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THE AI VISIBILITY INDEX

Ford/Lincoln Pittsburgh Metro AI Visibility Index

Comparing 38 Ford/Lincoln dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
67
Median Score
52
Average Score
45
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 Tri State Ford 67 73 100 90 65 0
#2 Jim Shorkey Ford 63 73 85 90 65 0
#3 Moon Township Ford 63 73 85 90 65 0
#4 Phil Fitts Ford 63 73 85 90 65 0
#5 C. Harper Ford 63 73 85 90 65 0
#6 Gerry Raymond Ford 63 73 85 90 65 0
#7 Luther Ford 60 73 85 90 45 0
#8 Seibel's Auto Warehouse 60 65 90 90 45 0
#9 #1 Cochran Ford Allegheny Valley 58 75 100 90 0 0
#10 Tri-Star Motors Indiana 58 75 100 90 0 0
#11 Tri-Star Ford 58 75 100 90 0 0
#12 #1 Cochran Ford Monroeville 58 75 100 90 0 0
#13 #1 Cochran Ford Butler County 58 75 100 90 0 0
#14 Budget Lot by Tri-Star 54 75 85 90 0 0
#15 Shults Ford Harmarville 52 72 80 90 0 0
#16 Woltz & Wind Ford 52 72 80 90 0 0
#17 Shults Ford of Harmarville 52 72 80 90 0 0
#18 Washington Ford 52 72 80 90 0 0
#19 Sturman & Larkin Ford 52 72 80 90 0 0
#20 Baierl Ford 51 80 27 90 70 0
#21 Glenn Bush Ford 48 80 20 90 65 0
#22 Star Lake Ford 48 80 20 90 65 0
#23 Meegan Ford 48 80 20 90 65 0
#24 Town & Country Ford 48 80 20 90 65 0
#25 Solomon Ford 48 80 20 90 65 0
#26 Ford of Uniontown 48 80 20 90 65 0
#27 Latrobe Ford 48 80 20 90 65 0
#28 Davies Ford 48 45 85 90 0 0
#29 Jack's Motorcar Company 36 60 25 90 0 0
#30 Smail Ford 17 45 0 40 0 0
#31 Kenny Ross Ford South 17 45 0 40 0 0
#32 Fox Ford 17 45 0 40 0 0
#33 Kenny Ross Ford 17 45 0 40 0 0
#34 Team Ford Wellsburg 17 45 0 40 0 0
#35 Diehl Ford of Beaver 17 45 0 40 0 0
#36 Allegheny Ford Truck Sales 17 45 0 40 0 0
#37 Team Ford 17 45 0 40 0 0
#38 Prestige Ford 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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