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THE AI VISIBILITY INDEX

Porsche Charlotte Metro AI Visibility Index

Comparing 22 Porsche dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-13

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Highest Score
65
Median Score
52
Average Score
39
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 McLaren Charlotte 65 97 85 90 45 0
#2 Formula Imports 64 97 65 90 70 0
#3 Foreign Cars Charlotte 62 95 100 90 0 0
#4 Paramount Volkswagen 62 95 100 90 0 0
#5 Bentley Charlotte 62 95 100 90 0 0
#6 Tri-M Motorcars 58 95 85 90 0 0
#7 Lamborghini Charlotte 57 85 90 90 0 0
#8 Tactical Fleet 57 80 50 90 75 0
#9 Lake Norman Auto Exchange 54 80 35 90 75 0
#10 Carolina Luxury Imports 53 80 35 90 70 0
#11 Carolina Luxury Imports of Mooresville 53 80 35 90 70 0
#12 European Automaster 53 85 72 90 0 0
#13 911 Vicious 53 88 70 90 0 0
#14 Modern Nissan of Hickory 52 80 85 75 0 0
#15 Top Automotive 52 95 60 90 0 0
#16 Godspeed Motors 39 85 0 50 80 0
#17 Chicago Motor Cars South Carolina 39 85 0 50 80 0
#18 Mich's Foreign Cars 22 63 0 50 0 0
#19 HBi Auto - Porsche Specialist 21 57 0 50 0 0
#20 Dream Work Automotive 21 57 0 50 0 0
#21 Paramount Classic Cars 15 25 0 50 0 0
#22 Valorant Motors 15 25 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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