Field mapping suggestion
When the heuristic matcher and the LLM agree, the banner offers a suggestion with a confidence chip. Operators stay in the loop — every suggestion has an explicit accept or reject CTA.
Production answer
Field mapping suggestion is a reusable Oak Flats Muffler Men UI primitive with documented states, accessibility expectations, theme behavior, and implementation evidence.
Primary CTAReview Field mapping suggestion states
Generative search brief
Field mapping suggestion: When the heuristic matcher and the LLM agree, the banner offers a suggestion with a confidence chip. Operators stay in the loop — every suggestion has an explicit accept or reject CTA.