Texas launches AI chatbot to answer questions about licensing and regulations
The Texas Regulatory Efficiency Office unveiled a website Friday featuring an AI chatbot designed to answer public questions about professional licenses, permits, and regulatory requirements across dozens of industries and occupations.
The chatbot, called SAM (State Administration Manager), responds to queries in English and Spanish with detailed information pulled from state statutes and regulatory codes. Ask it about plumbing licenses, and it returns the relevant licensing board, four licensing levels with associated fees, contact information, and a disclaimer that the response is informational only-not legal advice.
The efficiency office, created last year with $22.8 million in five-year funding, built SAM with Austin-based Vulcan Technologies. The system was designed to limit its scope to regulatory questions. Attempts to redirect it toward unrelated topics-such as requesting jokes about licensing-were deflected with responses like "That's a vivid picture, but I'm better suited for navigating regulatory codes than telling jokes around a campfire."
How SAM works
The chatbot ingests all of Texas's statutes and draws from its primary regulatory database. When questions exceed what's in that database, SAM pulls from commercial ChatGPT, Claude, and Google Gemini to fill gaps, then synthesizes the information into a single response.
During stress testing, the system handled 25,000 concurrent agents working on a single complex question. The state reports that SAM answers straightforward questions-such as "How do I become an electrician?"-in about 15 seconds, compared to hours of manual research previously required.
Before first use, visitors see a disclosure notice explaining they're interacting with an AI system and that any entered information may be subject to public records laws. The site also notes that SAM was evaluated for accuracy and citation fidelity before launch.
Broader efficiency push
The chatbot represents one part of the efficiency office's mandate. Governor Greg Abbott framed the office's creation last year as a way to "put a check on the growth of the administrative state in Texas." The office, modeled partly on federal reduction efforts, has identified more than 435 regulations that can be amended or repealed, which would cut 69,000 words from the state's administrative code and save taxpayers $123 million.
A 2024 report from George Mason University ranks Texas as the nation's fifth-most regulated state, after California, New York, New Jersey, and Illinois.
Lessons from other government chatbots
Government chatbots have faced criticism for accuracy problems. New York City's chatbot, launched in 2024, sometimes provided incorrect information on topics ranging from funeral home pricing to landlord requirements for government vouchers. The system remained online even after errors were documented, drawing criticism from analysts who called the decision "inexcusable."
The Texas system includes safeguards against similar failures. The site discloses that SAM was "evaluated against representative regulatory questions prior to deployment for accuracy, citation fidelity, and refusal behavior."
Jerome Greener, director of the efficiency office, said the state is still optimizing performance. While 15 seconds for complex questions represents a significant improvement over manual lookup, he said the goal is to reduce that time further.
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