Category

Vehicles & Transportation

This index adds up the scores of 75 questions: 72 across 8 subcategories and 3 about Vehicles & Transportation as a whole. 1,424 brands are ranked.

Questions by subcategory

Edition
Nov 12, 2026
Methodology
v5.0
Panel
6 AI surfaces

AI Visibility Ranking

Brands ordered by GenRank score across this category and its subcategories.

#BrandScore
  1. 1Ford F-150468.8
  2. 2Hyundai Ioniq 5447.6
  3. 3Toyota Tacoma397.4
  4. 4Tesla Model 3353.8
  5. 5Honda Civic350.7
  6. 6Toyota334.2
  7. 7Toyota Camry330.8
  8. 8Ram 1500329.0
  9. 9Lexus318.3
  10. 10Honda CR-V304.3
Show all 50
  1. 11Honda CR-V Hybrid292.8
  2. 12Honda288.5
  3. 13Toyota RAV4 Hybrid285.6
  4. 14Kia Telluride284.0
  5. 15Tesla Model Y283.8
  6. 16Toyota Corolla279.4
  7. 17Toyota RAV4268.0
  8. 18Hyundai Palisade266.7
  9. 19Hyundai Tucson Hybrid259.5
  10. 20Toyota Prius258.4
  11. 21Honda Accord250.9
  12. 22Chevrolet Silverado 1500250.2
  13. 232026 Chevrolet Silverado EV246.3
  14. 24Ford Ranger238.5
  15. 25Toyota Sienna229.2
  16. 26Chevrolet Equinox EV228.7
  17. 27Toyota Grand Highlander226.4
  18. 28Chevrolet Colorado220.5
  19. 29Michelin CrossClimate2214.3
  20. 30Ford Expedition213.9
  21. 31Mazda CX-5212.1
  22. 32Rivian R1T210.7
  23. 33Honda Ridgeline210.0
  24. 34Ford Maverick208.0
  25. 35Subaru207.8
  26. 36Kia EV9206.9
  27. 37GMC Sierra 1500195.9
  28. 38Toyota Grand Highlander Hybrid194.3
  29. 39Toyota Tundra188.0
  30. 40Lucid Air Grand Touring187.4
  31. 41Hyundai Tucson186.0
  32. 42Civic Hybrid185.5
  33. 43Rivian R1S181.6
  34. 44Mazda 3179.7
  35. 45Nissan Frontier179.6
  36. 46Toyota RAV4 Prime178.8
  37. 47Subaru Crosstrek178.3
  38. 48Hyundai Elantra176.4
  39. 49Chevrolet Tahoe170.1
  40. 50Yamaha Motor Company166.8

The GenRank score sums each brand’s question-level visibility inside this category. Higher means AI names the brand more often and earlier. It is not bounded, so compare brands within one category, not across categories. Methodology

The questions behind this index

75

The questions, grouped by subcategory, each card with that category's top five brands. This index's ranking adds up the scores of every question grouped here.

Vehicles & Transportation, general

3 questions

Most cited sources

Sites cited by the answers to this category's questions and its subcategories'. Counts are citing answers. All of this week's questions. Earlier ranks appear once two weekly runs of the same methodology exist.

Most cited sources
RankSourceCiting answers
1youtube.comsocial139
2edmunds.com133
3cars.usnews.com86
4kbb.com82
5reddit.comcommunity75
6motortrend.com54
7truecar.com47
8shopping.google.comshopping43
9consumerreports.org42
10carfax.com38