The Index · Auto Repair

Who AI recommends for auto repair.

Real consumer phones in real metros ask ChatGPT, Perplexity, and Gemini the questions auto repair buyers actually ask — and capture who gets named. 7,275 captures on file across the fleet, refreshed weekly.

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Recent captures

3 on display · rotated weekly from the fleet

Real device capture of ChatGPT naming TCB Automotive & Towing at rank 1 for a heavy-vehicle towing query in Spartanburg, SC on June 5, 2026

ChatGPT · Spartanburg, SC

TCB Automotive & Towing — rank #1

Captured 2026-06-05

ChatGPT · Spartanburg, SC

TCB Automotive & Towing — rank #1

Captured 2026-06-02

Perplexity · Spartanburg, SC

TCB Automotive & Towing — rank #1

Captured 2026-06-05

Measured movement

From absent to named — captured.

California Car Pros — Four keywords, two engines, one shop everyone now sees.

BEFORE · Apr 29, 2026: California Car Pros at Not named for “window tint” on ChatGPT — Untouched device captures · ChatGPT · “window tint” · originals on file

AFTER · May 16, 2026: California Car Pros at #2 for “window tint” on ChatGPT — Untouched device captures · ChatGPT · “window tint” · originals on file

All before/after evidence →

Is your auto repair business in the answer?

Free check, no credit card. We tell you exactly what ChatGPT, Perplexity, and Gemini say about your category in your city today.

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