LLM Cost Audit
Find out exactly where your LLM spend is going — and how to cut it
For teams spending $500+/month on LLM APIs. A $149 engineering audit of your actual usage, delivered as a written report within 48 hours.
Get your audit — $149What you get
Your current cost model
A clear breakdown of what you spend today, from your reported token counts when you have them, or estimated from your spend and typical request shape when you don’t.
Model-swap options per use case
Flagship, mid-tier, and budget model candidates for each of your use cases, priced at your volume.
Prompt trimming and caching savings
Concrete savings from shorter prompts and prompt caching, with the assumptions stated plainly.
Architecture recommendations
Where batching, fallback models, or a fine-tune actually pay off at your scale — and where they don't.
A 30-day action plan
Ordered, specific steps — not "consider optimizing your prompts."
A projected savings table
Every lever, its monthly dollar impact, and the math behind it, in one table.
How it works
Buy
$149, one time. No subscription.
Fill in a 10-minute form
Tell us your models, spend, and use cases.
Get your report
Delivered within 48 hours.
Our guarantee
If the audit doesn't identify at least $149 a month in savings, email us within 14 days for a full refund.
Common questions
How is this different from your free calculators?
The calculators are self-serve tools you drive yourself. The audit is a finished, written report built from your specific usage — current models, request volume, use cases — with recommendations and a concrete action plan, delivered to you.
How long does it take?
Within 48 hours of submitting your intake form.
What do I need to provide?
A 10-minute form: which models you use, your monthly spend or token volume, your main use cases, and typical request shape. No API keys, no code access, no account required.
Where do the numbers come from?
Every dollar figure is computed from published provider list prices and the usage you report — never invented by the model that writes the narrative. See the disclaimer below.
What is the guarantee?
If the audit doesn't identify at least $149 a month in savings, email us within 14 days for a full refund.
Can I see a sample report first?
Yes — see the sample report link below for a full, realistic example.
This report is an engineering cost analysis based on the information you provide and public list prices. It is not financial, tax, or legal advice.