Why it matters
This is the usage leaderboard inverted: ranking by outcomes per token instead of tokens consumed. Lanai claims it needs no custom instrumentation, attributing intent, value, and cost at the interaction level from prompt and tool activity alone.
Tokenmaxxing read
The scoring is grounded in observed outcomes, not synthetic benchmarks — like other teams finishing the same workflow on a cheaper model with equal success. Premium models for email replies tank your score: outcomemaxxing tooling, on schedule.
Source takeaway
Lanai CPO Mohit Mehta positions Token Tuner against the Kong/LiteLLM/Dynatrace budget-enforcement crowd by adding the missing context layer: which workflows the tokens actually bought.
