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THE AI VISIBILITY INDEX

CDJR Mcallen Metro AI Visibility Index

Comparing 70 CDJR 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
48
Average Score
40
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 Brownsville Honda 65 73 85 90 75 0
#2 Sames McAllen Ford 58 75 100 90 0 0
#3 World Cars 58 80 75 90 35 0
#4 Drivenci Motors 56 80 65 90 40 0
#5 Cardenas Autogroup 56 65 100 90 0 0
#6 Ed Payne Chrysler Dodge Jeep RAM 55 60 100 90 0 0
#7 Autos C & R 54 80 35 90 75 0
#8 Payne Edinburg Chrysler Dodge Jeep RAM 54 68 90 90 0 0
#9 J P Motors 54 75 85 90 0 0
#10 Charlie Clark Mission 53 75 80 90 0 0
#11 Charlie Clark Nissan Brownsville 53 75 80 90 0 0
#12 Tejeda's Auto Credit 53 80 35 90 70 0
#13 Ramos Auto Sales 53 80 35 90 70 0
#14 Marvel Deals 53 80 35 90 70 0
#15 Auto Depot 52 80 35 90 65 0
#16 Payne Rio Grande City Ford 52 60 90 90 0 0
#17 Payne Pre-Owned Weslaco 52 60 90 90 0 0
#18 Payne Preowned Edinburg 52 60 90 90 0 0
#19 Strikker Motors 52 80 35 90 65 0
#20 Payne Chevrolet Buick GMC 52 60 90 90 0 0
#21 Toyota of Pharr 51 80 20 90 80 0
#22 South Texas Buick-GMC 51 80 20 90 80 0
#23 Charlie Clark Hyundai 51 80 20 90 80 0
#24 Genesis of Harlingen 51 60 85 90 0 0
#25 Bert Ogden Hyundai 51 60 85 90 0 0
#27 Payne Rio Chrysler Dodge Jeep Ram 51 80 20 90 80 0
#28 Leo Motors 50 68 75 90 0 0
#29 Acura of the Rio Grande Valley 50 80 20 90 75 0
#30 J B 49 68 70 90 0 0
#31 Boggus Tipton 48 60 85 75 0 0
#32 Bert Ogden Mission Mazda 48 60 85 75 0 0
#33 Bert Ogden Chevrolet 48 60 85 75 0 0
#34 Fiesta Chevrolet 48 60 85 75 0 0
#35 BMW Of Pharr 48 60 85 75 0 0
#36 Burns Motors 48 60 85 75 0 0
#37 Bert Ogden Auto Outlet 48 60 85 75 0 0
#38 Bert Ogden McAllen Nissan 48 60 85 75 0 0
#39 Bert Ogden Infiniti 48 60 85 75 0 0
#40 Bert Ogden Harlingen Kia 48 60 85 75 0 0
#41 Tipotex Chevrolet 48 60 85 75 0 0
#42 Bert Ogden Mission Kia 48 60 85 75 0 0
#43 Bert Ogden Mission Auto Outlet 48 60 85 75 0 0
#44 Bert Ogden Cadillac 48 60 85 75 0 0
#45 Mercedes-Benz of Harlingen A Bert Ogden Dealership 48 60 85 75 0 0
#46 Bert Ogden Buick GMC 48 60 85 75 0 0
#47 Fiesta Nissan 48 60 85 75 0 0
#48 Bert Ogden CDJR 48 60 85 75 0 0
#49 Elliff Motors Harlingen 31 57 10 90 0 0
#50 Weslaco Auto Center 28 65 0 40 50 0
#51 Trevinos Auto Mart 21 57 0 50 0 0
#52 Mid Valley Motors, LLC. 20 60 0 40 0 0
#53 Chico Auto Sales 20 60 0 40 0 0
#54 McAllen Motorcars 17 45 0 40 0 0
#55 Payne Weslaco Ford 17 45 0 40 0 0
#56 Bert Ogden Toyota 17 45 0 40 0 0
#57 Tipton Used Car Center Brownsville 17 45 0 40 0 0
#58 Paradise Motors 17 45 0 40 0 0
#59 CXL Motors 17 45 0 40 0 0
#60 Burnsmotorsmission 17 45 0 40 0 0
#61 Weslaco Automart 17 45 0 40 0 0
#62 Linares Auto Center 17 45 0 40 0 0
#63 Camargo Motors 17 45 0 40 0 0
#64 RGValley Auto Credit 17 45 0 40 0 0
#65 Tipton Motor Sales 17 45 0 40 0 0
#66 Barrett Auto Gallery 17 45 0 40 0 0
#67 Bert Ogden Maserati 17 45 0 40 0 0
#68 Signature Select By Bert Ogden 17 45 0 40 0 0
#69 Payne PreOwned McColl 17 45 0 40 0 0
#70 Booz Auto Sales 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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