Built with AI doesn't have to look built with AI
We review your AI-built site or product: how obvious it is that an AI made it, whether ChatGPT and Claude understand it and what's holding visitors back. Start with a free summary by email.
How obvious is it that an AI built it?
Here's how the report arrives
A short summary with two meters and what weighs most on each. No jargon, and nothing to schedule.
- 01You send us your email and your site's address.
- 02An automated auditor reads it and measures it.
- 03The report lands in your inbox, ready to read.
Vibecoding: building a site by asking an AI to do everything. It shows when everything looks like a template.
AEO: getting ChatGPT and Claude to find you, understand you and mention you.
How obvious it is that an AI built it. Lower is better.
High levelHow well ChatGPT and Claude understand it. Higher is better.
Low levelYour headlines could belong to any company in your industry.
The home page uses the tool's default structure.
It doesn't say where you work, so ChatGPT can't recommend you.
What we look at on your site
Vibecoding level
AEO level
Speed and Lighthouse
Experience and conversion
Code and maintenance
Prioritized plan
We review what you built with AI
Sites and products built with these tools. If you used a different one, we'll look at it too.
From an email summary to a new site
Three ways to look at your site. Start free and move up only if you need to.
Email summary
A basic, automated report so you know where you stand.
- Vibecoding level
- AEO level
- What weighs most in each
- No meeting, no commitment
A meeting and in-depth feedback
We review your site or product with you and give you complete, detailed feedback.
- A meeting with the Muzza team
- Complete, detailed feedback
- What to fix first, in order
- A report to share with your team
How the site audit works
You send us your site
We analyze it
We send you the report
We solve it together
Who we've shared the oven with
frequently asked questions
It measures how obvious it is that an AI built the site with no design eye behind it: copy that could belong to any company, the same template structure, default colors and components. Using AI is not the problem; the problem is when it shows.
AEO is optimization for answer engines like ChatGPT, Claude or Google's AI summaries. We measure whether your site clearly explains what you do, who it's for and where, so those tools understand it and cite it.
Yes. You get a summary by email with both levels and the main fixes. If you then want the full detail or want us to fix it, we talk about it.
Yes, we review any website or web product. AI is the focus because that's where we are seeing the most problems.
With the report you can fix everything on your own or with your team. If you'd rather we do it, we rebuild the site starting at USD 1,250.
Yes, that's exactly what it's for. We review sites and products built with Lovable, v0, Bolt, Cursor, Replit, Claude Code, ChatGPT or Framer AI. We tell you how obvious it is that an AI built it, whether ChatGPT and Claude understand it and what to fix first.
It changes how the site looks and how it's understood. AI-built sites tend to ship with a template structure, copy that could belong to any company and no data that ChatGPT or Google can read. The audit tells you what to keep, what to fix and when it makes sense to rebuild it with its own identity.
Sometimes all you need is to know where to look
It's time to see what your site is really made of
