
SignalAF
Val.ai
Braintrust
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Token Metrics
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EverDev
SigRank does not merely measure whether someone is “good at AI.” It reconstructs the operating form through which fresh effort becomes output, retained context, and future leverage. Measuring 1,628 AI operators across 17 platforms and 3,304 models; separating 130 outliers to reveal 1,498 human operators in the Human Center of Mass. The median operator reads 18.6x more cache than they input, but produces 5x less output per input than the modeled "average AI user." The field has a shape. The operators have a signature. And it's all measurable from token counts alone; never your prompts. See where you stand. The AA baseline models the "average AI user" at 3.5x leverage and 0.50 velocity. The real field median sits at 18.6x leverage and 0.09 velocity. The top 100 power users compound at 242x. Where do you fall… baseline, field median, or compounding? Check the four degrees chart at signalaf.com and find out. Measure yours: npx sigrank · Live board: signalaf.com/board/all · Field analysis: signalaf.com/field
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SignalAF's answer
It shows whether your AI workflow compounds context effectively; not merely how many tokens or dollars it consumes. You can rank, compare, and improve against real operators.
SignalAF's answer
Models are benchmarked constantly; the people operating them are not. SignalAF was built to make AI-operating skill visible without collecting prompt content.
SignalAF's answer
TypeScript, React/Next.js, Node.js, Supabase/Postgres, and local CLI/MCP adapters for AI-agent telemetry. Proprietary
SignalAF's answer
Developers, founders, researchers, and AI power users who use coding agents and want to measure and improve how they operate them.
SignalAF's answer
SignalAF benchmarks AI operators, not just models or token spend. It turns private local token telemetry into a ranked workflow signature: Yield, composition, class, and progress.
SignalAF's answer
I recently needed a website and they were able to deliver in 13 days, I got a link to a trello board where i was able to submit requests immidiately!
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