I need to know which markets are still open. A directory of 10,000 tools doesn't help me. A saturation score does.
Three signals. Every market. Updated daily.
Every category gets classified into one of three states so you can scan the entire AI tool landscape in under ten seconds. Click any market to drop into the deep-dive.
The entire AI tool landscape.
Every category Falcoscan tracks, ranked by heat. The top three are this week's hottest. Click any market for the deep-dive.
Data snapshot · Updated daily · falcoscan.com/articles/pulse
Data hygiene is the product.
Every listing is discovered, deduplicated, enriched, and published on a daily cycle. Every data point carries a source and a timestamp. No ghost entries, no stale pricing, no invented tools.
- 01Discover
Apify and Firecrawl pull listings, pricing pages, and launch signals from verified sources across the web.
ApifyFirecrawl - 02Deduplicate
Incoming records matched against existing listings by normalized name, domain, and feature signature. No ghost listings.
Supabasepgvector - 03Enrich + Score
Claude classifies each tool, extracts metadata, and attaches a confidence score. Saturation + opportunity scores updated per market on every cycle.
ClaudeClassification - 04Publish
Persisted to Supabase, surfaced on Browse and the Market Terminal. Every card shows source, confidence, and last-verified timestamp.
Next.jsVercel
Built for founders picking what to ship next.
6,481 tools. Verified sources. Refreshed daily.
Our dataset powers Pulse, the Market Terminal, and every category page. The methodology is public; the data API is open. If you're covering AI market structure, we'll send you the numbers — with source, timestamp, and confidence attached.
