Early access — cascade metrics are real (derived from canonical token telemetry); the operator field is a curated seed. Learn more about the data

◈ SigRank Blog

Analysis & Research

Deep dives into AI operator efficiency, the token cascade economy, and bot detection methodology.

Volume Isn't Yield: The Shape of AI Operators

SigRank, a measurement layer for how humans operate AI coding agents. What the margins reveal about how 1,628 operators actually use LLMs. Benford validation, 7 human archetypes + outlier/bot classification, and the cascade economy.

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