Rooftop Signal

AI Visibility for Dealers

Mazda San Francisco Bay Area AI Visibility Index

Comparing 11 Mazda dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
69
Median Score
47
Average Score
50
Lowest Score
45

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 Marin Mazda 69 93 92 90 65 0
#2 Dublin Mazda 62 95 100 90 0 0
#3 Mr Mazda 52 85 70 90 0 0
#4 Victory Mazda San Leandro 52 80 85 75 0 0
#5 Fremont Mazda 48 65 27 90 70 0
#6 Team Mazda 47 80 65 75 0 0
#7 Capitol Mazda 47 80 65 75 0 0
#8 Concord Mazda 47 80 65 75 0 0
#9 Putnam Mazda 45 65 20 90 65 0
#10 SF Mazda 45 65 20 90 65 0
#11 Mazda Vacaville 45 65 20 90 65 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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