Four Tools for a Human Review Layer on AI Tags

Daniel manages nearly four thousand AI-tagged episodes in a Neon Postgres database on Vercel. The AI tagging pipeline works, but topic-specific feeds need human eyes to catch nuance. In this episode, we explore four approaches to add a lightweight review layer — Retool Embedded, NocoDB, Directus, and a custom Next.js template — without rebuilding the stack. We compare deployment constraints, schema intrusion, connection pooling, and Vercel's serverless function timeouts to find the fastest path from database to working admin UI.