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Alpha AI Tools Atlas

Product · 475 msgs · account lov36492 · folder niche-ai-tool-directory-curation_cmpqh3ge

Work 29.05.26 · Artifact 16.07.26

Built a productized niche AI tools directory: 123 tools then 220 on dual axes Signal (leverage if adopted) and Alpha (obscurity). Interactive HTML with Top Picks, Essentials vs Alpha split, scatter chart. Same thread spun Free Credits research via parallel scouts.

What happened

  • Curated and scored 220 niche AI tools
  • Shipped interactive atlas HTML + CSV (root export atlas-v2)
  • Defined Signal 1-5 and Alpha 1-5 scoring; Top Picks editorial layer
  • Launched Free Credits track (91 offers) from the same session
  • Packaged PLAYBOOK + build scripts so the table is data-driven

How this makes or saves money

  • Cut tool-shopping time via high-Signal / high-Alpha picks
  • Atlas is productizable (directory, newsletter, sponsorship, API)
  • OSS-heavy set reduces default paid SaaS spend

Learnings to reuse

  • Score leverage AND obscurity, not popularity
  • Build HTML from JSON/CSV scripts; do not re-LLM the whole table
  • Parallel scouts by domain beat one mega-prompt