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THE AI VISIBILITY INDEX

AI Visibility Index

AI visibility scores for 801 auto dealer and repair-shop markets across 63 US metros, ranked by how well AI assistants can discover and represent each business.

Market rankings
801
Metros covered
63
Scoring dimensions
5

Albany Metro

15 rankings

Best Car Dealerships in Albany Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Albuquerque Metro

14 rankings

Best Car Dealerships in Albuquerque Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Allentown Metro

1 ranking

Best Car Dealerships in Allentown Metro →
Honda/Acura

Atlanta Metro

9 rankings

Best Car Dealerships in Atlanta Metro →
CDJR Ford/Lincoln GM Honda/Acura Jaguar/Land Rover Mazda Porsche Toyota Volkswagen

Austin Metro

14 rankings

Best Car Dealerships in Austin Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Baton Rouge Metro

12 rankings

Best Car Dealerships in Baton Rouge Metro →
CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Birmingham Metro

14 rankings

Best Car Dealerships in Birmingham Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Boise Metro

14 rankings

Best Car Dealerships in Boise Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Boston Metro

15 rankings

Best Car Dealerships in Boston Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Buffalo Metro

15 rankings

Best Car Dealerships in Buffalo Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Cape Coral Metro

2 rankings

Best Car Dealerships in Cape Coral Metro →
CDJR Volkswagen

Charlotte Metro

16 rankings

Best Car Dealerships in Charlotte Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Chicago Metro

11 rankings

Best Car Dealerships in Chicago Metro →
CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Mazda Porsche Toyota Volkswagen

Cincinnati Metro

15 rankings

Best Car Dealerships in Cincinnati Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Colorado Springs Metro

2 rankings

Best Car Dealerships in Colorado Springs Metro →
CDJR GM

Columbus Metro

16 rankings

Best Car Dealerships in Columbus Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Dallas Metro

12 rankings

Best Car Dealerships in Dallas Metro →
CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Mazda Nissan Porsche Toyota Volkswagen

Denver Metro

16 rankings

Best Car Dealerships in Denver Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Detroit Metro

16 rankings

Best Car Dealerships in Detroit Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

El Paso Metro

2 rankings

Best Car Dealerships in El Paso Metro →
BMW/MINI Honda/Acura

Fresno Metro

14 rankings

Best Car Dealerships in Fresno Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Grand Rapids Metro

9 rankings

Best Car Dealerships in Grand Rapids Metro →
CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Nissan Subaru Toyota

Greenville Metro

2 rankings

Best Car Dealerships in Greenville Metro →
Ford/Lincoln GM

Hartford Metro

15 rankings

Best Car Dealerships in Hartford Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Houston Metro

7 rankings

Best Car Dealerships in Houston Metro →
GM Honda/Acura Jaguar/Land Rover Mazda Porsche Toyota Volkswagen

Indianapolis Metro

16 rankings

Best Car Dealerships in Indianapolis Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Jackson, MS Metro

1 ranking

Best Car Dealerships in Jackson, MS Metro →
Ford/Lincoln

Jacksonville Metro

14 rankings

Best Car Dealerships in Jacksonville Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Kansas City Metro

15 rankings

Best Car Dealerships in Kansas City Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Knoxville Metro

3 rankings

Best Car Dealerships in Knoxville Metro →
Ford/Lincoln GM Honda/Acura

Las Vegas Metro

14 rankings

Best Car Dealerships in Las Vegas Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Los Angeles Metro

17 rankings

Best Independent Auto Repair Shops in Los Angeles Metro →
Best Car Dealerships in Los Angeles Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Independent Service Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Toyota Volkswagen

Louisville Metro

15 rankings

Best Car Dealerships in Louisville Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

McAllen Metro

1 ranking

Best Car Dealerships in McAllen Metro →
CDJR

Memphis Metro

15 rankings

Best Car Dealerships in Memphis Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Miami Metro

16 rankings

Best Car Dealerships in Miami Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Milwaukee Metro

15 rankings

Best Car Dealerships in Milwaukee Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Minneapolis Metro

16 rankings

Best Car Dealerships in Minneapolis Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Nashville Metro

16 rankings

Best Car Dealerships in Nashville Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

New Orleans Metro

15 rankings

Best Car Dealerships in New Orleans Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

New York Metro

16 rankings

Best Car Dealerships in New York Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Oklahoma City Metro

2 rankings

Best Car Dealerships in Oklahoma City Metro →
CDJR Ford/Lincoln

Omaha Metro

15 rankings

Best Car Dealerships in Omaha Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Orlando Metro

16 rankings

Best Car Dealerships in Orlando Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Phoenix Metro

9 rankings

Best Car Dealerships in Phoenix Metro →
GM Honda/Acura Jaguar/Land Rover Lexus Mazda Mercedes-Benz Porsche Toyota Volkswagen

Pittsburgh Metro

15 rankings

Best Car Dealerships in Pittsburgh Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Portland Metro

17 rankings

Best Independent Auto Repair Shops in Portland Metro →
Best Car Dealerships in Portland Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Independent Service Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Providence Metro

14 rankings

Best Car Dealerships in Providence Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Raleigh Metro

16 rankings

Best Car Dealerships in Raleigh Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Richmond Metro

15 rankings

Best Car Dealerships in Richmond Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Riverside Metro

15 rankings

Best Car Dealerships in Riverside Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Sacramento Metro

15 rankings

Best Car Dealerships in Sacramento Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Salt Lake City Metro

15 rankings

Best Car Dealerships in Salt Lake City Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

San Antonio Metro

16 rankings

Best Car Dealerships in San Antonio Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

San Diego Metro

16 rankings

Best Car Dealerships in San Diego Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

San Francisco Bay Area

16 rankings

Best Car Dealerships in San Francisco Bay Area →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Seattle Metro

16 rankings

Best Car Dealerships in Seattle Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Spokane Metro

14 rankings

Best Car Dealerships in Spokane Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

St. Louis Metro

16 rankings

Best Car Dealerships in St. Louis Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Tampa Metro

16 rankings

Best Car Dealerships in Tampa Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Porsche Subaru Toyota Volkswagen

Tucson Metro

15 rankings

Best Car Dealerships in Tucson Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Tulsa Metro

14 rankings

Best Car Dealerships in Tulsa Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

Virginia Beach Metro

15 rankings

Best Car Dealerships in Virginia Beach Metro →
BMW/MINI CDJR Ford/Lincoln GM Honda/Acura Hyundai Jaguar/Land Rover Kia Lexus Mazda Mercedes-Benz Nissan Subaru Toyota Volkswagen

How the index works

Every ranking measures how well AI models like ChatGPT, Claude and Perplexity can discover and understand a business's website. Scores range from 0-100 across discoverability, content quality, technical health, information currency and agent readiness.

Not listed, or think a score is wrong? Contact us to claim your listing or request a free audit.