Texas TRAIGA compliance guide

Step 1: Know your AI uses

You cannot assess your exposure to TRAIGA without knowing how AI is actually used across your operations in Texas. Build an inventory of your AI systems and their uses, including third-party tools and embedded features. This inventory is the foundation: it lets you check each use against the law's prohibitions and expectations.

Step 2: Avoid prohibited uses

TRAIGA prohibits certain harmful AI uses. The core compliance task is ensuring none of your AI systems are used in a prohibited way, for example for unlawful discrimination or other defined harms. This requires understanding both what your systems do and what the law forbids, and stopping or changing any use that crosses the line.

Step 3: Govern AI responsibly

Beyond avoiding prohibited uses, TRAIGA reflects an expectation of responsible AI governance. In practice this means the familiar disciplines: assigning accountability, assessing risks, applying controls, being transparent where appropriate, and keeping records. An organisation that governs its AI well is far better placed to show it meets the law's expectations.

Step 4: Document and evidence

As with other AI laws, the ability to demonstrate compliance rests on documentation. Keep records of your AI inventory, the assessment of uses against the law, the controls you apply, and the governance you maintain. Evidence is what turns a claim of responsible AI into something you can stand behind if questioned.

Step 5: Keep it current

AI uses change, and a use that was compliant can become problematic if a system is repurposed. Maintain your inventory and reassessment as systems and uses evolve, so that you catch a use drifting toward a prohibited area before it becomes a problem.

Doing this efficiently across states

TRAIGA's underlying concerns, preventing harm and discrimination and expecting responsible governance, overlap with Colorado's law, the EU AI Act, and frameworks like the NIST AI RMF. Rather than building a separate Texas compliance programme, the efficient approach is to maintain one coherent governance practice and map TRAIGA's specific prohibitions and expectations onto it. Capturing the facts about each AI system once, and using them to check against each applicable law, avoids duplicating effort across the growing patchwork.

A note on the evolving text

TRAIGA's detailed requirements and timing are subject to change. Treat this guide as the broad shape of compliance and confirm the current detailed obligations and effective dates against official Texas sources before relying on specifics.

Key terms

AI inventory

A maintained record of all AI systems and uses across the organisation.

Prohibited harm

A use of AI the law forbids because of its consequences for people.

Responsible governance

Accountability, risk assessment, controls, transparency, and records for AI.

Evidence

The documentation that turns a claim of compliance into something defensible.

References

• Texas Legislature Online
• NCSL AI legislation tracker