Rooftop Signal

AI Visibility for Dealers

Lexus San Francisco Bay Area AI Visibility Index

Comparing 9 Lexus dealerships on how well AI models can discover and recommend them

Last updated: 2026-02-23

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Highest Score
65
Median Score
50
Average Score
47
Lowest Score
17

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 Lexus Stevens Creek 65 73 85 90 80 0
#2 Freeman Lexus 65 73 85 90 75 0
#3 Lexus of Serramonte 51 80 20 90 80 0
#4 Lexus of Marin 51 80 20 90 80 0
#5 Lexus of Pleasanton 50 80 20 90 75 0
#6 Lexus of Concord 48 60 85 75 0 0
#7 Putnam Lexus 47 80 10 90 75 0
#8 Lexus of Fremont 31 58 0 40 80 0
#9 Coliseum Lexus of Oakland 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.

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