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THE AI VISIBILITY INDEX

Ford/Lincoln Cincinnati Metro AI Visibility Index

Comparing 24 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
49
Average Score
49
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 Queen City Ford 64 73 85 90 70 0
#2 Beechmont Ford 64 73 85 90 70 0
#3 Mt. Orab Ford 64 73 85 90 70 0
#4 Germain Ford of Beavercreek 64 73 85 90 70 0
#5 Marshall Ford 63 73 85 90 65 0
#6 Marshall Ford 63 73 85 90 65 0
#7 Auto Service & Maintenance 50 60 92 75 0 0
#8 Interstate Ford 49 80 20 90 70 0
#9 Mike Castrucci Ford of Alexandria 49 80 20 90 70 0
#10 Northgate Ford 49 80 20 90 70 0
#11 Lebanon Ford 49 80 20 90 70 0
#12 Mike Castrucci Ford Sales, Inc. 49 80 20 90 70 0
#13 Kerry Ford 48 80 20 90 65 0
#14 Fuller Ford 48 80 20 90 65 0
#15 Busam Ford 48 80 20 90 65 0
#17 Walt Sweeney Ford 48 80 20 90 65 0
#18 Haag Ford Sales 48 80 20 90 65 0
#19 Cronin Ford 48 80 20 90 65 0
#20 Airport Ford 48 80 20 90 65 0
#21 Airport Ford 48 80 20 90 65 0
#22 Cronin Ford North 46 80 10 90 65 0
#24 Struckman Ford 14 23 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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