AI User Leaderboard

What is the AI User Leaderboard?

The AI User Leaderboard is a competitive ranking of AI operators — the humans who use AI tools (Claude, ChatGPT, Cursor, Copilot, Windsurf, and more). Operators are ranked by Yield (Υ), a token-cascade efficiency metric that measures how effectively an operator uses AI tokens.

Unlike model leaderboards (LMSYS Arena, LiveBench, Hugging Face Open LLM) which rank AI models, this leaderboard ranks the users of AI. The question isn't "which model is best?" — it's "who is the best AI user?"

Operators submit signed, server-verifiable token telemetry from their AI coding sessions. The telemetry is privacy-preserving — token counts only, never prompt content. Sessions stay on the operator's machine.