Loop
Turns raw community signal (chat, forums, reviews, GitHub) into a ranked product roadmap input: it normalizes events across sources, resolves identities, and uses LLM extraction + clustering to surface prioritized themes. When a theme ships, Loop flags the original reporters to notify. TypeScript, Next.js, Postgres/pgvector, Anthropic API.
- Evidence integrity: every insight links to verbatim source posts so roadmap debates are rooted directly in user experience
- Trajectory over volume: priority = severity × volume × momentum × recency, so a small issue doubling weekly outranks a big stale one
- Close the loop: shipped themes generate the list of users who asked, turning those most impacted into the first to hear how we responded