THE AI VISIBILITY INDEX

Toyota Pittsburgh 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
48
Average Score
43
Lowest Score
14

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 Baierl Toyota 64 73 85 90 70 0
#2 Jim Shorkey Toyota of Greensburg 64 73 85 90 70 0
#3 Jim Shorkey Toyota 64 73 85 90 70 0
#4 Ken Ganley Toyota PA 63 73 85 90 65 0
#5 Jim Shorkey Auto Group 60 73 70 90 70 0
#6 Preston Toyota of New Castle 58 75 100 90 0 0
#7 Preston Auto Group 58 75 100 90 0 0
#8 #1 Cochran Toyota 58 75 100 90 0 0
#9 Rohrich Toyota 58 75 100 90 0 0
#10 Brewer Airport Toyota 52 65 85 90 0 0
#11 Spitzer Toyota Monroeville 51 60 85 90 0 0
#12 Diehl Toyota of Butler 49 65 75 90 0 0
#13 Mike Kelly Toyota Of Uniontown 49 75 65 90 0 0
#14 Victory Toyota Highlands 48 60 85 75 0 0
#15 Colonial Toyota 48 60 85 75 0 0
#16 South Hills Toyota 48 60 85 75 0 0
#17 North Hills Toyota 46 60 65 90 0 0
#18 Toyota of Greensburg 45 68 55 90 0 0
#19 Rohrich Automotive 41 75 35 90 0 0
#20 Toyota Material Handling PennWest 38 75 20 90 0 0
#21 North Hills Auto Mall 20 60 0 40 0 0
#22 Victory Chevrolet GMC Highlands Used Vehicles 17 45 0 40 0 0
#23 Washington Auto Mall 17 45 0 40 0 0
#24 Team Toyotaohio 17 45 0 40 0 0
#25 Toyota Of Greensburg 16 30 0 50 0 0
#26 TheZoDeals 16 30 0 50 0 0
#27 Straub Automotive 14 30 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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