Rooftop Signal

AI Visibility for Dealers

Ford/Lincoln Portland Metro AI Visibility Index

Comparing 41 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
50
Average Score
45
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 Dick's Canby Ford 64 73 85 90 70 0
#2 Power Chevrolet 64 73 85 90 70 0
#3 Skyline Ford 64 73 85 90 70 0
#4 Power Buick GMC of Salem 64 73 85 90 70 0
#5 Skyline Ford Keizer 64 73 85 90 70 0
#6 Lum's GMC 63 73 85 90 65 0
#7 Chuck Colvin Ford 63 73 85 90 65 0
#8 Newberg Ford 63 73 85 90 65 0
#9 Auto Town GMC 63 73 85 90 65 0
#10 Chuck Colvin 59 73 70 90 65 0
#11 Landmark Ford 58 75 100 90 0 0
#12 St. Helens Ford 58 75 100 90 0 0
#13 Dick Hannah Chevrolet 55 60 100 90 0 0
#14 Northside Ford 52 72 80 90 0 0
#15 Gresham Ford 52 60 100 75 0 0
#16 Damerow Ford 52 72 80 90 0 0
#17 Atlas Motors 51 80 35 90 60 0
#18 Westlie Ford 51 60 85 90 0 0
#19 Car and Truck 51 60 85 90 0 0
#20 Weston Buick GMC 50 60 92 75 0 0
#21 Bud Clary Ford 50 60 92 75 0 0
#22 Kendall Ford of Vancouver 48 60 85 75 0 0
#23 Hillyer's Mid-City Motorsports 48 80 20 90 65 0
#24 McMinnville Jeep Ram 48 60 85 75 0 0
#25 Tonkin Hillsboro Ford 48 60 85 75 0 0
#26 Hillyer's Mid-City Ford 48 80 20 90 65 0
#27 Thomason Ford 48 80 20 90 65 0
#28 Courtesy Lincoln 48 80 20 90 65 0
#29 Doherty Ford 46 80 10 90 65 0
#30 Dick's Auto Group 44 80 10 90 50 0
#31 Cars To Go 36 60 25 90 0 0
#32 Mohr Motors 20 60 0 40 0 0
#33 SuperStar Motorz 20 45 0 55 0 0
#35 Pouya Auto 17 45 0 40 0 0
#36 Konkin Auto Group 17 45 0 40 0 0
#37 Bud Clary Ford 17 45 0 40 0 0
#38 Vancouver Ford, Inc. 17 45 0 40 0 0
#39 Bcr Automotive 17 45 0 40 0 0
#40 Westlie Ford 17 45 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.

Not your dealership listed here? Contact us to claim your listing or request a free audit.