AI Readiness Reports
How dealer websites score with AI assistants
Whether ChatGPT, Claude, Gemini, or Perplexity can actually read and cite a dealer’s inventory depends on how their website is built. We’ve analyzed 488 dealers so far. See how the platforms behind them compare on the website-platform leaderboard.
Which dealerships AI recommends, by market
We ask AI assistants the same unbranded shopper questions in each market and count who gets named.
Toronto, ON 703 dealersDallas–Fort Worth, TX 390 dealersVancouver, BC 381 dealersHouston, TX 378 dealersTampa–St. Petersburg, FL 378 dealersMiami–Fort Lauderdale, FL 349 dealersOrlando, FL 344 dealersCalgary, AB 243 dealersSan Antonio, TX 234 dealersEdmonton, AB 231 dealersSeattle–Tacoma, WA 225 dealersPortland, OR 216 dealersOttawa, ON 204 dealersWest Palm Beach, FL 195 dealersJacksonville, FL 185 dealersMontréal, QC 185 dealersTyler–Longview, TX 178 dealersAustin, TX 167 dealersWinnipeg, MB 155 dealersFort Myers–Naples, FL 147 dealersQuébec, QC 112 dealersLévis et Beauce, QC 110 dealersLongueuil et Rive-Sud, QC 102 dealersPhoenix, AZ 100 dealersChicago, IL 96 dealersPittsburgh, PA 96 dealersWashington DC, VA-MD 94 dealersRive-Nord et Saint-Jérôme, QC 93 dealersLaval, QC 90 dealersSherbrooke, Granby et Estrie, QC 90 dealersLos Angeles, CA 89 dealersNew York, NY-NJ-CT 87 dealersSaskatoon, SK 83 dealersTerrebonne, Repentigny et Lanaudière, QC 81 dealersOuest-de-l'Île et Vaudreuil, QC 80 dealersAtlanta, GA 79 dealersPhiladelphia, PA 77 dealersRaleigh–Durham, NC 77 dealersNorfolk, VA 75 dealersSan Diego, CA 75 dealersDetroit, MI 74 dealersCharlotte, NC 73 dealersOkanagan, BC 71 dealersSan Francisco Bay Area, CA 71 dealersTri-Cities, New Westminster and Maple Ridge, BC 71 dealersCharleston, SC 69 dealersGrand Rapids, MI 67 dealersLas Vegas, NV 67 dealersHalifax, NS 66 dealersSacramento, CA 66 dealersAlbuquerque, NM 65 dealersCincinnati, OH-KY 65 dealersCleveland, OH 65 dealersColumbus, OH 65 dealersGreater Victoria, BC 65 dealersGreensboro, NC 63 dealersBoston, MA 62 dealersHarrisburg–Lancaster, PA 61 dealersKansas City, MO-KS 61 dealersNashville, TN 61 dealersBaltimore, MD 60 dealersDenver, CO 60 dealersGreenville–Spartanburg, SC-NC 60 dealersMobile–Pensacola, AL-FL 60 dealersNew Orleans, LA 60 dealersRegina, SK 60 dealersSaguenay–Lac-Saint-Jean, QC 60 dealersMilwaukee, WI 59 dealersChâteauguay, Valleyfield et Roussillon, QC 58 dealersIndianapolis, IN 58 dealersSaint-Hyacinthe, Saint-Jean et Sorel-Tracy, QC 58 dealersOklahoma City, OK 57 dealersSt. John's, NL 57 dealersWichita Falls–Lawton, TX-OK 57 dealersKingston, ON 55 dealersRimouski et Bas-Saint-Laurent, QC 55 dealersRochester, NY 55 dealersKitchener Waterloo, ON 54 dealersColumbia, SC 53 dealersFraser Valley, BC 53 dealersMadison, WI 53 dealersRichmond, VA 53 dealersAlbany, GA 52 dealersBirmingham, AL 52 dealersGatineau et Outaouais, QC 52 dealersLouisville, KY-IN 52 dealersWheeling–Steubenville, WV-OH 51 dealersNanaimo and Central Island, BC 50 dealersPortland–Auburn, ME 50 dealersFlint–Saginaw, MI 49 dealersFresno, CA 49 dealersChampaign, IL 48 dealersBangor, ME 47 dealersBurlington, VT-NY-NH 47 dealersColorado Springs, CO 47 dealersHartford–New Haven, CT 47 dealersLexington, KY 47 dealersWichita, KS 47 dealersBoise, ID 46 dealersCharleston–Huntington, WV-KY-OH 46 dealersGreen Bay–Appleton, WI 46 dealersLittle Rock, AR 46 dealersSavannah, GA-SC 46 dealersTrois-Rivières et Mauricie, QC 46 dealersJackson, MS 45 dealersMemphis, TN-MS-AR 45 dealersWatertown, NY 45 dealersBuffalo, NY 44 dealersMoncton, NB 44 dealersFredericton, NB 43 dealersTruro, Amherst, New Glasgow and Antigonish, NS 43 dealersWaco, TX 43 dealersBaton Rouge, LA 42 dealersCedar Rapids, IA 42 dealersDrummondville et Victoriaville, QC 42 dealersHarlingen–Brownsville, TX 42 dealersHonolulu, HI 42 dealersMinneapolis, MN 42 dealersSouth Bend, IN-MI 42 dealersSpringfield, MO 42 dealersSt. Louis, MO 42 dealersNorth Shore and Sea to Sky, BC 41 dealersTulsa, OK 41 dealersAbitibi-Témiscamingue, QC 40 dealersMiramichi, Bathurst, Edmundston and Northern New Brunswick, NB 40 dealersAlbany, NY 39 dealersLethbridge and Southern Alberta, AB 39 dealersNiagara, ON 39 dealersProvidence, RI-MA 39 dealersMonroe–El Dorado, LA-AR 38 dealersOmaha, NE-IA 38 dealersSherman–Ada, OK-TX 38 dealersSyracuse, NY 38 dealersToledo, OH 38 dealersEl Paso, TX-NM 37 dealersHamilton, ON 37 dealersChattanooga, TN-GA 36 dealersCorner Brook, Gander, Grand Falls-Windsor and Labrador, NL 36 dealersKnoxville, TN 36 dealersMinot–Bismarck–Dickinson, ND 36 dealersRed Deer and Central Alberta, AB 36 dealersTucson, AZ 36 dealersLaurentides, QC 35 dealersPeterborough, ON 35 dealersRoanoke, VA 35 dealersTopeka, KS 35 dealersWilkes-Barre–Scranton, PA 35 dealersNorthern BC, BC 34 dealersPrince Edward Island, PE 34 dealersShreveport, LA-TX-AR 34 dealersErie, PA 33 dealersHuntsville, AL 33 dealersTri-Cities, TN-VA 33 dealersDayton, OH 32 dealersFort Smith, AR 32 dealersPaducah, IL-MO-KY 32 dealersSpokane, WA-ID 32 dealersDes Moines, IA 31 dealersYoungstown, OH-PA 31 dealersBeaumont–Port Arthur, TX 30 dealersDothan, AL 30 dealersPalm Springs, CA 30 dealersAnchorage, AK 29 dealersBluefield–Beckley–Oak Hill, WV-VA 29 dealersIdaho Falls–Pocatello, ID 29 dealersMyrtle Beach, SC 29 dealersSpringfield–Holyoke, MA 29 dealersBinghamton, NY 28 dealersPeoria–Bloomington, IL 28 dealersUtica, NY 28 dealersHarrisonburg, VA 27 dealersMacon, GA 27 dealersMissoula, MT 27 dealersSaint John, NB 27 dealersTallahassee–Thomasville, GA-FL 27 dealersTerre Haute, IN-IL 27 dealersThe Kootenays, BC 27 dealersComox Valley and North Island, BC 26 dealersDavenport–Rock Island–Moline, IL-IA 26 dealersEugene, OR 26 dealersKamloops and Thompson, BC 26 dealersGrande Prairie and the Peace Country, AB 25 dealersJoplin–Pittsburg, MO-KS 25 dealersSanta Barbara–Santa Maria–San Luis Obispo, CA 25 dealersBrandon and Westman, MB 24 dealersCorpus Christi, TX 24 dealersFargo–Valley City, ND-MN 24 dealersGaspésie et Îles-de-la-Madeleine, QC 24 dealersLafayette, LA 24 dealersLakeland and Fort McMurray, AB 24 dealersQuincy–Hannibal–Keokuk, IL-MO-IA 24 dealersSept-Îles et Côte-Nord, QC 24 dealersYorkton, Estevan, Weyburn and Eastern Saskatchewan, SK 24 dealersBridgewater, Yarmouth and the South Shore, NS 23 dealersSteinbach, Winkler, Portage and Southern Manitoba, MB 23 dealersCamrose, Wetaskiwin and East Central Alberta, AB 22 dealersElmira, NY-PA 22 dealersKentville and the Annapolis Valley, NS 22 dealersMedicine Hat, Brooks and the Badlands, AB 22 dealersMoose Jaw, Swift Current and Southwest Saskatchewan, SK 22 dealersReno, NV 22 dealersBillings, MT 21 dealersBiloxi–Gulfport, MS 21 dealersHattiesburg–Laurel, MS 21 dealersJohnstown–Altoona–State College, PA 21 dealersLansing, MI 21 dealersYuma–El Centro, CA-AZ 21 dealersAbilene–Sweetwater, TX 20 dealersClarksburg–Weston, WV 20 dealersMankato, MN 20 dealersPrince Albert and Northern Saskatchewan, SK 20 dealersButte–Bozeman, MT 19 dealersCharlottesville, VA 19 dealersEastern Ontario, ON 19 dealersGainesville, FL 19 dealersJonesboro, AR 19 dealersLake Charles, LA 19 dealersLondon, ON 19 dealersColumbia–Jefferson City, MO 18 dealersMarquette, MI 18 dealersMonterey–Salinas, CA 18 dealersPanama City, FL 18 dealersSioux Falls, SD 18 dealersSydney and Cape Breton, NS 18 dealersYakima–Pasco–Richland–Kennewick, WA 18 dealersChico–Redding, CA 17 dealersFort Wayne, IN 17 dealersJackson, TN 17 dealersLanark and Rideau, ON 17 dealersLincoln–Hastings–Kearney, NE 17 dealersNorthwest Alberta, AB 17 dealersOkotoks, High River, Strathmore and Canmore, AB 17 dealersRockford, IL 17 dealersSioux City, IA 17 dealersAlexandria, LA 16 dealersBowling Green, KY 16 dealersDuluth–Superior, MN-WI 16 dealersEvansville, IN-KY-IL 16 dealersLa Crosse–Eau Claire, WI 16 dealersLubbock, TX 16 dealersNorth Battleford, Kindersley and West Central Saskatchewan, SK 16 dealersRapid City, SD-WY-NE 16 dealersWilmington, NC 16 dealersWindsor, ON 16 dealersBarrie, ON 15 dealersGreenville–New Bern–Washington, NC 15 dealersMedford–Klamath Falls, OR 15 dealersSalisbury, MD-DE 15 dealersAugusta–Aiken, GA-SC 14 dealersColumbus–Tupelo–West Point–Starkville, MS 14 dealersGreat Falls, MT 14 dealersRochester–Mason City–Austin, MN-IA 14 dealersTwin Falls, ID 14 dealersWausau–Rhinelander, WI 14 dealersAmarillo, TX-NM 13 dealersDauphin, Thompson and Northern Manitoba, MB 13 dealersBruce, Grey and Huron, ON 12 dealersColumbus, AL-GA 12 dealersGreenwood–Greenville, MS 12 dealersMontgomery–Selma, AL 11 dealersTraverse City–Cadillac, MI 11 dealersOttawa Valley, ON 10 dealersSt. Joseph, MO 10 dealersNear North, ON 9 dealersSudbury, ON 8 dealersChatham-Kent and Lambton, ON 7 dealersHaliburton Highlands, ON 7 dealersBrantford, ON 6 dealersNorth Durham, ON 4 dealersOwen Sound, ON 4 dealersAlgoma and Manitoulin, ON 2 dealersNorthwestern Ontario, ON 2 dealersSarnia, ON 2 dealersSault Ste Marie, ON 2 dealersThunder Bay, ON 2 dealersNortheastern Ontario, ON 1 dealersSalt Lake area + Lehi
Browse by market
All marketsToronto 60Ottawa 29Mississauga 24Brampton 11Hamilton 10Oakville 10Windsor 10Kingston 9London 8Ajax 7Burlington 7St. Catharines 6Barrie 5Markham 5
All 163 markets
Newmarket 5Orillia 5Vaughan 5Whitby 5Brantford 4Cambridge 4Cornwall 4Milton 4Owen Sound 4Perth 4Pickering 4Aurora 3Belleville 3Caledon 3Calgary 3Libertyville 3Oshawa 3Peterborough 3Richmond Hill 3Vancouver 3Waterloo 3Welland 3Woodstock 3Brockville 2Canton 2Edmonton 2Goderich 2Guelph 2Hawkesbury 2Houston 2Huntington Beach 2Jacksonville 2Kitchener 2Maple 2Mono 2New Tecumseth 2North Bay 2North Perth 2Norwalk 2Port Hope 2Rimouski 2Stratford 2Sutton 2Tecumseh 2Thunder Bay 2Whitchurch-Stouffville 2Williamsburg 2Winnipeg 2Woodbridge 2Aberdeen 1Adelaide Metcalfe 1Alliston 1Aylmer 1Baltimore 1Bonham 1Bracebridge 1Brentwood 1Brevard 1Brockton 1Brooklyn 1Burnaby 1Cape Girardeau 1Carroll 1Cedar Rapids 1Collingwood 1Courtenay 1Davie 1Denver 1El Monte 1Elk Grove 1Ellisville 1Essex County 1Fayetteville 1Forney 1Foxboro 1Framingham 1Fredericton 1Gananoque 1Grapevine 1Greater Madawaska 1Greater Sudbury 1Grimsby 1Halton Hills 1Hamilton 1Hanover 1Hilliard 1Hillsburgh 1Hinesville 1Holland Landing 1Indianapolis 1Innisfil 1Kawartha Lakes 1Kenora 1Klamath Falls 1LAKE ORION 1Langley Township 1Leamington 1Listowel 1Miami 1Middle Sackville 1Milwaukie 1Montmagny 1Mount Hope 1Muskoka 1Newcastle 1Niagara Falls 1North Grenville 1North Logan 1O Fallon 1Orangeville 1Paris 1Plaistow 1Port Dover 1Portland 1Richmond 1Rockford 1Saint Marys 1Sainte-Julie 1San Rafael 1Sarnia 1Saskatoon 1Saugeen Shores 1Simcoe 1Simcoe County 1Sioux Falls 1Smiths Falls 1South Huron 1St Johns 1St-Bruno-de-Guigues 1St. Thomas 1Staten Island 1Steinbach 1Sterling 1Stouffville 1Stuartburn 1Sudbury 1Surrey 1Tampa 1Terre Haute 1Thornhill 1Thorold 1Tillsonburg 1Timmins 1Tullahoma 1Victorville 1Virginia Beach 1Walkerton 1Watertown 1West Valley City 1
Site readiness is what the crawl found: whether an AI assistant can read the inventory on the site at all. AI visibility is what happened when we asked the engines shopper questions built from that dealer’s own cars, and counted who they recommended. A site can read well and still never be the answer, which is why the two are separate columns.
| Dealership | Market | Site readiness | AI visibility | Platform | Scanned |
|---|---|---|---|---|---|
| Marin Mazda | San Rafael | C 53 | F 16 | DealerOn | 10/31/2026 |
| herbconnollychevrolet.com | Framingham | F 29 | F 11 | Custom / other | 10/31/2026 |
| stanmcnabbcdjr.com | Tullahoma | D 41 | Not tested | Custom / other | 10/30/2026 |
| Klamath Falls Honda | Klamath Falls | C 69 | F 23 | Dealer Inspire | 10/29/2026 |
| D&C Motor Company | Portland | B 70 | F 21 | DealerFire | 10/29/2026 |
| West Auto Sales - West Valley | West Valley City | C 53 | D 31 | Custom / other | 10/29/2026 |
| Liberty CDJR | Hinesville | C 62 | F 21 | Custom / other | 10/29/2026 |
| Adventure Subaru | Fayetteville | F 29 | F 11 | Custom / other | 10/29/2026 |
| Wally Edgar Chevrolet | LAKE ORION | D 41 | F 26 | DealerOn | 10/29/2026 |
| Williamsburg CDJR | Williamsburg | C 69 | F 21 | Dealer Inspire | 10/29/2026 |
| Williamsburg Auto | Williamsburg | B 73 | Not tested | Custom / other | 10/29/2026 |
| Motor Inn Auto | Carroll | C 60 | F 24 | DealerOn | 10/29/2026 |
| America's Xtreme Auto | Houston | C 53 | F 16 | Custom / other | 10/29/2026 |
| Hanania Subaru of Orange Park | Jacksonville | C 53 | F 16 | DealerOn | 10/28/2026 |
| Emich Kia | Denver | C 53 | F 18 | Custom / other | 10/28/2026 |
| Arrow Motors | Aylmer | C 51 | D 37 | Custom / other | 10/28/2026 |
| Frankman Motor Company | Sioux Falls | B 73 | F 26 | WordPress (no dealer platform detected) | 10/28/2026 |
| carmax.com | Sterling | C 55 | F 21 | Custom / other | 10/28/2026 |
| automart.com | — | F 26 | Not tested | Custom / other | 10/28/2026 |
| Kelly's Auto Sales | Canton | C 53 | F 22 | Custom / other | 10/28/2026 |
| Sarchione Auto Gallery | Canton | D 41 | F 12 | Custom / other | 10/28/2026 |
| Buckeye Nissan | Hilliard | D 41 | F 12 | Custom / other | 10/28/2026 |
| Coad Toyota | Cape Girardeau | C 53 | F 16 | DealerOn | 10/28/2026 |
| CarFive Plaistow, NH | Plaistow | D 41 | F 26 | Custom / other | 10/28/2026 |
| Cassill Motors | Cedar Rapids | C 53 | F 27 | Custom / other | 10/28/2026 |
| Gladstone Mitsubishi | Milwaukie | D 41 | F 12 | Custom / other | 10/28/2026 |
| Bay Ridge Honda | Brooklyn | C 62 | F 19 | Dealer Inspire | 10/28/2026 |
| Bonham Chrysler Dodge Jeep Ram Fiat | Bonham | C 67 | F 22 | Custom / other | 10/28/2026 |
| Victorville Mitsubishi | Victorville | C 68 | F 25 | Space Auto | 10/28/2026 |
| Liberty Automotive | Libertyville | D 41 | F 12 | Custom / other | 10/28/2026 |
| Liberty Subaru | Libertyville | D 41 | F 12 | Custom / other | 10/28/2026 |
| Liberty Chrysler Dodge Jeep Ram | Libertyville | D 41 | F 17 | Custom / other | 10/28/2026 |
| Carter Honda | Vancouver | C 69 | F 21 | WordPress (no dealer platform detected) | 10/26/2026 |
| Lamontagne Auto | Rimouski | C 69 | D 32 | SM360 | 10/26/2026 |
| Boulevard Chevrolet Buick GMC | Rimouski | B 73 | F 26 | SM360 | 10/26/2026 |
| f1rstmotors.com | — | F 29 | Not tested | Custom / other | 10/26/2026 |
| dealguysjax.com | Jacksonville | F 26 | F 8 | Custom / other | 10/25/2026 |
| Classic Buick GMC | Houston | D 41 | F 12 | DealerOn | 10/23/2026 |
| Good Fellow | Toronto | D 38 | Not tested | Carpages Dealer Websites | 10/23/2026 |
| Every1Drives | Fredericton | C 63 | Not tested | WordPress (no dealer platform detected) | 10/23/2026 |
| Automac Automotive Sales Inc | Middle Sackville | B 77 | Not tested | Convertus | 10/23/2026 |
| Humberview Chevrolet Buick GMC | Toronto | B 73 | Not tested | SM360 | 10/22/2026 |
| Humberview Volkswagen | Toronto | B 73 | Not tested | SM360 | 10/22/2026 |
| Grapevine Ford | Grapevine | C 50 | Not tested | Dealer.com | 10/16/2026 |
| trophynissan.com | — | D 41 | Not tested | Dealer.com | 10/16/2026 |
| Weston Volvo Cars | Davie | D 41 | Not tested | Custom / other | 10/16/2026 |
| Parks Lincoln of Tampa | Tampa | C 51 | Not tested | DealerOn | 10/16/2026 |
| Automobile Paquin Ltee | St-Bruno-de-Guigues | C 57 | Not tested | D2C Media | 10/16/2026 |
| minitoronto.ca | — | C 53 | Not tested | Custom / other | 10/16/2026 |
| Acura Downtown | Toronto | C 51 | Not tested | EDealer | 10/16/2026 |
| Volvo Cars NB | — | C 50 | Not tested | Convertus | 10/16/2026 |
| Brimell Toyota | Toronto | B 73 | Not tested | SM360 | 10/16/2026 |
| vinindex.ai | — | B 73 | Not tested | Custom / other | 10/15/2026 |
| Gyro Mazda | Toronto | C 51 | Not tested | EDealer | 10/14/2026 |
| Tabangi Motors | — | B 71 | Not tested | Convertus | 10/9/2026 |
| Car Central | — | B 73 | Not tested | Convertus | 10/9/2026 |
| Prio Auto Sales | — | D 41 | Not tested | WordPress (no dealer platform detected) | 10/9/2026 |
| Island Chrysler Dodge Jeep Ram | Staten Island | C 69 | F 21 | Custom / other | 10/5/2026 |
| Subaru Sainte-Julie | Sainte-Julie | C 69 | Not tested | SM360 | 10/5/2026 |
| Thibault GM Montmagny La Pocatière | Montmagny | C 53 | Not tested | WordPress (no dealer platform detected) | 10/5/2026 |
1–60 of 488
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Reports show the most recent scan per dealer. Site readiness comes from public runs of the VIN Index AI Readiness Analyzer, which reads each site the way an AI crawler does. AI visibility is shown only where the engine test has actually been run — it blends how often the engines recommended that dealer with how readable their site is, and it is the same grade the dealer’s own report page leads with. No traffic is estimated. Last updated 2026-10-31.