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TRAIGA • AI Governance • AI Security • Compliance

Prepare for TRAIGA. Govern AI With Confidence.

The Texas Responsible Artificial Intelligence Governance Act establishes new requirements and restrictions for organizations developing or deploying AI systems in Texas.

BigID helps organizations discover AI systems, identify sensitive data use, understand access and lineage, assess AI risk, enforce governance policies, and produce the evidence needed to support responsible AI compliance.

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TRAIGA At a Glance

What Is the Texas Responsible Artificial Intelligence Governance Act?

The Texas Responsible Artificial Intelligence Governance Act, commonly called TRAIGA, is a Texas law regulating certain development and deployment of artificial intelligence systems. It became effective January 1, 2026 and establishes disclosure requirements for certain AI uses, prohibits specified harmful or unlawful AI practices, gives the Texas Attorney General enforcement authority, and creates a state AI regulatory sandbox and governance council.

Effective January 1, 2026
Applies To Certain AI Developers & Deployers
Enforcement Texas Attorney General
Focus Transparency, Prohibited Uses & AI Governance

TRAIGA Requirements

What Organizations Need to Understand About TRAIGA

TRAIGA regulates certain development and deployment of artificial intelligence in Texas. The law includes disclosure obligations for specific uses of AI and prohibits certain harmful, discriminatory, biometric, social-scoring, and unlawful applications of AI.

Visibility

Know Where AI Is Used

Organizations need visibility into AI systems deployed across the business, including applications, models, agents, and third-party AI services.

Transparency

Support Required Disclosures

Certain organizations must provide notice when individuals interact with AI or when covered AI systems are used in regulated contexts.

Risk

Prevent Prohibited AI Uses

TRAIGA prohibits several categories of harmful AI practices, including certain discriminatory, manipulative, biometric, social-scoring, and unlawful uses.

Governance

Document Responsible AI Controls

Governance programs should maintain evidence showing how AI is inventoried, evaluated, governed, monitored, and remediated over time.

BigID for TRAIGA

Turn TRAIGA Requirements Into Operational AI Governance

Compliance starts with understanding what AI exists, what data it uses, who and what can access it, how risk is evaluated, and whether governance controls are actually working.

Discover

Inventory AI

Identify models, AI applications, agents, datasets, pipelines, and shadow AI across enterprise environments.

Understand

Map AI to Data

Connect AI systems to sensitive, regulated, biometric, confidential, and business-critical data.

Connect

See Access & Identity

Understand the users, machine identities, applications, service accounts, and AI agents connected to sensitive data.

Assess

Prioritize AI Risk

Evaluate AI risk using data sensitivity, access, lineage, activity, policy, ownership, and business context.

Govern

Apply Policies & Evidence

Maintain governance controls, risk records, ownership, assessments, and defensible evidence.

Act

Reduce Exposure

Remediate excessive access, risky data use, policy violations, and other conditions that create AI risk.

The Compliance Visibility Gap

AI Policies Are Not Enough. You Need Evidence of What AI Is Actually Doing.

Organizations can have strong AI policies and still lack visibility into the AI systems operating across the enterprise, the data those systems can reach, or where real risk exists.

What Policies Describe

Approved AI Use Which applications and models are formally sanctioned.
Governance Standards How teams are expected to evaluate and manage AI.
Risk Criteria Which AI use cases require additional oversight.
Compliance Expectations What teams are expected to document and control.
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Visibility Gap

What BigID Helps Reveal

Shadow AI AI systems and services operating outside formal inventories.
Sensitive Data Use What regulated and confidential data AI systems can reach or process.
Identity & Access Risk Which users, machine identities, agents, or service accounts can access sensitive data.
Actual AI Risk Where data, access, policy, activity, and business context create meaningful exposure.

Compliance is stronger when policies are connected to the data, identities, systems, and activity they are meant to govern.

BigID Capabilities

Support TRAIGA With Data-Aware AI Governance

BigID connects AI systems with data, identity, access, lineage, activity, ownership, policy, and risk so organizations can move from regulatory requirements to operational controls.

AI Data Lineage

Understand where AI data comes from, how it moves, where it is transformed, and which AI systems depend on it.

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AI Access Governance

See what AI identities, agents, applications, service accounts, and users can access and where excessive permissions create exposure.

Explore AI Access Governance →

AI Risk Management

Evaluate AI systems using data sensitivity, policy, access, activity, ownership, lineage, and business context.

Explore AI Risk Management →

AI Governance & Compliance

Operationalize policies, assign ownership, document assessments, maintain governance evidence, and monitor compliance over time.

Explore AI Governance →

Frequently Asked Questions

Texas AI Governance FAQs

Understand what TRAIGA means for organizations using artificial intelligence in Texas and how data-aware AI governance can support compliance.

What is TRAIGA?

TRAIGA is the Texas Responsible Artificial Intelligence Governance Act. It establishes a regulatory framework for certain development and deployment of AI systems in Texas, including disclosure obligations, prohibited AI uses, enforcement mechanisms, a regulatory sandbox, and state AI governance structures.

When did TRAIGA take effect?

TRAIGA became effective on January 1, 2026.

Who does TRAIGA apply to?

TRAIGA applies to certain persons and organizations that develop or deploy artificial intelligence systems in Texas. Specific requirements vary by use case, including additional disclosure obligations in certain governmental and healthcare contexts.

What AI practices does TRAIGA prohibit?

TRAIGA prohibits specified harmful or unlawful uses of AI, including certain uses involving discrimination, manipulation, biometric identifiers, constitutional rights, social scoring, and other prohibited conduct defined by the law.

How can BigID support TRAIGA compliance?

BigID can help organizations discover AI systems, classify sensitive data, map AI data lineage, understand identities and access, assess AI risk, operationalize governance policies, monitor AI-related exposure, and maintain evidence that supports compliance and audit readiness.

Why is AI inventory important for TRAIGA?

Organizations cannot govern AI systems they do not know exist. Maintaining visibility into approved AI, shadow AI, models, agents, applications, datasets, and connected services provides the foundation for assessing whether covered or prohibited uses may exist.

Does TRAIGA only concern AI models?

No. Effective AI governance also requires understanding the data, identities, permissions, applications, workflows, and business processes connected to AI. That context helps organizations evaluate how AI is actually being used and where regulatory or security risk may arise.

TRAIGA Compliance

Build AI Governance on Real Enterprise Context.

BigID helps organizations connect AI systems to the sensitive data, identities, access, lineage, activity, ownership, policies, and risks behind them, giving teams the context needed to operationalize responsible AI governance and support TRAIGA compliance.

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