Rooftop Signal

AI Visibility for Dealers

Toyota Seattle Metro AI Visibility Index

Comparing 27 Toyota dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-03

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Highest Score
64
Median Score
40
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 Michael's PreOwned of Bellevue 64 73 85 90 70 0
#2 Toyota of Lake City 64 73 85 90 70 0
#3 Swickard Toyota 64 73 85 90 70 0
#4 Michael's Toyota of Bellevue 64 73 85 90 70 0
#5 Titus-Will Toyota 64 73 85 90 70 0
#6 Toyota of Seattle 58 75 100 90 0 0
#7 Toyota of Puyallup 58 75 100 90 0 0
#8 Burien Toyota 52 65 85 90 0 0
#9 Chucks Auto Repair Seattle 52 68 85 90 0 0
#10 Heartland Toyota 49 80 20 90 70 0
#11 West Hills Autoplex 49 80 20 90 70 0
#12 Lexus of Tacoma at Fife 48 80 20 90 65 0
#13 Toyota of Kirkland 48 80 20 90 65 0
#14 Toyota of Renton 40 65 0 90 65 0
#15 Bothell Toyota Specialists 32 60 10 90 0 0
#16 Maxx Autos Plus 21 57 0 50 0 0
#17 Sarabi Auto Sales 20 60 0 40 0 0
#18 The Car Outlet 20 60 0 40 0 0
#19 Larson Automotive Group 18 53 0 40 0 0
#20 Doxon Toyota of Auburn 18 53 0 40 0 0
#21 Rodland Toyota of Everett 18 53 0 40 0 0
#22 Rodlandautocenter 18 53 0 40 0 0
#23 Toyota of Tacoma 18 53 0 40 0 0
#24 Dinsmore Auto Group 18 53 0 40 0 0
#25 Marysville Toyota 17 45 0 40 0 0
#26 Sunsetautowholesale 17 45 0 40 0 0
#27 Auto Outlet of Tacoma 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.

Not your dealership listed here? Contact us to claim your listing or request a free audit.