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SigRank SignalAF
The evaluation platform for AI operators. Models are benchmarked constantly. The people operating them are not. SigRank turns privacy-preserving token telemetry into a repeatable performance evaluation: your Yield, workflow signature, benchmark, and progress over time.
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-23T17:23:02.618Z. Cached copy · Source on signalaf.com
# SigRank SignalAF
SigRank is an AI operator benchmark measuring token cascade efficiency, not AI models. It ranks the accounts associated with AI-work telemetry by objective efficiency metrics computed from privacy-preserving token telemetry. Run `npx sigrank` to see your efficiency score.
> The evaluation platform for AI operators. Models are benchmarked constantly. The people operating them are not. SigRank turns privacy-preserving token telemetry into a repeatable performance evaluation: your Yield, workflow signature, benchmark, and progress over time.
**Naming:** SignalAF (signalaf.com) is the website that publishes SigRank. SigRank is the public AI operator leaderboard and benchmark — the proof surface. Upsilon is the measurement engine that produces the numbers. One product family, three roles.
Unlike model leaderboards, SigRank ranks the accounts associated with AI-work telemetry, not the models themselves. Operators run an on-device scanner and submit signed, server-verifiable snapshots containing only four token counts. Full reference: https://signalaf.com/llms-full.txt
## How the site is organized
signalaf.com is one workspace: a rail of sections on the left edge, a sidebar on each side, and the page in the middle. Search in the title bar finds any operator and any page.
**Operators**
- [Leaderboard](https://signalaf.com/board/all): the live board and the home of the site. Filter by workflow (HITL, Hybrid, Auto / Review), time window ([7d](https://signalaf.com/board/7d), [30d](https://signalaf.com/board/30d), [90d](https://signalaf.com/board/90d), all-time), platform and class; switch between derived metrics and the raw token pillars. Selecting a row opens an inspector with rank, class, build, a dual-signature radar and signal history; Top Movers and the Wire show who moved and what just happened.
- Operator profiles (`https://signalaf.com/user/<codename>`): an identity card (Yield, class, build, headline cascade metrics), the telemetry table with field context for every pillar and metric, rank contexts, and Stats, Analysis, Submissions, Social and Badges tabs. Only claimed operators with a metric snapshot are search-indexed.
- [Compare](https://signalaf.com/compare): two operators side by side (`/compare?a=<codename>&b=<codename>`) — raw-pillar and cascade-metric radars for each, a head-to-head ledger with a running count of metric wins, and Yield over time on one axis. Shareable as a link, PNG or matchup card.
- [Hall of Signal](https://signalaf.com/hall): record holders in every metric and token category. [Badge and achievement index](https://signalaf.com/hall/badges): every badge and what it takes to earn.
**Writings**
- [SigRank](https://signalaf.com/sigrank): what SigRank measures, how, and why the operator is the variable.
- [Field](https://signalaf.com/fieldhub): the research hub — [Field Analysis](https://signalaf.com/field) of the operator field and the [State of the Index](https://signalaf.com/research) dataset (DOI
…
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