Loss-making accounts
Find users whose token, image, audio or agent-loop cost exceeds the revenue attached to them.
Margin intelligence for AI products
Revenue grows. Your margin disappears.
We identify the users, features, prompts and model calls that quietly turn growth into losses — then verify the saving against the next provider invoice.
No API keysBilling exports and privacy-safe usage maps.
No retainerWe charge only on verified savings.
No theatreA ranked ledger, not a deck.
Three places margin hides.
Wrong model, wrong job
Locate routine work running on frontier models and rank substitutions by savings and quality risk.
Retries, loops and context
Surface duplicate context, runaway tools, avoidable outputs, missing batching and cache misses.
The engagement
One export. One ledger. One number that survives scrutiny.
1 · Evidence review
We inspect provider invoices and a privacy-safe usage export. No credentials.
2 · Margin autopsy
Each finding has a baseline, intervention, expected saving, implementation effort and verification method.
3 · Verified fee
If the saving does not appear in the bill, our fee does not appear either.
Request the free review
We will tell you whether the evidence contains enough signal for a paid engagement.