AI Visibility Index › auto repair shop in New York
Measured August 2026

Is your auto repair shop in New York findable by AI?

We asked ChatGPT, Gemini, Perplexity and Claude who the best auto repair shop in New York is — the way a real customer would. Then we checked 8 real, currently-operating auto repair shop businesses in New York against every answer.

3/8never named by any assistant
38%miss rate in this sample
2real answers shown below
7businesses assistants do name
The receipts

What the assistants actually said

Verbatim, from a real query run August 21, 2026. Ask the same question yourself and you'll see something very similar.

Perplexity
Asked: I need a auto repair shop in New York. Who are the best ones? List specific business names only, one per line.
Manhattan Auto Repair Inc. Moe’s Auto Center Midtown Center Auto Repair L & B Auto Repair Urban Classics Auto Repair Tony's Auto Service Center L & M Foreign Cars Auto Craft NYC NY City Automotive Sunnyside Auto Repair
Perplexity
Asked: Who is the most recommended auto repair shop in New York right now? Give a short ranked list of real business names, one per line.
The most consistently top-recommended shops in New York from the results are these businesses, ranked by strongest rating/review signals available:
1. Moe’s Auto Center
2. Lee Myles Transmissions Diagnostics & Repair
3. Safelite AutoGlass
4. Maliha Management Inc.
5. Blue Star Brothers - Brooklyn
Who keeps getting named instead

New York's AI-recommended auto repair shop businesses

BusinessTimes named
Manhattan Auto Repair Inc1
Moe’s Auto Center1
Lee Myles Transmissions Diagnostics & Repair1
Safelite AutoGlass1
Maliha Management Inc1
Blue Star Brothers1
Brooklyn1

Is your own auto repair shop business one of the 3?

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