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Make the AI bill grow slower than revenue
Know what every feature, user and plan costs you, then bring it down without making answers worse: smaller models where they are good enough, prompts laid out for caching, free-user spend capped before the request, and a ledger finance can read.
Who it is for
AI features users love and finance does not, and new products that need a cost per user before launch.
What we can build for you
Six things we can put in your product, each backed by work we have already shipped.
The four tests, for this
Where this kind of feature usually breaks, and what passing each test looks like.
Closest track: Fix the margin
How the two weeks go
€6,000, fixed. Written findings on day five; stop there and pay half. You keep everything either way.
- Days 1 to 4Meter it: tokens and cost per operation, per user and per plan. Find where free spend happens.
- Day 5Findings: what a free user costs today, and the three cheapest cuts, with their risk.
- Days 6 to 9Tier the models by task, fix the prompt-cache layout, and cap free spend before the request.
- Day 10Handover with a usage ledger and the new cost per user, measured.
Where we have done it
Tell us what you are building.
Thirty minutes, no deck. You get a straight answer about whether we are the right people, and we say no when we are not.