Why it matters
If you treat token volume as adoption, you can overfit to noisy opt-in metrics. Leaderboards can create feedback loops that reward visibility over reliability.
Tokenmaxxing read
Tokenmaxxing isn't just "spend more tokens" - it's optimizing for the metric. The fix is governance: measure task success, regression rate, and cost per shipped outcome, not rank.
Source takeaway
OpenRouter's rankings reflect only apps/agents that opt into tracking, so day-to-day movement is a signal - not a verdict - about what's actually working in production.
