Rooftop Signal

AI Visibility for Dealers

Ford/Lincoln San Francisco Bay Area AI Visibility Index

Comparing 43 Ford/Lincoln dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
67
Median Score
48
Average Score
45
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 Towne Ford Sales 67 73 100 90 65 0
#2 Fremont Ford 64 73 85 90 70 0
#3 Fremont Ford 64 73 85 90 70 0
#4 Mission Valley Ford Truck Sls 63 73 85 90 65 0
#5 Ron DuPratt 63 73 85 90 65 0
#6 Mission Valley Ford Truck Sls 63 73 85 90 65 0
#7 Stevens Creek Chevrolet 63 73 85 90 65 0
#8 Stevens Creek Lincoln 63 73 85 90 65 0
#9 Hansel Lincoln 58 75 100 90 0 0
#10 Hansel Auto Group 58 75 100 90 0 0
#11 Hansel Ford of Petaluma 58 75 100 90 0 0
#12 Hansel Ford 58 75 100 90 0 0
#13 Serramonte Ford 53 80 35 90 70 0
#14 Frontier Ford 53 80 35 90 70 0
#15 The Ford Store San Leandro 51 60 85 90 0 0
#16 James Ford 50 80 27 90 65 0
#17 Future Lincoln of Concord 49 80 20 90 70 0
#18 Uptown Ford of Oakland 48 80 20 90 65 0
#19 Ford Fairfield 48 80 20 90 65 0
#20 Putnam Ford 48 80 20 90 65 0
#21 Sunnyvale Ford 48 80 20 90 65 0
#22 Sunnyvale Ford 48 80 20 90 65 0
#23 Rio Vista Ford 48 80 20 90 60 0
#24 Future Ford of Concord 48 60 85 75 0 0
#25 Hilltop Ford 48 80 20 90 65 0
#26 Ford Service Walnut Creek 48 80 20 90 65 0
#27 Sager Ford 48 80 20 90 65 0
#28 Marin County Ford 48 60 85 75 0 0
#29 Bill Brandt Ford Fleet & Commercial Vehicles Center 46 80 10 90 65 0
#31 Capitol Ford 43 60 65 75 0 0
#32 Hansel Ford Commercial Center 40 68 35 90 0 0
#34 Campbell Ford Performance 30 50 10 90 0 0
#35 Autocenterwest 30 60 0 90 0 0
#37 Direct Buy Motor 20 60 0 40 0 0
#38 All Star Ford 17 45 0 40 0 0
#39 The Ford Store San Leandro 17 45 0 40 0 0
#40 Napa Ford 17 45 0 40 0 0
#41 Livermore Ford 17 45 0 40 0 0
#42 Henrycurtis Ford 16 30 0 50 0 0
#43 Napa Ford 14 30 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.