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THE AI VISIBILITY INDEX

Ford/Lincoln Raleigh Metro AI Visibility Index

Comparing 28 Ford/Lincoln 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
49
Average Score
45
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 Crossroads Ford of Siler City 64 73 85 90 70 0
#2 Crossroads Ford of Wake Forest 64 73 85 90 70 0
#3 Crossroads Ford of Apex 64 73 85 90 70 0
#4 Crossroads Ford of Sanford 64 73 85 90 70 0
#5 Crossroads Ford of Henderson 64 73 85 90 70 0
#6 Boyd Brothers Ford 64 73 85 90 70 0
#7 Deacon Jones Ford 64 73 85 90 70 0
#8 Crossroads Ford of Dunn Benson 64 73 85 90 70 0
#9 Crossroads Ford of Wake Forest 64 73 85 90 70 0
#10 Crossroads Ford of Fuquay-Varina 64 73 85 90 70 0
#11 Crossroads Automotive Group 60 73 70 90 70 0
#12 The Auto Finders 59 65 90 90 40 0
#13 Lee Ford of Wilson 58 75 100 90 0 0
#14 County Ford 49 80 20 90 70 0
#15 Leith Ford 49 80 20 90 70 0
#16 Capital Ford whse Dealer Vehicle Accessories Distributor 49 68 70 90 0 0
#17 Crossroads Ford Commercial Vehicle Center 49 68 70 90 0 0
#18 Leith Lincoln 49 80 20 90 70 0
#19 Kenly Ford 48 80 20 90 65 0
#20 Davenport Autopark 43 75 42 90 0 0
#21 Capital Ford 17 45 0 40 0 0
#22 Classic Ford of Smithfield 17 45 0 40 0 0
#23 Capital Ford of Hillsborough 15 38 0 40 0 0
#24 Capital Commercial Truck Center 15 38 0 40 0 0
#25 Capital Ford 15 38 0 40 0 0
#26 Capital Ford Lincoln of Rocky Mount 15 38 0 40 0 0
#27 University Ford North 15 38 0 40 0 0
#28 University Ford Durham 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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