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

AI Operator Leaderboard

SigRank | SignalAF

Performative stats and benchmarks for AI users, not models.

What the plugin does

Explore the live 7-day, 30-day, 90-day and all-time boards, read public operator profiles, compare operating structures, and understand field statistics. The plugin helps explain relationships among fresh input, generated output, context construction and reuse. A linked SignalAF account can request its own existing profile.

Tokenpull measures → SigRank evaluates → SignalAF publishes. The plugin interprets those results; it does not scan local logs, enroll an operator, or submit a measurement. Metrics describe observable AI operating structure, not intelligence, productivity or work quality. Archetypes describe operating patterns, not personality.

Boards and data

The Total / All board ranks claimed operators. The broader By platform / All view and general field breakdown can include unclaimed public rows. An unclaimed row is not automatically a historical seed. The plugin names the selected window, view, population, available operating ratios and provenance so those scopes stay distinct.

Open the 30-day board

Beta support

The beta troubleshooter can help draft a short reproducible bug report. It sends a report to SignalAF support only after you approve the displayed contents. Do not include passwords, private logs or conversation transcripts.