Rooftop Signal

AI Visibility for Dealers

Subaru Seattle Metro AI Visibility Index

Comparing 16 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
48
Average Score
41
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 Titus-Will Buying Center 60 73 70 90 70 0
#2 East Side Subaru 52 80 35 90 65 0
#3 Tacoma Subaru 51 60 85 90 0 0
#4 Suburb 50 75 70 90 0 0
#5 Michael's Subaru of Bellevue 49 80 20 90 70 0
#6 All Wheel Drive Auto 49 75 65 90 0 0
#7 Olympia Subaru 48 60 85 75 0 0
#8 Subaruofauburn 48 60 85 75 0 0
#9 Walker's Renton Subaru 48 80 20 90 65 0
#10 Peninsula Subaru 48 80 20 90 65 0
#11 Subaru of Puyallup 47 80 10 90 70 0
#12 Northwest Subie Specialists 35 75 10 90 0 0
#13 AWD Auto Sales 33 75 0 90 0 0
#14 Carter Subaru of Shoreline 18 53 0 40 0 0
#15 Carter Subaru Ballard 18 53 0 40 0 0
#16 Tacoma Subaru 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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