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AI Visibility for Dealers

Toyota Dallas Metro AI Visibility Index

Comparing 23 Toyota dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-03

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Highest Score
65
Median Score
50
Average Score
47
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 Lone Star Toyota of Lewisville 65 73 85 90 80 0
#2 Family Toyota of Arlington 65 73 85 90 80 0
#3 Longo Toyota of Prosper 65 73 85 90 80 0
#4 Toyota of Fort Worth 65 73 85 90 80 0
#5 Family Toyota of Burleson 65 73 85 90 80 0
#6 Pat Lobb Toyota of McKinney 61 80 62 90 80 0
#7 Select City Cars 54 75 85 90 0 0
#8 Sport City Toyota 54 80 35 90 75 0
#9 Toyota of Richardson Pre-Owned Department 54 80 35 90 80 0
#10 Toyota of Plano 51 80 20 90 80 0
#11 Freeman Toyota 51 80 20 90 80 0
#12 Norm Reeves Toyota Dallas 50 80 20 90 75 0
#13 Legacy Toyota of Dallas 48 60 85 75 0 0
#14 Toyota of Rockwall 48 60 85 75 0 0
#15 Toyota of Irving 48 60 85 75 0 0
#16 AutoSavvy Fort Worth 48 60 85 75 0 0
#17 Toyota Financial Services 40 80 0 90 45 0
#18 Texas Toyota of Grapevine 35 65 0 50 80 0
#19 Gulf States Toyota 35 60 20 90 0 0
#20 Toyota of Dallas 35 65 0 50 80 0
#21 Toyota Motor North America 35 75 10 90 0 0
#22 Vandergriff Toyota 35 65 0 50 80 0
#23 EchoPark Automotive Dallas (Grand Prairie) 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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