How I AI How this Yelp AI PM works backward from “golden conversations” to create high-quality prototypes using Claude Artifacts and Magic Patterns | Priya Badger
122 snips
Oct 20, 2025 Priya Badger, a product manager at Yelp focusing on AI-driven consumer experiences, reveals her unique approach to designing conversational AI. She emphasizes starting with 'golden conversations' instead of traditional wireframes. Priya showcases how she uses Claude and Magic Patterns for prototyping, explaining techniques to create interactive UI variations and refine conversation flows. She also discusses practical applications for personal projects, making AI product management skills accessible for everyone. Tune in for an engaging journey into innovative AI development!
AI Snips
Chapters
Transcript
Episode notes
Prompt LLMs For Full Sample Dialogues
- Ask an LLM to write complete sample conversations labeled with 'assistant:' and 'user:' to reduce prompt back-and-forth.
- Give output formatting constraints so you get usable, single-pass example dialogues.
Run Diverse Image Tests Early
- Test visual inputs by uploading multiple diverse photos to the model to expose edge cases.
- Label each generated conversation and create many examples so trends and failure modes surface.
Refine Conversations By Rewriting At Scale
- Iterate sample conversations by giving specific style feedback and ask the model to rewrite all examples.
- Use targeted edits (e.g., be more opinionated, avoid budget questions) to align assistant voice and behavior.