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Key concepts: AI in insurance

Know these before you put a bot to work in insurance. They are why the techniques and prompts are built the way they are.

NAIC AI Model Bulletin

The NAIC adopted a model bulletin on insurers' use of AI systems, adopted by many states.

Unfair discrimination

AI models must not unfairly discriminate.

Unfair claims practices

State laws require prompt, fair handling.

Consumer data

Policyholder data is protected (e.g., GLBA, state laws).

How chatbots fail

Language models predict likely text. They can produce fluent, confident answers that are wrong, out of date, or that cite sources that do not exist. They also repeat errors in what you paste in. Ask for sources, ask the bot to mark uncertainty, and check everything that matters.

Accuracy and ethics, every time

Official sources for this section

Links checked Oct 30, 2026. Rules differ by state and country; follow your licensing body and employer policy.

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