Rooftop Signal

AI Visibility for Dealers

Mazda Boston Metro AI Visibility Index

Comparing 16 Mazda dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
65
Median Score
50
Average Score
45
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 Sentry West Mazda 65 73 85 90 75 0
#2 495 Mazda 65 73 85 90 75 0
#3 Tasca Mazda Cranston 51 60 85 90 0 0
#4 Liberty Mazda 50 80 20 90 75 0
#5 Wellesley Mazda 50 80 20 90 75 0
#6 Werner Mazda 50 80 20 90 75 0
#7 North End Mazda 50 80 20 90 75 0
#8 Patrick Mazda 50 80 20 90 75 0
#9 North Shore Mazda 48 60 85 75 0 0
#10 Mastria Mazda 48 60 85 75 0 0
#11 Ira Mazda 48 60 85 75 0 0
#12 Tulley Mazda 48 60 85 75 0 0
#13 Tasca Mazda Seekonk 48 60 85 75 0 0
#14 Mass Motorsports 27 45 0 90 0 0
#15 Sentry Auto Group 19 45 0 50 0 0
#16 Quirk Mazda 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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