Rooftop Signal

AI Visibility for Dealers

CDJR Providence Metro AI Visibility Index

Comparing 10 CDJR dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
52
Median Score
50
Average Score
47
Lowest Score
27

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 South Shore Auto Mall 52 80 35 90 65 0
#2 Herb Chambers Maserati of Millbury 51 60 85 90 0 0
#3 Bald Hill Dodge Chrysler Jeep RAM 51 80 20 90 80 0
#4 Westerly Chrysler Dodge Jeep RAM 50 80 20 90 75 0
#5 Paul Bailey's Chrysler Dodge Jeep Ram 50 80 20 90 75 0
#6 Herb Chambers Alfa Romeo of Millbury 50 80 20 90 75 0
#7 Newport Chrysler Dodge Jeep Ram 50 80 20 90 75 0
#8 O'Hara Motors 48 60 85 75 0 0
#9 Wranglers Direct 41 75 35 90 0 0
#10 MX MOTORS LLC Fine Pre-owned Jeeps, Cars, and Trucks 27 65 0 40 45 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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