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AI Visibility Index · September 2026

Car repair shops AI assistants recommend

Who ChatGPT, Claude, Gemini and Grok name when a buyer asks them for car repair shops, in 26 places. Each ranking comes from the same buyer questions, asked three times in the local language.

By place

Grouped by country. The figure on the right is the share of answers that named the leader; open a place for the full ranking with its uncertainty.

Australia

SydneyNamed most: Ultra Tune Auto Service Centres, MyCar Tyre & Auto and Midas Australia.33%13 listed of 48
MelbourneNamed most: Midas Melbourne, Ultra Tune Melbourne and Auto Plus Car Care.29%8 listed of 55
BrisbaneNamed most: Brisbane Motor Works, Midas Brisbane and Ultra Tune Auto Service Centres.46%14 listed of 35
PerthNamed most: Ultra Tune Auto Service Centres Perth, Myaree Automotive and The Workshop Perth.21%10 listed of 55

Canada

TorontoNamed most: Master Mechanic Toronto, Midas Toronto and Ralph’s Auto Service.63%11 listed of 48
VancouverNamed most: Art's Automotive, Vancouver Auto Centre and Fairview Automotive.46%12 listed of 47
CalgaryNamed most: National Transmission, Tune-A-Car and Minute Muffler & Brake.58%10 listed of 38

Ireland

DublinNamed most: Autoboland, Frank Keane Volkswagen Dublin and Sandyford Motors.29%10 listed of 54
CorkNamed most: Cork Motor Centre, Cork Auto Services and Frankfield Auto Centre.50%11 listed of 39

United Kingdom

LondonNamed most: Halfords Autocentre, Kwik Fit and The London Motor Company.33%16 listed of 51
ManchesterNamed most: The Garage Manchester, Halfords Autocentre Manchester and MOT Manchester.46%8 listed of 43
BirminghamNamed most: Mr Tyre Birmingham, Halfords Autocentre Birmingham and Mr Clutch Autocentres Birmingham.38%16 listed of 28
LeedsNamed most: Autocare Leeds, Leeds Autocentre and Mr Clutch Autocentres Leeds.50%10 listed of 34
GlasgowNamed most: Glasgow Autocare, Arnold Clark Autocare Glasgow and Kwik Fit Glasgow.42%8 listed of 31
EdinburghNamed most: Edinburgh Autocare, Kwik Fit Edinburgh and The Edinburgh Garage.46%8 listed of 43
BristolNamed most: Kwik Fit Bristol, The Garage Bristol and Halfords Autocentre Bristol.42%12 listed of 36

United States

New YorkNamed most: M-Spec Performance, Manhattan Alignment & Diagnostic Center and Urban Classics Auto Repair.29%15 listed of 51
Los AngelesNamed most: Japanese Auto Center, Honest-1 Auto Care – Los Angeles and Beemer & Benz Inc..42%9 listed of 65
ChicagoNamed most: B&L Automotive Repair, Ashland Tire & Auto and Bucaro Brothers Auto Care.63%15 listed of 51
AustinNamed most: Lamb's Tire & Automotive Centers, Frank's Complete Mobile Auto Care and Ben White Automotive.75%17 listed of 45
HoustonNamed most: Nevco Auto Repair, Christian Brothers Automotive and Christian Brothers Automotive Houston.33%17 listed of 51
MiamiNamed most: Japanese Auto Care, Miami's Quality Auto Repair and Masterclass Automotive.29%11 listed of 66
San FranciscoNamed most: San Francisco Automotive Solutions, Pat's Garage and K & C Auto Service.79%14 listed of 48
SeattleNamed most: West Seattle Autoworks, Walt’s Auto Care Centers and Pacific Rim Automotive.46%18 listed of 44
BostonNamed most: Foreign Auto Clinic, Arco Tire & Services and Kenmore Automotive.58%11 listed of 46
DallasNamed most: Honest-1 Auto Care Dallas, Good Care Auto Repair and Christian Brothers Automotive Dallas.42%10 listed of 57

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Edition September 2026 · data under CC BY 4.0