Auto parts & collision

The car's on the tow lot. The decision isn't.

After the accident, drivers search before they sign anything. We make sure five AI engines point them to your shop.

The prompts they type

Four questions decide who gets the estimate.

Urgency

"Who can look at my car after an accident today?"

Cost

"How much does bumper repair cost in Dallas?"

Comparison

"Best auto body shop near me?"

Reputation

"Collision shop my insurance will approve, with good reviews?"

We run the full set of buyer prompts across five engines every month and track every company the answers name. That list is the scoreboard.

Named, or invisible

The answer has three names on it.

> best auto body shop near me

  1. 1.A national franchise
  2. 2.Body Shop B
  3. 3.Body Shop C

Your business: not mentioned

Same question. The customer only ever sees one of these.

What the engines reward

Two kinds of engine. Two ways to win.

Chat-style · ChatGPT, Claude

~0%

of citations point at businesses' own websites. Win with pages that answer estimate, insurance, and OEM-parts questions plainly enough to quote.

Search-style · Google AI Mode, Gemini, Perplexity

~0%

of citations are claimable: your own site, plus the directory and review profiles these engines lean on. Win by owning every profile a shop can claim.

Source: Vimina AI Visibility Briefing, 2026

What we build

01

Named across every AI engine drivers ask

02

Insurance and approval questions answered plainly

03

Certifications and warranties made visible

04

Reviews that survive the tow-lot second-guess

Insurance steers a lot of our work. Can visibility beat that?

Drivers can pick their own shop, and most look one up before the insurer suggests theirs. We make sure your name is the one already in their head.

We do body work and sell parts. Different pages?

Yes. Engines recommend specifics, so collision and parts each get their own clear page, category, and proof rather than one blurred listing.

Auto parts & collision

Be the shop AI names after the crash.