How This Yelp AI PM Works Backward From “Golden Conversations” To Create High-Quality Prototypes Using Claude Artifacts and Magic Patterns | Priya Badger

Summary

Yelp product manager Priya Badger outlined a conversation‑first approach to building AI features, starting with curated “golden conversations” and working backward to design realistic prototypes and interfaces. She demonstrated using Claude to generate and refine dialogue, Claude Artifacts to embed live LLM responses without heavy API work, and Magic Patterns’ Inspiration mode to rapidly explore UI variations. The method accelerates iteration, produces more natural user interactions and lower‑friction prototypes, and offers a practical playbook for AI product teams and individual PMs to test concepts faster.