Services / AI Production Audit

AI production audit in five business days — with a fixed-price plan to fix what's wrong.

For teams with an AI feature that gives wrong answers, costs too much, or can't be measured. You get a clear diagnosis and a fixed-price plan to fix it.

Book a free 30-min call → See a sample report
From $1,500 · 5 business days · fee credited if you start the build within 60 days
// what you receive

Four things, in writing.

1. Quality scorecard

We test your feature on 30–50 of your real user questions and score every answer: correct, partly correct, wrong — and why.

2. Cost and speed findings

What each request costs, how long users wait, and where the money and time go.

3. The highest-impact fixes

A short, ranked list: what to change first, what it should improve, and how hard it is.

4. A fixed-price build plan

Scope, timeline and price to make the fixes — with us or with your own team. The plan is yours either way.

// sample report

What the report looks like.

Example format with made-up numbers — not client data.

AI Production Audit · example

Support assistant — quality scorecard

Example data
Example scorecard with made-up numbers
Question typeTestedCorrectMain reason for failures
Pricing & plans157Answers from an outdated pricing page
How-to / setup2016Long guides split mid-step
Account-specific103Assistant can't see the customer's plan
Cost per answer

$0.031 — 70% spent resending the same instructions

Wait time

6.8 s to first word — answer not streamed

Fix #1

Remove outdated pages and re-index — est. 2 days

// how it works

Five business days.

Day 1

Kickoff

A 45-minute call, NDA signed, read-only access set up.

Days 2–3

Measure quality

We build the test set from your real questions and score the feature.

Day 4

Cost & speed

We trace requests to see where money and time go.

Day 5

Walkthrough

We present the report and the fixed-price plan, and answer questions.

What we need from you

  • Read-only access to the code, or a staging environment
  • 30–50 real user questions (or logs we can sample)
  • About an hour of an engineer's time during the week

Not a fit if —

  • You don't have an AI feature yet — book a free call instead and we'll scope it
  • You need a security or compliance certification audit

Send a project brief

Tell us what your AI feature does and what is going wrong. We reply within one business day.

We'll only use this to reply about your project. Privacy policy

Questions, answered.

Do you need access to production?

No. Read-only access to the code plus a staging environment or exported logs is usually enough. Everything happens under NDA.

What if we don't continue with you?

You keep the report and the plan. Your team, or anyone else, can use them to make the fixes.

Which stacks do you work with?

Most major LLM providers (OpenAI, Anthropic, Google, open-source models) and most web stacks. We work mostly in TypeScript and can read Python backends.

How does the credit work?

If you hire us for the build within 60 days, the audit fee is deducted from the build price.

Book a free 30-min call →