texas AI problem. Our Texas regulation page says to separate the analysis into three buckets before anything else: TRAIGA’s prohibited uses, the government-entity provisions, and the healthcare statutes. Most organizations have real obligations in exactly one of the three. A private technology deployment is usually in the first. A state agency is in the second. A practitioner or a payer is in the third, and the third is not TRAIGA.
The page does not identify a firm, an agency, or an individual. TrustEdge serves organizations in Austin and across Texas, on-site with the teams that operate the systems.
The statute asks what you intended
The Texas Responsible Artificial Intelligence Governance Act, HB 149, was signed June 22, 2025 and took effect January 1, 2026 as Chapter 552 of the Business & Commerce Code. It has been in force since that date. Our Texas regulation page’s overview states the design in one sentence: instead of regulating high-risk systems through duties of care and impact assessments, TRAIGA prohibits a short list of uses and requires proof of intent for nearly all of them. The Attorney General enforces it alone, after a mandatory 60-day cure period, and there is no private right of action.
Section 552.055 bars developing or deploying an AI system with the sole intent that it infringe, restrict, or otherwise impair constitutional rights. Section 552.056 bars developing or deploying AI with the intent to unlawfully discriminate against a protected class, and states expressly that disparate impact alone is not sufficient to demonstrate that intent. Section 552.052 reaches systems that intentionally aim to incite or encourage self-harm, suicide, harm to others, or criminal activity. Section 552.057 reaches systems developed with the sole intent of producing child pornography or unlawful deepfakes. Every one of these is a mental-state test. A system that produces a discriminatory outcome, without more, does not violate TRAIGA.
The Act reaches persons and entities that promote, advertise, or conduct business in Texas, that produce products or services used by Texas residents, or that develop or deploy AI systems in Texas. Developers and deployers are both covered. Government entities carry additional obligations that private entities do not. The Act does not reach an AI system that has not been deployed. Insurers subject to Texas unfair-discrimination statutes are excluded from the discrimination prohibition.
Enforcement is the Texas Attorney General, exclusive, except for state agency licensing actions. The Attorney General must give written notice identifying the alleged violation. The recipient then has 60 days to cure and to submit written proof of remediation and of the policy changes preventing recurrence. A successful cure prevents enforcement. The office’s complaint mechanism is live. Curable violations left uncured run $10,000 to $12,000 per violation. Uncurable violations run $80,000 to $200,000 per violation. Continuing violations run $2,000 to $40,000 per day. The Attorney General may also seek injunctive relief, attorney’s fees, and court costs. The Texas Legislature held no regular session in 2026. The 90th Legislature convenes January 12, 2027. Our Texas regulation page states that TRAIGA will not change before then absent a special session.
Private employers have no TRAIGA disclosure duty
The introduced version of TRAIGA carried a general disclosure duty for private deployers. The enacted version does not. Only two groups must disclose. Government agencies must tell consumers they are interacting with an AI system before or at the point of interaction. Healthcare providers must disclose AI use in treatment, in clear and conspicuous plain language, without dark patterns, with an emergency exception that permits disclosure as soon as reasonably possible. Private employers have no TRAIGA disclosure obligation. Neither do private-sector deployers generally.
Two prohibitions bind government entities and not private business. Section 552.053 prohibits government entities from deploying AI that evaluates individuals or groups by social behavior to assign a social score producing detrimental treatment unrelated to the context of collection, disproportionate punishment, or infringement of constitutional rights. Section 552.054 prohibits government entities from using AI to uniquely identify individuals from biometric data gathered from publicly available internet sources without consent, where doing so infringes constitutional or statutory rights. Both bind the state, not private business.
Austin cannot add a city AI ordinance
TRAIGA supersedes and preempts local ordinances, resolutions, and regulations governing AI use. Texas cities and counties cannot build their own regimes. Austin is a Texas city, so the practical effect our Texas regulation page states applies here: Texas has one AI rulebook, not a city layer on top of the statute. This page will not describe an Austin AI ordinance. The statute preempts one.
The biometric-consent amendment does reach private entities, and our Texas regulation page calls it the provision most likely to change what a Texas-operating organization actually does. TRAIGA amends the Capture or Use of Biometric Identifier Act so that an individual has not consented to biometric capture merely because media containing the identifier is publicly available, unless the individual made it public themselves. It also permits biometric data use in developing or training AI systems where the system does not uniquely identify individuals. Public availability is not consent unless the individual made the media public themselves. The training permission stops where the system uniquely identifies a person.
Healthcare is not in TRAIGA
The demanding Texas AI rules for healthcare are not in TRAIGA. SB 1188 and SB 815 took effect September 1, 2025. SB 1188 requires practitioners using AI for diagnosis to review AI-created records against Texas Medical Board standards and to notify the patient. From January 1, 2026, electronic health records containing Texas patient data must be stored inside the United States. SB 815 bars a utilization review agent from using an AI-based algorithm as the sole basis for denying, delaying, or modifying care on medical-necessity grounds. It requires a qualified human reviewer. It requires the explanation of benefits to state whether AI was involved. It gives the Texas Department of Insurance authority to audit algorithmic utilization review.
A payer using an algorithm as the sole basis for a medical-necessity denial is in violation today. A practitioner using AI for diagnosis owes the patient notice and the records review against Texas Medical Board standards. Those duties are operational. They are not satisfied by a statement that TRAIGA’s intent standard was met. TRAIGA’s own healthcare-provider disclosure, plain language and no dark patterns, with the emergency exception, is a separate sentence from SB 1188’s notice. Neither is a general disclosure duty on a private employer outside treatment.
The defenses are real, and they are conditional
TRAIGA supplies defenses, and our Texas regulation page is explicit that no route is satisfied by compliance or process alone. Under section 552.105(e)(2), the defendant is not liable when it actually discovers the violation through one of these routes: feedback from a developer, deployer, or other person who believes a violation has occurred; testing, including adversarial or red-team testing; following guidelines set by applicable state agencies; or an internal review process while the defendant is otherwise in substantial compliance with the most recent NIST AI RMF Generative AI Profile, or another nationally or internationally recognized risk-management framework. Maintaining the process, without that discovery, is not the defense. Third-party misuse is separate, under section 552.105(e)(1): the defendant is not liable if another person uses the affiliated system in a manner the chapter prohibits. The statute also creates a rebuttable presumption of reasonable care. Our Texas regulation page’s point is that documented governance has a role here that it does not have under a pure effect standard. Naming the profile is naming the statute’s defense. It is not a certification, and TrustEdge does not award one.
The Department of Information Resources administers a sandbox that lets approved applicants test AI systems for up to 36 months without obtaining otherwise-required licenses, on submission of a system description, a benefit assessment, and a risk-mitigation plan. The Attorney General and state agencies cannot pursue enforcement for waived licensing violations during the testing period. Chapter 552’s prohibitions still apply to sandbox participants, and sandbox participants remain liable for Chapter 552 violations. A seven-member Texas AI Council, administratively attached to the department, may issue reports, conduct training, and make recommendations. It has no rulemaking authority.
How the work is delivered in Austin
The useful first product is an inventory that sorts each system into the bucket that applies, plus the intent record our Texas regulation page describes: documented purpose, a screening against the prohibited-intent sections, and the design decisions behind the system. Under an intent standard that record is the evidence. The AI Academy readiness assessment is a free diagnostic and a scorecard. It does not produce an inventory. The governance readiness assessment does that work as the service page describes it: it lists the AI in use, marks what sits inside a certification boundary, reads the contracts that mention AI, and sets out a gap list against the NIST AI Risk Management Framework and ISO/IEC 42001. The linked service pages carry the full description of each offer.
Scoping is done on-site with the people who run the system, in the building where it is used. TrustEdge is a HITRUST Authorized External Assessor. That is the credential to assess another organization. It is not a HITRUST certification of TrustEdge or of the organization assessed, and it is not an authorization or a certification under any other framework, including the profile the Texas defense names. What appears under the regulatory heading is looked up from our Texas regulation page by title, with that page’s descriptions left intact. Counts, dates, and dollar figures in this body are ones that page already gives.
Regulatory context
The Texas rules that reach Austin buyers
TRAIGA has been in force since January 1, 2026, and it is intent-based. Liability turns on what you meant the system to do, not on what it did — the opposite of the Illinois standard.
The intent standard — the defining feature of the statute
Section 552.055 bars developing or deploying an AI system with the sole intent that it infringe, restrict, or otherwise impair constitutional rights. Section 552.056 bars developing or deploying AI with the intent to unlawfully discriminate against a protected class, and states expressly that disparate impact alone is not sufficient to demonstrate that intent. Section 552.052 reaches systems that intentionally aim to incite or encourage self-harm, suicide, harm to others, or criminal activity. Section 552.057 reaches systems developed with the sole intent of producing child pornography or unlawful deepfakes. Every one of these is a mental-state test. A system that produces a discriminatory outcome, without more, does not violate TRAIGA.
Disclosure duties are narrow — and probably do not apply to you
The introduced version of TRAIGA carried a general disclosure duty for private deployers. The enacted version does not. Only two groups must disclose: government agencies, which must tell consumers they are interacting with an AI system before or at the point of interaction, and healthcare providers, who must disclose AI use in treatment in clear and conspicuous plain language without dark patterns, with an emergency exception permitting disclosure as soon as reasonably possible. Private employers have no TRAIGA disclosure obligation. Neither do private-sector deployers generally.
Local AI ordinances are nullified
TRAIGA supersedes and preempts local ordinances, resolutions, and regulations governing AI use. Texas cities and counties cannot build their own regimes. The practical effect is that Texas has one AI rulebook, not the city-by-city layering seen in New York, where NYC Local Law 144 imposes bias-audit duties that state law does not.
Healthcare sits under separate, stricter statutes
The demanding Texas AI rules for healthcare are not in TRAIGA. SB 1188 requires practitioners using AI for diagnosis to review AI-created records against Texas Medical Board standards, to notify the patient, and — from January 1, 2026 — to store electronic health records containing Texas patient data inside the United States. SB 815 bars a utilization review agent from using an AI-based algorithm as the sole basis for denying, delaying, or modifying care on medical-necessity grounds, requires a qualified human reviewer, requires the explanation of benefits to state whether AI was involved, and gives the Texas Department of Insurance authority to audit algorithmic utilization review.
All Texas AI provisions, in full →
Reviewed against primary sources as of September 14, 2026.
This page summarizes public law for orientation and is not legal advice.
How we help
What we do in Austin
AI Governance
AI Operations
AI Academy
Other markets we serve on-site
- San Francisco, CAWhere the AI is the product
- San Jose, CASelling AI into regulated buyers
- Oakland, CAAI inside the HIPAA boundary
- Alameda, CAOur home market
- Sacramento, CAWhere the rules are written, and applied
- Omaha, NEYour regulator is rarely in your state
- Nashville, TNHealthcare and a recorded voice, under narrow laws
- Chattanooga, TNOperations running ahead of any AI statute
- Richmond, VANo Virginia AI Act to comply with
- Arlington, VACustomer contracts, not a Virginia AI act
- Salt Lake City, UTOn-request disclosure, and a chatbot statute
- Denver, CORepealed and replaced before it took effect
- Memphis, TNTwo deepfake statutes, and no comprehensive law
- San Antonio, TXPrivate biometric consent, government-only bans
- Baltimore, MDFrameworks, contracts, and other states
- Pittsburgh, PANarrow laws, and enforcement already underway
- Tampa, FLNo comprehensive statute, and a deceptive-practices theory
- Providence, RISeveral buyer types, and separate inventories
- Albany, NYEnacted, in three layers that rarely meet
Talk to us about AI governance in Austin
No pitch, no pressure. We will tell you what is actually in scope and what an assessor will accept.
