Rooftop Signal

AI Visibility for Dealers

Volkswagen San Francisco Bay Area AI Visibility Index

Comparing 32 Volkswagen dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
67
Median Score
34
Average Score
35
Lowest Score
13

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 Boardwalk Volkswagen Sales 67 93 85 90 65 0
#2 Volkswagen Marin 67 93 85 90 65 0
#3 Winn Volkswagen 62 95 100 90 0 0
#4 Volkswagen of Oakland 62 95 100 90 0 0
#5 Hansel Volkswagen of Santa Rosa 62 95 100 90 0 0
#6 Volkswagen Group of America, Innovation and Engineering Center California 58 90 70 90 35 0
#7 Capitol Volkswagen 52 80 85 75 0 0
#8 Vwoffairfield 52 80 85 75 0 0
#10 Dirito Brothers Walnut Creek Volkswagen 45 65 20 90 65 0
#11 Serramonte Volkswagen 45 65 20 90 65 0
#12 Sunnyvale Volkswagen 45 65 20 90 65 0
#13 Volkswagen San Francisco 45 65 20 90 65 0
#14 Team Volkswagen of Hayward 45 65 20 90 65 0
#21 Kirkwood VW 29 55 0 90 0 0
#22 Dublin Volkswagen 15 38 0 40 0 0
#26 Stevens Creek Volkswagen 14 30 0 40 0 0
#27 Vacaville Volkswagen 14 30 0 40 0 0
#29 Dublin Volkswagen 13 25 0 40 0 0
#30 Volkswagen of Oakland 13 25 0 40 0 0
#32 Volkswagen of Stevens Creek 13 25 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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