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THE AI VISIBILITY INDEX

Ford/Lincoln Albany Metro AI Visibility Index

Comparing 29 Ford/Lincoln dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-02

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Highest Score
68
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 Mangino Chevrolet 68 73 100 90 75 0
#2 Brown's Ford of Johnstown 65 73 85 90 75 0
#3 Ruge's Ford 65 73 85 90 75 0
#4 Crossroads Ford 65 73 85 90 75 0
#5 Romeo Ford of Saratoga 65 73 85 90 75 0
#6 Brown's Ford of Amsterdam 65 73 85 90 75 0
#7 Nemer Ford 58 75 100 90 0 0
#8 Matthews Hyundai of Schenectady 51 80 20 90 80 0
#9 DePaula Chevrolet 51 60 85 90 0 0
#10 Orchard Ford of East Greenbush 51 80 20 90 80 0
#11 DePaula Ford 51 60 85 90 0 0
#12 Morris Ford 50 80 20 90 75 0
#13 Marchese Ford of Mechanicville 50 80 20 90 75 0
#14 Chrysler Dodge Jeep Ram of Clifton Park 50 80 20 90 75 0
#15 Oliver Ford of Bennington 50 80 20 90 75 0
#16 Terry's Route 50 Super Lot 50 80 20 90 75 0
#17 Greenwich Ford 50 80 20 90 75 0
#18 Marchese Ford 50 80 20 90 75 0
#19 Ford of Latham 48 60 85 75 0 0
#20 Chrysler Dodge Jeep RAM of Amsterdam 48 60 85 75 0 0
#21 McGovern Luxury Cars Albany 48 80 20 90 65 0
#22 Bennington Auto Mall 29 45 10 90 0 0
#23 The Johnson Dealerships 27 60 0 75 0 0
#24 Glovecars 26 65 0 40 35 0
#25 Clifton Park Cars 20 60 0 40 0 0
#26 Town Auto 20 60 0 40 0 0
#27 Metro Ford Sales 17 45 0 40 0 0
#28 R.C. Lacy Ford 17 45 0 40 0 0
#29 R.C. Lacy Subaru 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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