Rooftop Signal

AI Visibility for Dealers

Ford/Lincoln Charlotte Metro AI Visibility Index

Comparing 24 Ford/Lincoln dealerships on how well AI models can discover and recommend them

Last updated: 2026-02-27

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Highest Score
69
Median Score
51
Average Score
46
Lowest Score
15

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 Randy Marion Ford Used Cars & Trucks 69 73 100 90 80 0
#2 Huntersville Ford 65 73 85 90 80 0
#3 Albemarle Ford 65 73 85 90 75 0
#4 Cloninger Ford of Hickory 65 73 85 90 80 0
#5 Rock Hill Ford 65 73 85 90 80 0
#6 Burns Ford of York 65 73 85 90 75 0
#8 Crossroads Ford of Indian Trail 65 73 85 90 80 0
#9 Mooresville Ford 65 73 85 90 75 0
#10 Tindol Ford Performance - RTR, ROUSH, LODNIT 65 73 85 90 80 0
#11 Mark Ficken Lincoln 65 73 85 90 75 0
#12 Fort Mill Ford 51 80 20 90 80 0
#13 Cloninger Ford 51 60 85 90 0 0
#14 Town and Country Ford 51 80 20 90 80 0
#15 Beachum & Lee Ford 50 80 20 90 75 0
#16 Auto Gallery Ford 48 60 85 75 0 0
#17 Pro-motion Motors 20 60 0 40 0 0
#18 Burns Automotive Lancaster 20 60 0 40 0 0
#19 Classic Ford Lincoln of Shelby 17 45 0 40 0 0
#20 Keith Hawthorne Ford of Belmont 17 45 0 40 0 0
#21 Mooresville Ford 15 38 0 40 0 0
#22 Hilbish Ford 15 38 0 40 0 0
#23 Ben Mynatt Family of Dealerships 15 38 0 40 0 0
#24 Capital Ford of Charlotte 15 38 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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