AI & Data

LLM cost & performance audit

For a live AI feature whose bill or latency has stopped making sense.

Typical duration
1–2 weeks
Scope
Fixed and written before you sign
Team
Delivered by the principal

Who it is for

Anyone running AI in production.

Everything below is in the scope document, written and priced before anything starts. If something you need is not on this list, say so and it goes in the quote — or we tell you it does not belong in this engagement.

  • Token, embedding, retrieval and evaluation costs separated and attributed
  • Prompt and context-window efficiency review
  • Model routing and caching opportunities quantified, not guessed
  • Latency traced end to end, with the actual bottleneck named
  • A ranked list of changes with expected saving against effort

How every AI & Data engagement runs →

Next step

Thirty minutes on whether this is the right engagement.

If a different service on this list fits better, or if you do not need us at all, that is what the call will conclude.