AI User Leaderboard

SigRank vs WakaTime

Token efficiency vs time tracking — Yield vs hours

FeatureSigRankWakaTime
What it tracksAI token usage — the cascadeCoding time — hours, languages, editors
Headline metricYield (Υ) — token-cascade efficiencyHours coded per day/week
What it tells youHow efficiently you use AIHow long you coded
AI-specific?Yes — designed for AI coding sessionsNo — general coding time tracker
LeaderboardYes — ranked by YieldYes — ranked by hours coded
PrivacyToken counts only — never prompt contentFile names, project names, time stamps

Time spent ≠ value produced

WakaTime tells you how many hours you coded. That's useful for time management. But in the AI era, time spent doesn't correlate with value produced. An operator who uses AI efficiently can produce in 2 hours what used to take 8.

SigRank measures the quality of your AI usage, not the quantity of your time. Yield (Υ) tells you whether your AI sessions are compounding signal or burning tokens. Two operators can code for the same number of hours — the one with higher Yield is getting more value from AI.

Efficiency > hours.

Check my Yield