Data Freshness

Data Freshness

Coverage

We index case studies from 50+ companies across payments, HR tech, developer tools, cybersecurity, data, ecommerce, cloud, AI, and more.

Crawl frequency

  • New companies added on a rolling basis
  • Existing companies re-crawled periodically
  • Submitted companies indexed within 48 hours

How case studies are processed

  1. Crawl — Firecrawl renders pages including JS-heavy sites
  2. Extract — Claude AI structures each page into fields
  3. Embed — Vector embeddings generated for semantic search
  4. Index — Stored and searchable via the API

Want a specific company? Use the submit endpoint.