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. We check the resulting analysis against a fixed format and reject unsupported claims about revenue, funding, technology, pricing, traction, or user counts.
Ranking data stands alone
Analysis is optional and never changes the source ranking. Every report clearly separates “Facts from Product Hunt” from “AI-generated inference.”