Your monthly LLM and API bill grows faster than your usage.
AI cost review
Cut the bill for the AI you already run
We review model and service costs, find the most expensive parts, and suggest changes. We use the same methods in our work on Penmate.
Book a cost reviewSound familiar?
You don't know which call or feature uses the most tokens.
You use an expensive model on tasks that a cheaper one may handle.
Nobody on the team has time to sit down and find what to cut.
What you walk away with
A cost map
You see in plain numbers which model, endpoint, and feature costs what. No guessing.
A list of changes
A list of changes ranked by savings and effort. You know what to do first.
A savings estimate
Savings depend on usage, model choice, and the number of calls. You get an estimate for each proposed change.
A rollout plan
We can make the changes or hand a clear plan to your team.
We have tested low costs in production
These numbers come from Penmate, a product we run. Savings on your project depend on what and how you run it. We won't promise a number we can't defend.
50% + 90%
saved through batch work and stored input
thousands of works
graded per day
4000+ tests
automated, so cost cuts break nothing
How the review works
1
Access and context
We gather your billing, logs, and a short description of what your system does. No advice from the armchair.
2
Analysis
We find the largest costs: model instructions, model choice, repeated inputs, and calls you do not need.
3
Recommendations
You get a ranked list of changes, an estimated saving, and a rollout plan.
Common questions
How much will we save?
It depends on call volume, model choice, and input size. We can give a useful figure only after we review your data and bills.
What do you need for the review?
Access to your LLM and API billing, ideally your call logs, and a short note on what the system does. The more context, the sharper the recommendations.
Will output quality drop?
We test each change on fixed examples and real cases. If a cheaper model does not meet the agreed measures, we do not suggest the change.
Do we have to ship the changes with you?
No. We can ship them, or you get the plan and your team rolls it out. The review stands on its own.
Does this work only for Anthropic, or also OpenAI and others?
We work with several providers. For each one, we review model choice, repeated inputs, batch work, and instruction length.
Find out what makes up your AI bill
We review your usage and estimate the effect of each change from your own data.
Book a cost review