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THE AI VISIBILITY INDEX

Toyota Raleigh Metro AI Visibility Index

Comparing 14 Toyota 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
51
Average Score
46
Lowest Score
15

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 Mark Jacobson Toyota 65 73 85 90 80 0
#2 Wilkinson Chevrolet GMC 65 73 85 90 80 0
#3 Leith Toyota 51 80 20 90 80 0
#4 Johnson Lexus of Durham Pre-Owned Center 51 80 20 90 80 0
#5 Fred Anderson Toyota of Sanford 51 80 20 90 80 0
#6 Anderson Automotive Group 51 80 20 90 80 0
#7 Toyota of Goldsboro 51 60 85 90 0 0
#8 Hubert Vester Toyota 49 65 75 90 0 0
#9 CMA's Rocky Mount Toyota 49 75 65 90 0 0
#10 Classic Toyota Henderson 48 60 85 75 0 0
#11 Fred Anderson Toyota 48 80 10 90 80 0
#12 Leith Wendell 29 45 10 90 0 0
#13 Premier Auto Group 21 57 0 50 0 0
#14 Hendrick Toyota Apex 15 38 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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