Rooftop Signal

AI Visibility for Dealers

Subaru Sacramento Metro AI Visibility Index

Comparing 15 Subaru dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
60
Median Score
34
Average Score
35
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 Envision Motorsport 60 70 85 90 45 0
#2 Elk Grove Subaru 58 75 100 90 0 0
#3 M45 Automotive ~ Independent Subaru Repair 56 80 70 90 35 0
#4 Maita Subaru 49 80 20 90 70 0
#5 AutoNation Subaru Roseville 49 80 20 90 70 0
#6 FW Motors 47 68 65 90 0 0
#7 Subaru Parts Pro 42 68 45 90 0 0
#8 Hanlees Subaru 34 57 20 90 0 0
#9 European & Subaru Recycling.. 30 60 0 90 0 0
#10 Super Sac Auto 20 60 0 40 0 0
#11 Shingle Springs Subaru 18 53 0 40 0 0
#12 Gold Rush Subaru 17 45 0 40 0 0
#13 Maita Subaru 17 45 0 40 0 0
#14 Gold Rush Subaru 16 30 0 50 0 0
#15 Subi West 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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