Rooftop Signal

AI Visibility for Dealers

Honda/Acura Allentown Metro AI Visibility Index

Comparing 37 Honda/Acura dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

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Highest Score
65
Median Score
51
Average Score
44
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 Sloane Honda Philadelphia 65 73 85 90 80 0
#2 J.L. Freed Honda 65 73 85 90 75 0
#3 Acura of Limerick 64 73 100 90 45 0
#4 Conicelli Honda 59 80 55 90 80 0
#5 Davis Acura 58 75 100 90 0 0
#6 Montgomeryville Acura 58 75 100 90 0 0
#7 Scott Honda of West Chester 58 75 100 90 0 0
#8 Davis Honda 58 80 67 90 50 0
#9 Mayfair Auto Sales 53 80 35 90 70 0
#10 Piazza Honda of Philadelphia 51 80 20 90 80 0
#11 Hazleton Honda 51 80 20 90 80 0
#12 Mike Piazza Honda 51 80 20 90 80 0
#13 Bill Vince's Bridgewater Acura 51 60 85 90 0 0
#14 Fred Beans Acura of Abington 51 80 20 90 80 0
#15 MotorWorld | MileOne Autogroup 51 80 20 90 80 0
#16 Fred Beans Honda Of Abington 51 80 20 90 80 0
#17 MotorWorld Honda 51 80 20 90 80 0
#18 Piazza Acura of Reading 51 80 20 90 80 0
#19 Piazza Honda of Springfield 51 80 20 90 80 0
#20 Piazza Honda of Pottstown 51 80 20 90 80 0
#21 Piazza Volkswagon & Acura 51 80 20 90 80 0
#22 Piazza Honda of Reading 51 80 20 90 80 0
#23 Ray Price Honda 51 80 20 90 80 0
#24 Piazza Acura of Ardmore 51 80 20 90 80 0
#25 Piazza Acura of West Chester 51 80 20 90 80 0
#26 MotorWorld Acura 50 80 20 90 75 0
#27 Reedman Toll Honda Of Downingtown 50 80 20 90 75 0
#28 Martin Main Line Honda 48 60 85 75 0 0
#29 Clinton Acura 18 53 0 40 0 0
#30 Faulkner Honda Doylestown 18 53 0 40 0 0
#31 Precision Acura of Princeton 18 53 0 40 0 0
#32 Lehigh Valley Honda 18 53 0 40 0 0
#33 Phillipsburg-Easton Honda 18 53 0 40 0 0
#34 Lehigh Valley Acura 18 53 0 40 0 0
#35 LeadCar Honda Hamburg 18 53 0 40 0 0
#36 Reading Auto Drive 17 45 0 40 0 0
#37 Lehigh Valley 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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