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David is #1 with Efficiency 202.70. 388 operators ranked.
Ranked by Efficiency — ((cache_read + cache_create + output) / input) / 4.0. What's Efficiency?
Overall efficiency — the blended cascade score vs the AA baseline
Efficiency 202.70 — ((cache_read + cache_create + output) / input) / 4.0
Token breakdown: 2,195,166 input · 2,167,803 output · 1,683,015,363 cache_read · 94,621,782 cache_create
David is #1 with Efficiency 202.70. 388 AI users ranked. Overall efficiency — the blended cascade score vs the AA baseline.
Efficiency = ((cache_read + cache_create + output) / input) / 4.0. Overall efficiency — the blended cascade score vs the AA baseline. It measures AI users — developers, coders, and operators — based on token telemetry from their real sessions with Claude, GPT, Gemini, Cursor, Copilot, and other AI coding tools.
The formula is ((cache_read + cache_create + output) / input) / 4.0. The score is computed from token counts only — input, output, cache_read, cache_create — never prompt content or code. It works across any AI platform: Claude, ChatGPT, Gemini, Cursor, Copilot, Windsurf, Codex, and others.
David leads with Efficiency 202.70, using claude. The leaderboard updates as new operator telemetry is submitted.
Visit signalaf.com/score to enroll and submit your token telemetry. SigRank will compute your Efficiency, your Yield, your rank, and your operator class. Token counts only — never prompt content, never code.