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THE AI VISIBILITY INDEX

Is Ind Portland Metro AI Visibility Index

Comparing 246 Is dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-15

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Highest Score
68
Median Score
50
Average Score
46
Lowest Score
12

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 Glass Doctor Auto of SW Portland 68 100 92 90 50 0
#2 Pacific Car Care 67 90 85 90 65 0
#3 Speed's Auto Body 67 90 85 90 65 0
#4 Japanese Auto Repair 66 90 85 90 60 0
#5 Springs Brake and Suspension 66 100 70 90 75 0
#6 Thompson Auto Body 65 90 85 90 55 0
#7 Apple Auto Glass 64 90 85 90 45 0
#8 Oil Doctor 64 90 85 90 45 0
#9 Conrey Electric 64 90 85 90 45 0
#10 Punk's Muffler 64 90 85 90 45 0
#11 PriusKings Hybrid Battery Portland 64 90 85 90 45 0
#12 MS Glass Outlet 63 90 70 90 65 0
#13 VERO Auto Glass Portland 62 100 70 90 45 0
#14 VisionGuard Auto Glass & Mobile Calibration 62 100 60 90 65 0
#15 Taps Paintless Dent Repair 62 90 85 90 35 0
#16 Munich Motorworks 62 90 85 90 35 0
#17 Hi-Tech Auto Repair 62 90 85 90 35 0
#18 Specialty Auto Care 62 100 55 90 70 0
#19 Green Drop Garage 61 90 70 90 55 0
#20 Supreme Auto Repair Shop 61 90 70 90 50 0
#21 Classic Body Restoration 61 90 75 90 45 0
#22 Import Auto Repair 61 90 70 90 55 0
#23 HRA Auto Repair, LLC Mobile Mechanic 60 90 75 90 35 0
#24 The Car Friend 60 90 70 90 45 0
#25 Trackside Motorsports 60 90 75 90 35 0
#26 Comfort Auto & Body Repair 60 90 70 90 45 0
#27 Mickey's Automotive Services 60 90 75 90 35 0
#28 British Motor Care 60 90 75 90 35 0
#29 Re-Born Automotive 59 90 70 90 40 0
#30 Konkin 59 90 70 90 40 0
#31 A-1 Automotive & Fleet 59 90 70 90 40 0
#32 Ron's Front End & Brake Services 58 90 70 90 35 0
#33 Tim's Aatco Transmissions 58 90 70 90 35 0
#34 Efficiency Heating & Cooling 58 100 55 90 45 0
#35 Bradshaws Auto Repair 58 90 70 90 35 0
#36 Magic Touch 58 90 70 90 35 0
#37 Womack Auto Body 58 90 70 90 35 0
#38 Kaizen Auto Glass Repair & Replacement 58 95 85 90 0 0
#39 FJC Import Auto Repair, LLC. 58 90 70 90 35 0
#40 Hillside Imports 58 90 70 90 35 0
#41 Freeman Motor Showroom | Portland 58 95 85 90 0 0
#42 Hawthorne Best HVAC 57 90 65 90 35 0
#43 Foreign & Domestic Affairs (FDA) Automotive 57 90 45 90 70 0
#44 Sumo Automotive Repair 56 88 85 90 0 0
#45 J and J Exhaust Shop 56 88 85 90 0 0
#46 MotorCar Doctors 56 85 85 90 0 0
#47 On The Go Auto Services 56 88 85 90 0 0
#48 Oregon Auto Spring Services 56 88 85 90 0 0
#49 Brightside Roadside Services 56 88 85 90 0 0
#50 Daytona Transmission 56 88 85 90 0 0
#51 Hampton Auto Glass 56 88 85 90 0 0
#52 Syncrohaus Auto Repair 56 88 85 90 0 0
#53 Woodburn Mobile Auto Glass Specialist 56 85 85 90 0 0
#54 Kevin's Auto Care 56 85 85 90 0 0
#55 FS Transmission 56 88 85 90 0 0
#56 West Coast Overland 56 88 85 90 0 0
#57 Professional Auto Body & Paint 56 88 85 90 0 0
#58 Rapid Auto Glass Gresham 55 95 75 90 0 0
#59 VIP 55 95 75 90 0 0
#60 Sharp Auto Body and Paint works 55 95 75 90 0 0
#61 AAA Heating & Cooling 54 78 85 90 0 0
#62 Pacific Motorsports 54 95 70 90 0 0
#63 Broadway Import 54 95 70 90 0 0
#64 Arthur's Automotive 54 95 70 90 0 0
#65 Honest-1 Auto Care Stark 54 95 70 90 0 0
#66 Boyd Motor Werks 54 95 70 90 0 0
#67 Gills Point S Tire 54 95 70 90 0 0
#68 Auto Glass Services NW 54 78 85 90 0 0
#69 Portland Motor Works 54 95 70 90 0 0
#70 Dean's Car Care 54 88 75 90 0 0
#71 Glass America - Auto Glass & Windshield Repair 54 95 70 90 0 0
#72 Heckmann & Thiemann Motors 54 95 70 90 0 0
#73 LPA PDR Mobile Dent Repair 54 95 70 90 0 0
#74 Nick's Auto Care 54 95 70 90 0 0
#75 Hazel Dell Automotive and Exhaust 54 95 70 90 0 0
#76 Omar Auto Repair 54 100 45 90 35 0
#77 Transtar Aftermarket Solutions 53 95 65 90 0 0
#78 Autotek International 53 88 70 90 0 0
#79 Automotive Reboot | ADAS Calibration & Electrical Diagnostics Beaverton 53 95 65 90 0 0
#80 Everett Street Point S Tire Shop 53 53 70 90 50 0
#81 GEAR AND BODY LLC Auto Paint Repair Shop in PORTLAND 53 95 65 90 0 0
#82 Atomic Auto Hybrid Repair 53 95 65 90 0 0
#83 Reliable Transmission 53 88 70 90 0 0
#84 Genius Auto Glass & Tint 53 95 65 90 0 0
#85 Transmission Exchange Co 53 88 70 90 0 0
#86 Dane Motors Automotive Repair 53 88 70 90 0 0
#87 Parkrose Auto & Truck Repair 53 88 70 90 0 0
#88 Five Stars Auto Glass 53 88 70 90 0 0
#89 Karman Auto 53 95 65 90 0 0
#90 Astro Shell 256 53 95 65 90 0 0
#91 TNA Auto Repair 53 88 70 90 0 0
#92 Steve's Imports 53 95 65 90 0 0
#93 Cottman Transmission and Total Auto Care 53 95 65 90 0 0
#94 Morgan Auto repair 52 100 35 90 35 0
#95 Jim's Transmission Repair 52 100 35 90 35 0
#96 Trans Medic Transmissions 52 85 70 90 0 0
#97 Mobile PDX 52 100 35 90 35 0
#98 HVAC & Appliance Repair Guys 52 85 70 90 0 0
#99 Beaverton Auto Body & Paint 52 92 65 90 0 0
#100 Yellow Dot Windshield Repair 52 92 65 90 0 0
#101 Portland Best 51 85 65 90 0 0
#102 Fix Auto Portland 51 78 70 90 0 0
#103 Art of Maintenance 51 85 65 90 0 0
#104 Pro-Tek Automotive 51 85 65 90 0 0
#105 Advanced Transmission & Gear 51 85 65 90 0 0
#106 24/7 Big Rig Repair and Road 51 73 75 90 0 0
#107 Gresham Transmission Center 51 85 65 90 0 0
#108 German Formula 51 85 65 90 0 0
#109 AutoTronics 51 85 65 90 0 0
#110 Exhaust Specialties & Brakes 51 85 65 90 0 0
#111 Master Muffler & Brakes 51 85 65 90 0 0
#112 MRI Auto Diagnostics 51 85 65 90 0 0
#113 River City Transmissions 51 85 65 90 0 0
#114 Matrix Integrated 51 85 65 90 0 0
#115 K & M 51 78 70 90 0 0
#116 Hawthorne Auto Clinic 51 85 65 90 0 0
#117 Courtesy Auto Body 50 90 35 90 35 0
#118 O'Reilly Auto 50 95 55 90 0 0
#119 Tualatin Transmission Center 50 75 70 90 0 0
#120 Mackin's Auto Body Hollywood 50 75 70 90 0 0
#121 RNR Tire Express (Portland, OR) 50 95 55 90 0 0
#122 Jay's Garage 50 75 70 90 0 0
#123 PDX Automotive 50 75 70 90 0 0
#124 Fern Mobile Oil Change 50 90 35 90 35 0
#125 Precision Motor Car 50 85 60 90 0 0
#126 A Master Touch Body & Paint 50 90 35 90 35 0
#127 Jolene's Auto Repair 50 85 60 90 0 0
#128 Appliance Geeks 50 55 85 90 0 0
#129 Fast Lane Oil Change 49 75 65 90 0 0
#130 PAD Transmission 49 75 65 90 0 0
#131 Auto Glass USA 49 75 65 90 0 0
#132 Jacobs Heating & Air Conditioning 49 75 65 90 0 0
#133 Action Auto Glass 49 75 65 90 0 0
#134 T & S Automotive and Exhaust 49 75 65 90 0 0
#135 Speedy Glass 49 75 65 90 0 0
#136 Jasper Engines & Transmissions 49 78 65 90 0 0
#137 Expert Auto Repair 49 75 65 90 0 0
#138 Everett Street Autoworks Mechanics 49 68 70 90 0 0
#139 Canyon Road Auto Body 49 78 65 90 0 0
#140 ACP 49 75 65 90 0 0
#141 Wheel Doctor 49 75 65 90 0 0
#142 Botta Motor Works 49 75 65 90 0 0
#143 Dr Glassman Repair 49 75 65 90 0 0
#144 I & G Auto Electric Services 49 75 65 90 0 0
#145 Clarity Auto Glass NW 49 75 65 90 0 0
#146 ACP Auto Body Collision Repair 49 75 65 90 0 0
#147 Collision Auto Glass & Calibration 49 78 65 90 0 0
#148 Active Auto Body 48 100 20 90 35 0
#149 Darrel's Economy Mufflers 48 85 55 90 0 0
#150 Elite Auto Electric 47 73 60 90 0 0
#151 Sun Auto Tire 47 80 55 90 0 0
#152 Classic 47 78 55 90 0 0
#153 Cornel's Plumbing, Heating & Air Conditioning 47 60 70 90 0 0
#154 Lents 47 90 25 90 35 0
#155 O'Brien Auto Body 46 58 20 90 80 0
#156 Lubomiroff Performance 46 75 55 90 0 0
#157 Mobile Auto Care LLC Mobile Mechanic 46 60 65 90 0 0
#158 Accurate Auto of Tigard 46 55 70 90 0 0
#159 Oregon Trail Tire Shop 46 55 70 90 0 0
#160 Bright Auto Glass 45 100 10 90 35 0
#161 Bill's Tech-Trans 45 95 35 90 0 0
#162 Caliber Auto Glass 45 95 35 90 0 0
#163 Bob Thomas CARSTAR 45 95 35 90 0 0
#164 Mac's Automotive & Radiator Repair—Portland 43 85 35 90 0 0
#165 Chavez Transmissions 43 90 10 90 35 0
#166 Harold's Auto Services 43 95 25 90 0 0
#167 Rag Auto 43 95 25 90 0 0
#168 Marsh Transmission 43 85 35 90 0 0
#169 Diamond Auto Repair 43 95 25 90 0 0
#170 Si's Auto Body Repair 41 88 25 90 0 0
#171 Automotive Outfitters 41 92 20 90 0 0
#172 Lami body repair 41 73 35 90 0 0
#173 Gearhead Garage 41 100 25 50 35 0
#174 Cedar Mill 41 75 35 90 0 0
#175 Trusted Auto Glass 40 95 15 90 0 0
#176 Romaine Electric Oregon 40 73 10 90 35 0
#177 Metro Metric Automotive Services 40 85 20 90 0 0
#178 Alpina Auto Body 40 95 15 90 0 0
#179 Cascade Auto Glass 39 75 25 90 0 0
#180 Patagonia Auto Glass 39 95 10 90 0 0
#181 Alvarado Auto Body 39 95 10 90 0 0
#182 Green Oval Motors 39 95 10 90 0 0
#183 A1 Muffler 39 95 10 90 0 0
#184 Gibson Auto & Electric 39 95 10 90 0 0
#185 Express Auto Body 39 78 25 90 0 0
#186 Larry Morton's Transmission 39 95 10 90 0 0
#187 Brake Force 38 75 20 90 0 0
#188 WattWorks Electric Vehicle 37 65 25 90 0 0
#189 Blue Boy Auto Body 37 85 10 90 0 0
#190 Good Carma Auto Repair Co-Op 37 85 10 90 0 0
#191 Akinaspeed Auto 37 65 25 90 0 0
#192 Bavarian House 37 85 10 90 0 0
#193 Mobile Auto Glass 37 85 10 90 0 0
#194 Nw Collision Services 37 85 10 90 0 0
#195 Big Rig Glass 37 85 10 90 0 0
#196 Convention Center Auto Body 37 65 25 90 0 0
#197 E&N Auto Repair 37 80 15 90 0 0
#198 J & L Transmissions 37 85 10 90 0 0
#199 Garage Door Repair The Home 36 80 10 90 0 0
#200 Premium Glass 36 80 10 90 0 0
#201 Dent Expert Mobile 35 75 10 90 0 0
#202 Benjamin's Auto Mechanic 35 55 25 90 0 0
#203 Portland Transmission Warehouse 34 70 10 90 0 0
#204 The Pit Crew Automotive 34 70 10 90 0 0
#205 K&H Auto Shop 34 80 0 90 0 0
#206 Cris auto mechanic 34 80 0 90 0 0
#207 Steve's Automotive 33 65 10 90 0 0
#208 DynaSport 33 65 10 90 0 0
#209 Superior Tire 33 50 20 90 0 0
#210 Autowerks NW 32 60 10 90 0 0
#211 DiamondCoat Auto Painting 32 70 0 90 0 0
#212 Ger-Brock Automotive 31 55 10 90 0 0
#213 SameDay Auto Glass 31 65 0 90 0 0
#214 Hookset Automotive & Tires 31 55 10 90 0 0
#215 Burback Motors 31 65 0 90 0 0
#216 Upland Autowerks 31 65 0 90 0 0
#217 Vision Auto Glass 31 65 0 90 0 0
#218 West Hills 31 65 0 90 0 0
#219 Shield Auto Glass 31 65 0 90 0 0
#220 Superior Import Repair 31 55 10 90 0 0
#221 Ace Tire and Wheel 30 50 10 90 0 0
#222 Industrial Tire 30 50 10 90 0 0
#223 A&M Tire Company 30 50 10 90 0 0
#224 Auto Claim Specialist 28 80 10 50 0 0
#225 Taz Exhaust And Automotive Repair 27 85 0 50 0 0
#226 Metro Transmission 24 55 15 50 0 0
#227 Catalyst Powertrain new home of U.S. Transmissions 23 25 0 90 0 0
#228 Classic Lube Express 22 60 0 50 0 0
#229 All Around Automotive 21 30 0 75 0 0
#230 Portland Auto Clinic 20 10 0 90 0 0
#231 Hansen Mechanical 20 10 0 90 0 0
#232 Traction Works 20 10 0 90 0 0
#233 Sunset Heating & Cooling 20 53 0 50 0 0
#234 Al's Auto Repair Center 18 40 0 50 0 0
#235 Cooke's Brake Services 17 45 0 40 0 0
#236 Xavier's tire shop and suspension 16 30 0 50 0 0
#237 Stop'em Vehicle Security 16 30 0 50 0 0
#238 Eriks transmission 16 30 0 50 0 0
#239 ZenTech Auto Repair 16 30 0 50 0 0
#240 AndersonFam Transmission 16 30 0 50 0 0
#241 evo Portland 13 27 0 40 0 0
#242 Nacho's Auto Body 13 25 0 40 0 0
#243 Precision Auto Repair LLC. 13 25 0 40 0 0
#244 Ken Van Damme's Automotive 13 25 0 40 0 0
#245 Vancouver Transmission 12 10 0 50 0 0
#246 Draycott Cedit Repair Portland 12 10 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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