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THE AI VISIBILITY INDEX

Toyota Albany Metro AI Visibility Index

Comparing 13 Toyota dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-02

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Highest Score
65
Median Score
50
Average Score
45
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 Steet Toyota of Johnstown 65 73 85 90 80 0
#2 Kinderhook Toyota 65 73 85 90 75 0
#3 Romeo Toyota of Glens Falls 65 73 85 90 80 0
#4 DELLA Auto Group 62 73 70 90 80 0
#5 Lia Toyota of Colonie 58 75 100 90 0 0
#6 Haddad Toyota 51 80 20 90 80 0
#7 Northway Toyota 50 80 20 90 75 0
#8 Coggins Toyota of Bennington 49 65 75 90 0 0
#9 K-M Toyota 49 65 75 90 0 0
#10 i90 Auto Group of Amsterdam 20 60 0 40 0 0
#11 Prestige Toyota 18 53 0 40 0 0
#12 New Country Toyota of Saratoga Springs 17 45 0 40 0 0
#13 Toyota of Clifton Park 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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