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THE AI VISIBILITY INDEX

Toyota Houston Metro AI Visibility Index

Comparing 21 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
48
Average Score
46
Lowest Score
18

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 Rent a Toyota of Humble 65 73 85 90 80 0
#2 Mike Calvert Toyota 65 73 85 90 80 0
#3 AutoNation USA Katy 63 80 70 90 80 0
#4 Mac Haik Toyota 61 73 85 90 50 0
#5 Toyo Auto Center 59 70 85 90 40 0
#6 Gulf Coast Toyota 58 75 100 90 0 0
#7 AutoNation Toyota Gulf Freeway 58 80 50 90 80 0
#8 Toyota Lift of Houston 58 80 70 90 45 0
#9 Classic Toyota Galveston 50 80 20 90 75 0
#10 Gulf States Toyota Vehicle Processing Center 50 75 70 90 0 0
#11 Gulf States Toyota 49 75 65 90 0 0
#12 Group 1 Toyota Fort Bend 48 60 85 75 0 0
#13 AutoSavvy Houston Northwest 48 60 85 75 0 0
#14 Fred Haas Toyota Country 48 60 85 75 0 0
#15 Group 1 Toyota Southwest Houston 48 60 85 75 0 0
#16 Fred Haas Toyota World 48 60 85 75 0 0
#17 Gullo Toyota of Conroe 48 60 85 75 0 0
#18 Don McGill Toyota 46 65 60 90 0 0
#19 Toyota of Katy 46 65 60 90 0 0
#20 Joe Myers Toyota 35 65 0 50 80 0
#21 Toyota Tsusho America 35 75 10 90 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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