Rooftop Signal

AI Visibility for Dealers

Subaru San Francisco Bay Area AI Visibility Index

Comparing 24 Subaru dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
64
Median Score
48
Average Score
45
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 Stevens Creek Subaru 64 73 85 90 70 0
#2 Marin Subaru 63 73 85 90 65 0
#3 PM Autoworks 62 80 85 90 45 0
#4 Hansel Subaru 58 75 100 90 0 0
#5 Fairfield Subaru 58 75 100 90 0 0
#6 Diablo Subaru of Walnut Creek 57 80 52 90 70 0
#7 Downtown Subaru of Oakland 56 75 92 90 0 0
#8 TL Tillett's Automotive 54 80 60 90 35 0
#9 Quality Auto Dealer 51 75 75 90 0 0
#10 Garage One Subaru Workshop 50 75 70 90 0 0
#11 Livermore Subaru 50 80 27 90 65 0
#12 Putnam Subaru 48 80 20 90 65 0
#13 Subaru of Hayward 48 80 20 90 65 0
#14 Premier Subaru of Fremont 48 80 20 90 65 0
#15 Hanlees Napa Subaru 48 60 85 75 0 0
#16 Askim's Auto Works 48 80 35 90 35 0
#17 Albany Subaru 48 60 85 75 0 0
#18 Capitol Subaru 43 60 65 75 0 0
#19 Mann Engineering Subaru Specialist 41 72 35 90 0 0
#20 Livermore Auto Mall 30 60 0 90 0 0
#21 Auto World Fremont 20 60 0 40 0 0
#22 Carlsen Subaru 17 45 0 40 0 0
#23 5 J's Subaru Specialist 16 30 0 50 0 0
#24 Marin Subaru 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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