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THE AI VISIBILITY INDEX

Independent Service Portland Metro AI Visibility Index

Comparing 192 Independent Service dealerships on how well AI models can discover and recommend them

Last updated: 2026-08-22

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The highest-scoring independent auto repair shops in Portland Metro for AI visibility are Speed's Auto Body (89), Hi-Tech Auto Repair (86) and Japanese Auto Repair (85). The median score is 60 across 192 independent auto repair shops measured on 2026-08-22. Each score combines discoverability, content quality, technical health, information currency and agent readiness, measured by an automated crawl of each business's public website.

Highest Score
89
Median Score
60
Average Score
53
Lowest Score
11

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 Speed's Auto Body 89 90 100 100 94 60
#2 Hi-Tech Auto Repair 86 90 100 100 69 65
#3 Japanese Auto Repair 85 90 100 100 70 60
#4 Konkin 84 90 100 100 64 60
#5 Springs Brake and Suspension 83 100 100 100 94 20
#6 Bright Auto Glass 83 100 100 100 81 30
#7 Green Drop Garage 82 100 82 100 57 65
#8 Supreme Auto Repair Shop 82 90 100 100 51 60
#9 Munich Motorworks 82 90 100 100 44 65
#10 HRA Auto Repair, LLC Mobile Mechanic 81 90 88 100 44 75
#11 Trackside Motorsports 81 90 88 100 44 75
#12 Mickey's Automotive Services 81 90 88 100 57 65
#13 Specialty Auto Care 79 100 88 100 76 30
#14 Alpina Auto Body 78 100 100 100 57 25
#15 PriusKings Hybrid Battery Portland 77 90 100 100 57 30
#16 Brightside Roadside Services 76 88 100 100 0 70
#17 Syncrohaus Auto Repair 76 88 100 100 0 70
#18 Nick's Auto Care 76 85 100 100 0 70
#19 Re-Born Automotive 75 90 100 100 64 15
#20 Taps Paintless Dent Repair 75 90 100 100 44 30
#21 Oil Doctor 75 100 100 100 44 20
#22 FJC Import Auto Repair, LLC. 74 90 100 100 57 15
#23 Pacific Car Care 74 90 100 100 57 15
#24 Punk's Muffler 74 90 100 100 57 15
#25 Thompson Auto Body 74 90 100 100 57 15
#26 The Car Friend 73 90 82 100 57 30
#27 West Coast Overland 73 90 82 100 57 30
#28 A-1 Automotive & Fleet 73 90 100 100 51 15
#29 Apple Auto Glass 72 90 100 100 44 15
#30 Ron's Front End & Brake Services 72 90 100 100 44 15
#31 Tim's Aatco Transmissions 72 90 100 100 44 15
#32 Comfort Auto & Body Repair 72 90 100 100 44 15
#33 British Motor Care 72 90 88 100 44 30
#34 Jolene's Auto Repair 72 85 88 100 0 65
#35 Import Auto Repair 71 90 82 100 44 30
#36 Bradshaw's Auto Repair 70 90 82 100 57 15
#37 Arthur's Automotive 70 95 100 100 0 32
#38 Hillside Imports 70 90 82 100 57 15
#39 Heckmann & Thiemann Motors 69 95 100 100 0 25
#40 Magic Touch 68 90 82 100 44 15
#41 Womack Auto Body 68 90 82 100 44 15
#42 Kaizen Auto Glass Repair & Replacement 68 95 100 100 0 20
#43 Boyd Motor Werks 68 95 100 100 0 20
#44 Woodburn Mobile Auto Glass Specialist 68 85 100 100 0 30
#45 Precision Motor Car 68 85 71 100 0 70
#46 Omar Auto Repair 68 100 71 100 44 20
#47 Sumo Automotive Repair 67 88 100 100 0 25
#48 J and J Exhaust Shop 67 88 100 100 0 25
#49 On The Go Auto Services 67 88 100 100 0 25
#50 Oregon Auto Spring Services 67 88 100 100 0 25
#51 Pacific Motorsports 67 95 100 100 0 15
#52 Broadway Import 67 95 100 100 0 15
#53 Honest-1 Auto Care Stark 67 95 100 100 0 15
#54 Daytona Transmission 67 88 100 100 0 25
#55 Hampton Auto Glass 67 88 100 100 0 25
#56 FS Transmission 67 88 100 100 0 25
#57 Freeman Service Center & Collision Repair | PDX 67 85 100 100 0 25
#58 Kevin's Auto Care 66 85 100 100 0 20
#59 Karman Auto 66 85 100 100 0 22
#60 LPA PDR Mobile Dent Repair 65 95 82 100 0 30
#61 Auto Glass Services NW 64 78 100 100 0 20
#62 Portland Motor Works 64 95 82 100 0 25
#63 Dean's Car Care 64 88 88 100 0 25
#64 K&H Auto Shop 64 80 88 100 0 30
#65 Autotek International 63 88 82 100 0 25
#66 Reliable Transmission 63 88 82 100 0 25
#67 Transmission Exchange Co 63 88 82 100 0 25
#68 Dane Motors Automotive Repair 63 88 82 100 0 25
#69 Parkrose Auto & Truck Repair 63 88 82 100 0 25
#70 Five Stars Auto Glass 63 88 82 100 0 25
#71 K & M 63 78 100 100 0 12
#72 TNA Auto Repair 63 88 82 100 0 25
#73 Professional Auto Body & Paint 63 88 82 100 0 25
#74 Hazel Dell Automotive and Exhaust 63 70 100 100 0 20
#75 Automotive Outfitters 62 95 82 100 0 15
#76 Atomic Auto Hybrid Repair 62 95 76 100 0 22
#77 VisionGuard Auto Glass & Mobile Calibration 62 100 41 100 64 12
#78 Steve's Imports 62 95 76 100 0 20
#79 Larry Morton's Transmission 62 95 76 100 0 20
#80 Tualatin Transmission Center 61 85 82 100 0 20
#81 Beaverton Auto Body & Paint 61 92 76 100 0 20
#82 MS Glass Outlet 61 90 41 100 70 15
#83 Foreign & Domestic Affairs (FDA) Automotive 61 95 71 100 0 25
#84 Yellow Dot Windshield Repair 61 92 76 100 0 20
#85 PDX Automotive 61 85 82 100 0 20
#86 Portland Best 60 85 76 100 0 20
#87 Automotive Reboot | ADAS Calibration & Electrical Diagnostics Beaverton 60 95 76 100 0 10
#88 Art of Maintenance 60 85 76 100 0 22
#89 Jim's Transmission Repair 60 100 41 100 44 20
#90 Pro-Tek Automotive 60 85 76 100 0 20
#91 Trans Medic Transmissions 60 85 82 100 0 15
#92 GEAR AND BODY LLC Auto Paint Repair Shop in PORTLAND 60 95 76 100 0 10
#93 Advanced Transmission & Gear 60 85 76 100 0 22
#94 Gresham Transmission Center 60 85 76 100 0 20
#95 Genius Auto Glass & Tint 60 95 76 100 0 10
#96 German Formula 60 75 76 100 0 30
#97 Exhaust Specialties & Brakes 60 85 76 100 0 20
#98 Master Muffler & Brakes 60 85 76 100 0 20
#99 Mobile Auto Glass 60 85 76 100 0 20
#100 O'Brien Auto Body 60 65 41 100 100 10
#101 Lubomiroff Performance 60 85 76 100 0 20
#102 Nw Collision Services 60 85 76 100 0 20
#103 MRI Auto Diagnostics 60 85 76 100 0 20
#104 Big Rig Glass 60 85 76 100 0 20
#105 Matrix Integrated 60 85 76 100 0 20
#106 Collision Auto Glass & Calibration 60 78 82 100 0 22
#107 Morgan Auto repair 58 100 41 100 44 10
#108 Cascade Auto Glass 58 85 65 100 0 25
#109 Canyon Road Auto Body 58 78 76 100 0 20
#110 River City Transmissions 58 85 76 100 0 10
#111 Fern Mobile Oil Change 58 100 41 100 44 10
#112 Courtesy Auto Body 57 90 41 100 44 15
#113 A Master Touch Body & Paint 57 90 41 100 44 15
#114 Oregon Trail Tire Shop 57 55 82 100 0 30
#115 Elite Auto Electric 56 73 71 100 0 20
#116 Mobile PDX 55 55 76 100 0 25
#117 Expert Auto Repair 55 60 76 100 0 20
#118 Botta Motor Works 55 60 76 100 0 20
#119 Hawthorne Auto Clinic 55 60 76 100 0 20
#120 Active Auto Body 54 100 24 100 44 10
#121 Lents 54 90 29 100 44 15
#122 Ace Tire and Wheel 53 75 65 100 0 10
#123 A&M Tire Company 53 75 65 100 0 10
#124 Mac's Automotive & Radiator Repair—Portland 52 85 41 100 0 25
#125 Auto Claim Specialist 51 100 12 100 57 0
#126 Bill's Tech-Trans 51 95 41 100 0 10
#127 Superior Tire 51 75 65 100 0 0
#128 Marsh Transmission 50 85 41 100 0 15
#129 Si's Auto Body Repair 49 88 29 100 0 25
#130 Chavez Transmissions 49 90 12 100 44 10
#131 Alvarado Auto Body 46 95 12 100 0 20
#132 Bavarian House 46 85 12 100 0 30
#133 Good Carma Auto Repair Co-Op 44 85 12 100 0 20
#134 Green Oval Motors 44 95 12 100 0 10
#135 A1 Muffler 44 95 12 100 0 10
#136 Convention Center Auto Body 44 65 29 100 0 20
#137 Premium Glass 43 80 12 100 0 20
#138 Gearhead Garage 43 100 29 50 44 0
#139 WattWorks Electric Vehicle 42 65 29 100 0 10
#140 Autowerks NW 42 75 12 100 0 20
#141 Patagonia Auto Glass 42 85 12 100 0 10
#142 Akinaspeed Auto 42 65 29 100 0 10
#143 Mobile Auto Care LLC Mobile Mechanic 42 85 12 100 0 10
#144 Blue Boy Auto Body 41 70 12 100 0 20
#145 Industrial Tire 41 75 24 100 0 0
#146 The Pit Crew Automotive 41 70 12 100 0 20
#147 Benjamin's Auto Mechanic 40 55 29 100 0 10
#148 DynaSport 40 65 12 100 0 20
#149 Ger-Brock Automotive 38 55 12 100 0 20
#150 Vision Auto Glass 37 65 0 100 0 20
#151 West Hills 37 65 0 100 0 20
#152 Steve's Automotive 36 65 12 100 0 0
#153 Darrel's Economy Mufflers 36 80 0 100 0 0
#154 SameDay Auto Glass 35 55 0 100 0 20
#155 DiamondCoat Auto Painting 34 70 0 100 0 0
#156 Gibson Auto & Electric 34 45 12 100 0 10
#157 Shield Auto Glass 34 73 0 100 0 0
#158 Superior Import Repair 34 55 12 100 0 0
#159 Burback Motors 33 65 0 100 0 0
#160 Upland Autowerks 33 65 0 100 0 0
#161 Metro Transmission 27 65 18 50 0 0
#162 All Around Automotive 25 45 0 83 0 0
#163 Metro Metric Automotive Services 25 25 0 100 0 0
#164 Portland Auto Clinic 22 10 0 100 0 0
#165 VERO Auto Glass Portland 22 10 0 100 0 0
#166 Express Auto Body 22 63 0 50 0 0
#167 Traction Works 18 40 0 50 0 0
#168 Cooke's Brake Services 17 45 0 40 0 0
#169 J & L Transmissions 17 45 0 40 0 0
#170 Catalyst Powertrain new home of U.S. Transmissions 15 25 0 50 0 0
#171 Fast Lane Oil Change 15 25 0 50 0 0
#172 Classic Lube Express 15 25 0 50 0 0
#173 Dent Expert Mobile 15 25 0 50 0 0
#174 MotorCar Doctors 15 25 0 50 0 0
#175 PAD Transmission 15 25 0 50 0 0
#176 Auto Glass USA 15 25 0 50 0 0
#177 Action Auto Glass 15 25 0 50 0 0
#178 T & S Automotive and Exhaust 15 25 0 50 0 0
#179 Everett Street Autoworks Mechanics 15 25 0 50 0 0
#180 Mackin's Auto Body 65th Ave 15 25 0 50 0 0
#181 ACP 15 25 0 50 0 0
#182 Xpresso Lube 15 25 0 50 0 0
#183 Wheel Doctor 15 25 0 50 0 0
#184 Jay's Garage 15 25 0 50 0 0
#185 Dr Glassman Repair 15 25 0 50 0 0
#186 I & G Auto Electric Services 15 25 0 50 0 0
#187 Clarity Auto Glass NW 15 25 0 50 0 0
#188 Brake Force 15 25 0 50 0 0
#189 ACP Auto Body Collision Repair 15 25 0 50 0 0
#190 Precision Auto Repair LLC. 13 25 0 40 0 0
#191 Ken Van Damme's Automotive 13 25 0 40 0 0
#192 Accurate Auto of Tigard 11 18 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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