◈ SigRank Blog
Analysis & Research
Deep dives into AI operator efficiency, the token cascade economy, and outlier detection methodology.
SigRank Interactive Dashboards
Interactive analytics dashboards for the SigRank two-axis operator taxonomy — 10 build archetypes, 24-stage experience ladder, cross-metric scatterplots, operator scatterplots, platform board, and model board. 1,628 operators, 17 platforms, 3,304 models.
The Human in the Loop Is Unmeasured: The Case for AI Operator Evaluation
Models are benchmarked constantly. Systems are safety-tested. But the humans driving the tools have no widely adopted public evaluation standard based on passive telemetry. SigRank is building one - from token cascades, not self-report.
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, 8 archetypes (7 human + outliers), and the cascade economy.