Making AI latency visible and usable.
Progressive states make analysis legible while reviewable AI-generated recommendations turn signals into a clear next step.
Server-sent events / Progressive state / Human review
Product work / Topify AI
AI search signals.
Clearer decisions.
Teams need to understand where they appear in AI search and how to act on competitor signals. I owned product experiences across realtime AI analysis, prompt tracking, competitor intelligence, reporting, onboarding, and conversion.
Public product →
Realtime product UX