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THE AI VISIBILITY INDEX

Volkswagen Boston Metro AI Visibility Index

Comparing 43 Volkswagen 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
48
Average Score
38
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 Coastal Volkswagen 65 73 85 90 75 0
#2 Peabody Motor Sports 62 73 70 90 80 0
#3 Volkswagen of North Attleboro 58 75 100 90 0 0
#4 Commonwealth Volkswagen 58 75 100 90 0 0
#5 Silko Volkswagen of Easton 54 75 85 90 0 0
#6 Champion Motorsports 52 80 35 90 65 0
#7 Pb European 52 68 85 90 0 0
#8 Volkswagen Fall River 52 80 27 90 75 0
#9 Nucar Volkswagen of Norwood 51 60 85 90 0 0
#11 Gervais Volkswagen 50 80 20 90 75 0
#12 Portsmouth Volkswagen 50 80 20 90 75 0
#13 Seacoast Specialist Cars 50 68 77 90 0 0
#14 Autobahn USA Dedham 50 80 20 90 75 0
#15 Patrick Volkswagen 50 80 20 90 75 0
#16 Boch Exotics 50 80 20 90 75 0
#17 Minuteman Volkswagen 50 80 20 90 75 0
#18 AutoFair Volkswagen of Nashua 50 80 20 90 75 0
#19 Albrecht Buick GMC of Wakefield 48 60 85 75 0 0
#20 Mastria Volkswagen of Raynham 48 60 85 75 0 0
#21 Boston Motorsports Maserati 48 60 85 75 0 0
#22 Kelly Volkswagen 48 60 85 75 0 0
#33 Colonial Volkswagen 24 30 0 90 0 0
#34 Northshore Imports 20 60 0 40 0 0
#36 Colonial Volkswagen of Westborough 18 53 0 40 0 0
#37 Wellesley Volkswagen 18 53 0 40 0 0
#38 Colonial Volkswagen of Medford 18 53 0 40 0 0
#39 Sunnyside Acura 18 53 0 40 0 0
#40 Quirk Volkswagen MA 17 45 0 40 0 0
#41 Boston Volkswagen 17 45 0 40 0 0
#42 Quirk Volkswagen Manchester 17 45 0 40 0 0
#43 Scott Volkswagen 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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