AI Feature Adoption Audit
A full, logged-in review of how users find, try, trust, repeat and pay for your AI feature, benchmarked against ChatGPT, Claude and Gemini on ten real jobs. You get the one constraint holding adoption back, and the fixes, ready for your team.
$2,900
Founding price for the first 5 clients, then $4,900. 5 of 5 spots left.
What I look at
- The five points where AI features lose people: find, first win, trust, habit and pay. I walk through them logged in, as a new user and as a returning one.
- The Next-Tab benchmark: ten real jobs, run through your feature and through ChatGPT, Claude and Gemini, scored blind against your users' quality bar. The answers are shuffled and unlabeled while I score them, and you get them all with the key.
- What users see when the AI fails: errors, uncertainty, recovery, and where they trust it too much or too little.
- Your tracking: whether you measure AI activation among the users who can actually use the feature, with a first-value event and repeat use.
- How the AI is packaged and priced: credits, add-ons and plan limits.
What you get
- A report that names the single constraint holding adoption back, with the evidence.
- Ranked fixes, written as tickets your developers can pick up.
- Rewritten prompts, onboarding copy and in-product messages, ready to paste.
- A 60-minute readout with your team.
How it runs
- Book and pay. You get a short intake form right away.
- Within one business day I email you to set up a test account and agree on the ten jobs.
- The audit takes 10 business days from the day I have access.
- We go through the findings together in the readout.
Guarantee
If the audit doesn't give you at least ten fixes you'd ship, you get your money back. Ask within 14 days of the readout.
What I need from you
- A test account with access to the AI feature.
- One person who can answer questions during the audit.
- Optional: read access to your product analytics.
You work with me, Andreas Lohr, from the first email to the readout. LinkedIn
Need an NDA first? Send me a message and I'll sign yours before you book.
After the audit
The Adoption Fix Sprint (from $12,000, 3–4 weeks) ships the top fixes with your team. The Next-Tab Advisor ($3,500 a month, in 3-month blocks) reruns your benchmark every month and checks new AI features before they ship.