Producer

The licensed person or entity that sells, solicits, or negotiates insurance. Agents and brokers are producers, and licensing law follows their AI tools.

A producer is the licensed intermediary between an insurer and the person buying coverage. The NAIC Producer Licensing Model Act defines an insurance producer as “a person required to be licensed under the laws of this state to sell, solicit or negotiate insurance,” and the same section defines “person” to cover an individual or a business entity. The NAIC’s own topic page puts the everyday version more directly: the term includes insurance agents and insurance brokers.

The word matters for AI because distribution is counted separately in the regulator’s inventory. The NAIC AI Systems Evaluation Tool asks carriers to count AI systems by operational area, and producer services is one of those areas, alongside marketing, underwriting, claims, and the rest. Lead scoring, product recommendation engines, licensing and appointment trackers, and agentic assistants that quote or follow up all land in that row. Our guide to AI in insurance distribution works through what each of them records.

There is a boundary worth stating plainly. The NAIC Model Bulletin speaks to insurers, so software a producer buys for its own agency is not automatically inside a carrier’s AI systems program. What closes the gap is the ordinary law of delegation: where a managing general agent, general agent, or third-party administrator acts on the carrier’s behalf, the operations standards in the Market Regulation Handbook ask whether those contracts comply with licensing requirements and whether the carrier is monitoring what the entity does. That is the same question vendor oversight asks about a model, applied to a licensed human channel.

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Last reviewed AUG 3, 2026