Note · Applied AI · 18 February 2026 · 7 min

Designing RevAssist Pro's AI Workflow Pipeline

Turning raw dealership notes into schema-validated summaries, add-on recommendations, compliance flags, and SMS copy — while keeping identity, rate limits, persistence, and evals on the server side.

The interesting work in an AI product is everywhere the model isn't.

This note covers Zod-as-contract, server-bound route handlers, the eval harness, the persistence layer, and the four independently editable surfaces that make up RevAssist's output. Full text in progress — see Volume 06 for the case study.