The Curator / Aggregator

The Curator / Aggregator

Knowledge Producers

Filters and structures information flow — databases and leaderboards

The Curator creates signal out of noise — not by producing original research, but by aggregating, filtering, and structuring what already exists. CoinMarketCap started as a spreadsheet. The value is in the database, the update discipline, and the trust built by consistent impartiality. Over time, curators can acquire the category they track.

How it earns

Advertising; API access fees for data; premium features. The data itself becomes the moat that enables acquisition (CMC → Binance $400M).

How it fails

Data manipulation post-acquisition (CMC favoring Binance volume after the acquisition). Paid rankings sold as objective. Benchmark gaming by the very providers the leaderboard is meant to evaluate.

Real examples across cycles

Linux / Open Source

  • DistroWatch (Ladislav Bodnar — the distro leaderboard)
  • Freshmeat (the OSS-project catalog)
  • SourceForge (VA Linux's project directory)

Crypto

  • CoinMarketCap (→ Binance $400M acquisition)
  • CoinGecko
  • DeFi Llama

AI

  • Hugging Face Leaderboards
  • Papers With Code
  • LMSYS Chatbot Arena

People who play this role

Your first step

Create a spreadsheet list or database that doesn't exist yet in your niche.

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