Rooftop Signal

AI Visibility for Dealers

CDJR San Francisco Bay Area AI Visibility Index

Comparing 21 CDJR dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
63
Median Score
48
Average Score
44
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 Boardwalk Chrysler Dodge Jeep Ram 63 73 85 90 65 0
#2 Future Chrysler Dodge Jeep Ram of Fairfield 58 75 100 90 0 0
#3 Euroland 4x4 Center 52 68 85 90 0 0
#4 Fremont Chrysler Dodge Jeep Ram 51 60 85 90 0 0
#5 Golden Gate Jeep 49 75 65 90 0 0
#6 Sunnyvale Chrysler Dodge Jeep Ram 49 80 20 90 70 0
#7 Stevens Creek Chrysler Jeep Dodge 49 80 20 90 70 0
#8 Jeep Speed Shop 49 75 65 90 0 0
#9 Stoneridge Chrysler Dodge Jeep RAM 49 80 20 90 70 0
#10 Walnut Creek Chrysler Jeep Dodge Ram 48 80 20 90 65 0
#11 Stewart Chrysler Dodge Jeep Ram 48 80 20 90 65 0
#12 Vallejo Chrysler Dodge Jeep Ram 48 60 85 75 0 0
#13 Rio Vista Dodge Chrysler Jeep 48 80 20 90 65 0
#14 Hanlees Chrysler Dodge Jeep Ram of Napa 48 60 85 75 0 0
#15 San Leandro Chrysler Dodge Jeep RAM 48 60 85 75 0 0
#16 Normandin Chrysler Dodge Jeep Ram FIAT 48 60 85 75 0 0
#17 Putnam Chrysler Jeep Dodge 46 80 10 90 65 0
#18 Future Chrysler Dodge Jeep Ram of Concord 25 75 0 50 0 0
#19 Antioch Chrysler Jeep Dodge RAM 17 45 0 40 0 0
#20 Antioch Chrysler Jeep Dodge RAM 17 45 0 40 0 0
#21 Fiat at Future of Concord 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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