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THE AI VISIBILITY INDEX

Ford/Lincoln Louisville Metro AI Visibility Index

Comparing 22 Ford/Lincoln dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
64
Median Score
48
Average Score
41
Lowest Score
16

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 O'Brien Ford of Shelbyville 64 73 85 90 70 0
#2 Bill Collins Ford 64 73 85 90 70 0
#3 Bob Poynter Ford 63 73 85 90 65 0
#4 Carriage Ford 63 73 85 90 65 0
#5 Town and Country Ford 52 72 80 90 0 0
#6 Ray's Ford 52 80 35 90 65 0
#7 Tri-County Ford 48 80 20 90 65 0
#8 Bob Swope Ford 48 60 85 75 0 0
#9 All-State Ford Truck Sales, LLC. 48 80 20 90 65 0
#10 Don Franklin Hardin County Ford 48 60 85 75 0 0
#11 Heritage Ford 48 80 20 90 65 0
#12 Oxmoor Ford 48 60 85 75 0 0
#13 James Collins Downtown Ford Louisville New Used Trucks-Cars-Sales 48 80 20 90 65 0
#14 Conway Heaton Ford 48 80 20 90 65 0
#15 Ray's Ford 46 80 10 90 65 0
#16 Knox Ford 27 45 0 90 0 0
#17 Jim O'Neal Ford 17 45 0 40 0 0
#18 Byerly Ford Inc 17 45 0 40 0 0
#19 Don Franklin Hardin County Ford 17 45 0 40 0 0
#20 Madison Ford 17 45 0 40 0 0
#21 Bob Swope Ford, Inc. 17 45 0 40 0 0
#22 More with Mariah - Byerly Nissan/Byerly Ford 16 30 0 50 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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