How it works
Describe or link
Paste a product description, tagline, or any public URL. For URLs, the tool automatically extracts the page title and description.
Text similarity search
Matches against 256,000+ indexed products using TF-IDF vectors trained on real launch data - not simple keyword overlap, but semantic content similarity.
7 platforms indexed
Product Hunt, Indie Hackers, AppSumo, BetaList, Hacker News, TrustMRR, and Acquire.com. Filter to specific platforms or search all at once.
Common use cases
- -Validate your idea by seeing who has launched something similar
- -Research how similar products performed across platforms
- -Find competitors that launched on Product Hunt or AppSumo
- -Discover products like yours to study their positioning
- -Identify alternatives to recommend to users switching away
- -Analyze how comparable products describe themselves
Want to predict how your product would perform on launch? Run a full prediction or browse all indexed products.