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Burn rate vs cascade yield — participation vs skill
| Feature | SigRank | viberank |
|---|---|---|
| What it ranks | Cascade yield (Υ = cache_read × output / input²) | Token burn (total tokens consumed) |
| What it tells you | How efficiently you compound signal | How much you participated |
| Leaderboard | Yes — ranked by Yield, class tiers | Yes — ranked by token burn |
| Platform coverage | Claude Code, Cursor, Copilot, Gemini, 15+ | Web-based, limited tool coverage |
| MCP server | Yes | No |
| Privacy | Token counts only — never prompt content | Token counts only |
viberank is a public leaderboard for AI coding token usage. It ranks developers by token burn — how many tokens you consumed. That's a participation metric, not a skill metric. An operator who re-sends the same context every turn and burns 50M input tokens will top the board. An operator who compounds cached context and produces the same output with 5M tokens will rank lower.
SigRank's Yield (Υ) metric measures whether your cascade is compounding or burning. viberank counts the fuel; SigRank measures the lap time. Both matter. Only one tells you who is winning.
viberank ranks developers by token burn — how many tokens you consumed. SigRank ranks by cascade yield: Υ = (cache_read × output) / input². Burn rate measures participation; yield measures skill.
Burn rate rewards the operator who never stops typing. An operator who re-sends the same context every turn and burns 50M input tokens will top a burn-rate leaderboard. An operator who compounds cached context and produces the same output with 5M tokens will rank lower on burn but higher on yield.
Yes. viberank gives you the gamified burn-rate competition. SigRank gives you the efficiency layer. The same local logs feed both.
Visit signalaf.com/score to enroll and submit your token telemetry. SigRank will compute your Yield, your rank, and your operator class. Token counts only — never prompt content, never code.
Stop burning. Start compounding.
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