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THE AI VISIBILITY INDEX

Toyota Los Angeles Metro AI Visibility Index

Comparing 45 Toyota dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-15

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Highest Score
64
Median Score
49
Average Score
41
Lowest Score
17

How to Read This Index

Green (75-100)

Strong AI visibility — AI models can easily discover and accurately represent this dealer

Yellow (50-74)

Moderate visibility — some information is accessible but key details may be missed

Orange (25-49)

Weak visibility — AI can find this dealer but struggles to accurately represent them

Red (0-24)

Limited visibility — significant gaps make it hard for AI to recommend this dealer

Rank Dealer Name Overall Discoverability Content Quality Technical Health Information Currency Agent Ready
#1 Thousand Oaks Toyota 64 73 85 90 70 0
#2 Keyes Toyota 64 73 85 90 70 0
#3 Penske Toyota 64 73 85 90 70 0
#4 Longo Toyota 64 73 85 90 70 0
#5 Crown Toyota 64 73 85 90 70 0
#6 Simi Valley Toyota 64 73 85 90 70 0
#7 DCH Toyota of Torrance 62 80 70 90 70 0
#8 Toyota of North Hollywood 58 75 100 90 0 0
#9 Toyota of Corona 58 75 100 90 0 0
#10 Toyota of Downtown LA 58 75 100 90 0 0
#11 Toyota of Huntington Beach 58 75 100 90 0 0
#12 Bob Smith Toyota 58 75 100 90 0 0
#13 Toyota of Riverside 58 75 100 90 0 0
#14 Cabe Toyota Long Beach 58 75 100 90 0 0
#15 AutoNation Toyota Irvine 57 80 50 90 70 0
#16 AutoNation Toyota Buena Park 56 80 50 90 65 0
#17 Frontier Toyota 53 75 80 90 0 0
#18 Toyota Place 49 65 75 90 0 0
#19 Envision Toyota of Norwalk 49 75 65 90 0 0
#20 Manhattan Beach Toyota 49 75 65 90 0 0
#21 Toyota of Hollywood 49 80 20 90 70 0
#22 Envision Toyota of West Covina 49 75 65 90 0 0
#23 Marina del Rey Toyota 49 65 75 90 0 0
#24 AutoNation Toyota Cerritos 49 80 20 90 70 0
#25 Toyota Santa Monica 48 80 20 90 65 0
#26 Toyota of Glendora 46 65 60 90 0 0
#27 Toyota of Orange 46 65 60 90 0 0
#28 South Coast Toyota 46 65 60 90 0 0
#29 Claremont Toyota 27 60 0 75 0 0
#30 Northridge Toyota 18 53 0 40 0 0
#31 Puente Hills Toyota 18 53 0 40 0 0
#32 Wondries Toyota 18 53 0 40 0 0
#33 Toyota of Whittier 17 45 0 40 0 0
#34 Toyota of Anaheim 17 45 0 40 0 0
#35 Fletcher Jones Toyota of Carson 17 45 0 40 0 0
#36 Tustin Toyota 17 45 0 40 0 0
#37 Toyota of Lancaster 17 45 0 40 0 0
#38 Hamer Toyota 17 45 0 40 0 0
#39 Toyota of Pasadena 17 45 0 40 0 0
#40 West Coast Toyota of Long Beach 17 45 0 40 0 0
#41 Toyota of Glendale 17 45 0 40 0 0
#42 Santa Margarita Toyota 17 45 0 40 0 0
#43 Beach Cities Toyota Westminster 17 45 0 40 0 0
#44 South Bay Toyota 17 45 0 40 0 0
#45 Culver City Toyota 17 45 0 40 0 0

Methodology

AI visibility scores measure how well a dealership website can be discovered and understood by AI models like ChatGPT, Claude, and Perplexity. We analyze four key dimensions:

  • Discoverability: Can AI systems find your website?
  • Content Quality: Does AI understand what your dealership offers?
  • Technical Health: Does your website work well with AI systems?
  • Information Currency: Is your online information up to date?
  • Agent Readiness: Can AI assistants take actions for your customers?

Scores range from 0-100, with higher scores indicating better AI visibility. This index is updated monthly to track improvements and changes across the cohort.

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