Official source data
Names, taglines, topics, votes, comments, links, and dailyRank come from the Product Hunt API. We do not reconstruct rank from vote counts.
Transparent by design
Facts first. Inference labeled.
Launch Insights turns a completed Product Hunt day into a compact research brief. The method is intentionally narrow so the output stays useful and honest.
A completed Pacific day
Reports cover yesterday in America/Los_Angeles. The scheduler accounts for daylight saving time and never presents a partial leaderboard as final.
Bounded AI analysis
AI receives only the captured Product Hunt facts. Structured output is schema-validated, and it must not invent revenue, funding, technology, pricing, traction, or user counts.
Failure-safe publishing
If analysis fails, the factual ranking still publishes. Every page visibly separates “Facts from Product Hunt” from “AI-generated inference.”