Your AI API bill is growing faster than your users.
Send us your usage export from OpenAI, Anthropic or Bedrock. Within 48 hours you get a fix pack of config changes and code snippets that cut what you pay per request. No access to your keys or your code.
$299 one time ยท delivered within 48 hours
Sample entry from a fix pack
Nightly summaries run on the real-time APIsaves $XX/mo
# move non-urgent jobs to the provider batch API
# 1. write requests to a .jsonl file
# 2. submit as one batch job, collect results next morning
# same prompts, same model, lower price per request
What we look for
- Expensive models doing simple jobs a cheaper model handles fine
- Prompt caching left switched off
- Background jobs that could run on the cheaper batch APIs
- Oversized prompts and context sent on every call
- Retries and duplicate calls paying twice for the same answer
- Bedrock provisioned capacity sitting idle
What you get
- Every finding ranked by monthly savings, calculated from your own usage
- Ready-to-apply config changes and code snippets
- A short list of bigger changes we spotted but did not include, and why
Price and guarantee
$299, one time. No subscription, no call needed.
If the fixes we find add up to less than 3x the fee over a year, you get a full refund. How refunds work.
How it works
- Pay securely
- Email your usage export and a few sample requests with private data removed (guide arrives after payment)
- Get your fix pack within 48 hours
Who does the work
Abhijeet Mahadik, Senior Staff CloudOps engineer with 7+ years running cloud at petabyte scale, now focused on AI cost.
Questions
Do you need my API keys or code?
No. Usage exports and a few redacted sample requests are enough.
Who is this for?
Startups spending around $1,000 or more a month on AI APIs.
Will the fixes hurt answer quality?
Every model swap comes with a simple way to test it on your own prompts first.
Find out what your AI spend should cost.