Rooftop Signal

AI Visibility for Dealers

Mercedes-Benz Boston Metro AI Visibility Index

Comparing 39 Mercedes-Benz dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
68
Median Score
48
Average Score
43
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 Mercedes-Benz of Burlington 68 73 100 90 70 0
#2 Mercedes-Benz of Burlington 68 73 100 90 70 0
#3 Auto Gallery of Everett 61 65 100 90 35 0
#4 Mill City Enterprise 55 77 60 90 45 0
#5 Lynnway Auto Sales 52 80 35 90 65 0
#6 Mercedes & Sons Automotive 51 75 75 90 0 0
#7 M.B. Auto 51 75 75 90 0 0
#8 Gerardo's Foreign Car Services 51 80 35 90 55 0
#9 Hatch Motors 51 75 72 90 0 0
#10 Signature Motor Cars 51 80 35 90 55 0
#11 Motor Cars International 50 75 70 90 0 0
#12 HM Motor Works 49 75 65 90 0 0
#13 Flagship Motorcars of Lynnfield 49 80 20 90 70 0
#14 Flagship Motorcars Commercial Vans 49 80 20 90 70 0
#15 603 MTech Autowerks 49 68 70 90 0 0
#16 Mercedes-Benz of Sudbury 49 80 20 90 70 0
#17 Duncan's European Automotive 49 75 65 90 0 0
#18 Boston Foreign Motor 48 80 20 90 60 0
#19 BidCars Boston 48 80 20 90 65 0
#20 Mercedes-Benz of Shrewsbury 48 80 20 90 65 0
#21 Mercedes-Benz of Boston 48 80 20 90 65 0
#22 Mercedes-Benz of Hanover 48 60 85 75 0 0
#23 Mercedes-Benz of Portsmouth 48 60 85 75 0 0
#24 Viti Mercedes-Benz of Tiverton 48 80 20 90 65 0
#25 Mercedes-Benz of Boston Commercial Vans 48 80 20 90 65 0
#26 Mercedes-Benz of Westwood 48 60 85 75 0 0
#27 Mercedes-Benz of Manchester 48 60 85 75 0 0
#28 Village European 45 80 25 90 35 0
#29 Pinnacle Imports 41 80 0 90 50 0
#30 Vanderveer Motors 35 75 10 90 0 0
#31 Rm Vans 33 45 25 90 0 0
#32 European Auto Sales 27 65 0 40 45 0
#33 Gesner Auto 21 57 0 50 0 0
#34 Best Wheels Imports 20 60 0 40 0 0
#35 Prestige Motors 17 45 0 40 0 0
#36 North End Motors 17 45 0 40 0 0
#37 Done Deal Motors 17 45 0 40 0 0
#38 Topline Import 16 30 0 50 0 0
#39 European Auto Solutions Sales 16 30 0 50 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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