Rooftop Signal

AI Visibility for Dealers

Toyota San Francisco Bay Area AI Visibility Index

Comparing 33 Toyota dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-03

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Highest Score
64
Median Score
49
Average Score
49
Lowest Score
16

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 Toyota Vallejo 64 73 85 90 70 0
#2 Novato Toyota 64 73 85 90 70 0
#3 Stevens Creek Toyota Used 64 73 85 90 70 0
#4 San Francisco Toyota 64 73 85 90 70 0
#5 Swickard Toyota 101 64 73 85 90 70 0
#6 Livermore Toyota 64 73 85 90 70 0
#7 Dublin Toyota 64 73 85 90 70 0
#8 Envision Honda of Milpitas 58 75 100 90 0 0
#9 Capitol Toyota 58 75 100 90 0 0
#10 Toyota of Berkeley 58 75 100 90 0 0
#11 Hansel Toyota 58 75 100 90 0 0
#12 Freeman Toyota 58 75 100 90 0 0
#13 AutoNation Toyota Hayward 57 80 50 90 70 0
#14 Toyota Walnut Creek 54 75 85 90 0 0
#15 Ammaar's Toyota Vacaville 52 65 85 90 0 0
#16 Jimmy Vasser Toyota Of Napa 51 60 85 90 0 0
#17 Putnam Toyota 49 75 65 90 0 0
#18 Concord Toyota 49 80 20 90 70 0
#19 Envision Toyota of Milpitas | Sales Showroom 49 75 65 90 0 0
#20 Downtown Toyota of Oakland 48 80 20 90 65 0
#21 One Toyota of Oakland 48 60 85 75 0 0
#22 Hanlees Fairfield Toyota 48 60 85 75 0 0
#23 Swickard Toyota 101 48 45 85 90 0 0
#24 Hanlees Hilltop Toyota 48 60 85 75 0 0
#25 Toyota Marin 48 60 85 75 0 0
#26 Magnussen's Toyota of Palo Alto 48 80 20 90 65 0
#27 City Toyota 48 60 85 75 0 0
#28 Victory Toyota of San Bruno 48 60 85 75 0 0
#29 Fremont Toyota 18 53 0 40 0 0
#30 The Fremont Auto Mall 18 53 0 40 0 0
#31 Toyota Sunnyvale 17 45 0 40 0 0
#32 Antioch Toyota 17 45 0 40 0 0
#33 Toyota of Berkeley 16 60 0 20 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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