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THE AI VISIBILITY INDEX

Porsche San Francisco Metro AI Visibility Index

Comparing 15 Porsche dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-12

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Highest Score
69
Median Score
39
Average Score
38
Lowest Score
13

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 Porsche San Francisco 69 93 85 90 75 0
#2 Porsche Marin 69 93 85 90 75 0
#3 Response Motors 57 95 80 90 0 0
#4 Norcal Carplanet 55 95 72 90 0 0
#5 Fletcher Jones Motorcars of Fremont 52 80 85 75 0 0
#6 Porsche Walnut Creek 52 80 85 75 0 0
#7 Dusty Cars 51 85 65 90 0 0
#8 Import Connection 46 90 10 90 50 0
#9 West Coast Autosport 43 95 25 90 0 0
#10 Cars Dawydiak Marin 39 85 0 50 80 0
#11 San Francisco Sports Cars 39 85 0 50 80 0
#12 Eason Auto Works 37 65 25 90 0 0
#13 The Luxury Collection Los Gatos 36 75 0 50 75 0
#14 High Performance House 29 55 0 90 0 0
#15 RoadSport Car Dealership 22 63 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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