For shop owners
You fix what you can see. This is the rest.
Your bays are full of problems you can diagnose. This one leaves no noise, no smell, no warning light: a customer asks an AI who to trust, hears two or three names, and yours isn't one of them. A Spilld audit makes that visible — with the AI's own answers as proof.
The answer, word for word
Why doesn't ChatGPT recommend my shop?
“Who’s a good independent shop for brakes in Millbrook?”
…Both are independent and list brake inspections on their websites. Maple Street Auto also comes up, but I couldn’t find enough recent information to say how it compares.
Illustrative — the format of a stored answer. The shop is invented; other names withheld. A real report names them.
The highlight is everything this answer says about the shop: named, but not recommended. That counts as Mentioned.
We won't guess why an assistant leaves you out. We show you what it says, word for word, and who it names instead.
Read the full answerWhat you get
One audit. The whole picture.
We ask the questions drivers ask when they need a shop — at least 34 of them, more if you offer more services. Every shop gets the same tested set for its services.
- How often ChatGPT, Claude, Gemini and Perplexity recommend your shop
- Which shops the AI names instead of you, and how often
- Where you're invisible — the questions where no assistant names you at all
- Every finding tied to the stored answer that produced it
And one promise that cuts the other way: if our quality gate can't stand behind your audit, we hold it and tell you — we don't ship filler.
House rule
You will not find a "revenue at risk" dollar figure in your report, and you won't find one on this site.
Nobody can honestly compute that number for your shop — so we don't. What you get instead is checkable: how often AI recommends you, which shops it names instead, and the AI's own answers to back it up.
AI visibility, built around how drivers choose a repair shop.
Spilld measures whether AI recommends your shop when drivers look for automotive service, from “Who do you recommend for brake repair?” to “Who is the most honest mechanic?”
Built specifically for auto repair shops, with more than a decade of founder experience in automotive data and repair-shop software behind it.
Service-specific questions
See whether your shop appears for the repair and maintenance services you offer.
Local competitor comparisons
See which nearby shops AI names for the same questions.
Local shops and national chains, shown separately
Understand who appears in your market.
Pricing on request
One audit. One report. Every finding backed by the AI's own answers.
Start my audit