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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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The highest-scoring Ford/Lincoln dealerships in Cincinnati Metro for AI visibility are Queen City Ford (64), Beechmont Ford (64) and Mt. Orab Ford (64). The median score is 49 across 22 Ford/Lincoln dealerships measured on 2026-03-04. Each score combines discoverability, content quality, technical health and information currency, measured by an automated crawl of each business's public website.

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

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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