Find AI spend that is not useful work.
Send your AI usage pattern or redacted bill. We will look for spend that is not turning into useful work: wasted tokens, bad routing, runaway agent loops, and the first cleanup sprint that gets more out of your budget.
The audit turns usage data into a practical map of what to route, compress, measure, supervise, or stop running.
Redacted bills, exports, screenshots, and notes only.
Savings matter when they translate into capacity.
Most AI waste hides inside working systems.
The audit looks for budget that is already being spent but not converting into finished customer, product, sales, support, or engineering work.
Bloated context
Long prompts, repeated history, giant retrieval payloads, and system instructions that charge you every run without improving output.
Wrong model routing
Easy classification, drafting, extraction, and cleanup tasks running on expensive models meant for hard reasoning.
Agent waste
Loops, retries, failed tool calls, duplicated work, and unmeasured agent workflows burning budget without creating finished output.
A diagnosis you can act on before buying anything.
The point is not a generic calculator. It is a short manual read on where your current AI budget can produce more completed work.
3-5 suspected savings opportunities from your current AI workflows.
A rough monthly savings or capacity-unlock range.
One workflow where the same spend can produce more useful work.
A recommended first implementation project for a cleanup sprint.
Quick value first. Implementation only after the waste is clear.
Send redacted bills, usage summaries, screenshots, exports, or notes.
We review usage patterns manually and flag likely waste.
You get a short diagnosis in 24-48 hours.
The follow-up call maps one cleanup sprint with before and after metrics.
Then a cleanup sprint.
If the audit finds a real opportunity, the entry product is a fixed-scope 1-2 week token spend cleanup sprint with clear before and after metrics.
Cut waste without reducing useful output.
Use the same budget to run more finished work.
Connect spend to runs, tasks, failures, and outcomes.
Replace runaway patterns with controlled workflows.
Share enough context to find the waste. Keep secrets out.
Use redacted screenshots, exported usage summaries, provider bills, eval notes, or workflow descriptions. Do not include API keys, credentials, or sensitive customer data.