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THE AI VISIBILITY INDEX

Toyota Detroit Metro AI Visibility Index

Comparing 22 Toyota dealerships on how well AI models can discover and recommend them

Last updated: 2026-02-23

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Highest Score
65
Median Score
50
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 Randy Wise Toyota 65 73 85 90 80 0
#2 Matick Toyota 65 73 85 90 80 0
#3 LaFontaine Automotive Group 62 73 70 90 80 0
#4 Page Toyota 58 75 100 90 0 0
#5 LaFontaine Motors Dearborn 58 75 100 90 0 0
#6 LaFontaine Honda Dearborn 58 75 100 90 0 0
#7 LaFontaine Toyota 58 75 100 90 0 0
#8 Chatham Toyota 52 65 85 90 0 0
#9 Fox Automotive Group 51 80 20 90 80 0
#10 Szott M-59 Toyota 50 80 20 90 75 0
#11 Suburban Toyota of Farmington Hills 50 80 20 90 75 0
#12 Scion of Warren 50 80 20 90 75 0
#13 Eastway Toyota 50 75 70 90 0 0
#14 Toyota & Lexus Financial Services 50 75 70 90 0 0
#15 Fox Toyota of Rochester Hills 50 80 20 90 75 0
#16 Suburban Toyota of Troy 50 80 20 90 75 0
#17 Victory Toyota of Canton 48 60 85 75 0 0
#18 D & D Car Company 30 60 0 90 0 0
#19 Feldman 1-800 Pre-Owned Supercenter 18 53 0 40 0 0
#20 Toyota of Ann Arbor 18 53 0 40 0 0
#21 Germain Toyota of Dundee 18 53 0 40 0 0
#22 Randy Wise Motorcars 18 53 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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