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Urban Driver-Out Robotaxi Leaderboard 2026 (Waymo, Apollo Go, Zoox)

Commercial public driver-out robotaxi fleets benchmarked across weekly paid rides, cumulative miles, NHTSA SGO safety, and sensor BOM.

⚖️ Methodology Harmonization Directive (ATS v2.0): Formula: ATS = Φ_teleop × (0.30·Vol + 0.25·SafetyΔ + 0.20·ODD + 0.15·Cert + 0.10·UnitEcon). #1 Leaders: Robotaxis: Waymo LLC (97.4 ATS) & Baidu Apollo Go (96.1 ATS) • eVTOL: Joby Aviation S4 (93.2 ATS) & EHang EH216-S (92.0 ATS) • AI Cars/SDV: Tesla Cybercab / FSD v14 (93.8 ATS) & Huawei Qiankun ADS (92.6 ATS) • Class 8 Freight: Aurora Innovation (94.8 ATS).
Evaluated Platforms
122
+ 20 Meta-Rankers
Weekly US Rides
650k+
SF, PHX, LA, ATX, ATL
China Cumulative
32.4M+
Apollo Go, Pony, WeRide
Driverless Miles
185M+
Verified Commercial
Injury Reduction
-81.4%
vs. Matched Humans
Active Metros
32
Global Permitted Zones

Autonomous Mobility, Robotaxi, eVTOL & AI Car Leaderboard (ATS v2.0)

Platform Category ATS Score Tier Weekly Vol Injury Δ Sensor Stack BOM
Waymo LLC (Alphabet) Mountain View, CA, United States robotaxi 97.4 Tier M6 250,000 -85.3% LiDAR + 4D Imaging Radar + Cameras $38k
Apollo Go (Baidu Autonomous Driving) Beijing, China robotaxi 96.1 Tier M6 420,000 -82.7% LiDAR + Radar + Vision Redundancy $28k
Zoox (Amazon) Foster City, CA, United States robotaxi 91.8 Tier M4 15,000 -79.5% LiDAR + 4D Imaging Radar + Cameras $62k
Pony.ai Inc. Fremont, CA & Guangzhou, United States / China robotaxi 92.4 Tier M5 180,000 -81% LiDAR + Radar + Vision Redundancy $32k
WeRide Inc. Guangzhou & San Jose, China / United States robotaxi 91.5 Tier M5 140,000 -80.2% LiDAR + Radar + Vision Redundancy $30k
Tesla Inc. (Cybercab & FSD Robotaxi Network) Austin, TX, United States robotaxi 84.6 Tier M2 0 -68% Pure Vision (Neural End-to-End) $4k
May Mobility Inc. Ann Arbor, MI, United States robotaxi 87.2 Tier M4 18,000 -78% LiDAR + Radar + Vision Redundancy $31k
Motional (Hyundai Motor Group) Boston, MA, United States robotaxi 86.4 Tier M3 8,500 -77.5% LiDAR + Radar + Vision Redundancy $44k
Cruise LLC (General Motors) San Francisco, CA, United States robotaxi 83.2 Tier M3 12,000 -71% LiDAR + 4D Imaging Radar + Cameras $52k
AutoX Technologies Inc. Shenzhen & San Jose, China / United States robotaxi 88 Tier M5 65,000 -79% LiDAR + 4D Imaging Radar + Cameras $34k
Baidu RT6 Apollo Fleet Wuhan, China robotaxi 95.8 Tier M6 4,311 -81.4% LiDAR + Radar + Vision Redundancy $37k
QCraft Autonomous Drive Matrix Beijing & Silicon Valley, China robotaxi 88 Tier M4 3,960 -74.8% LiDAR + Radar + Vision Redundancy $40k
Zoox Purpose-Built Passenger Carriage Foster City, CA, United States robotaxi 92.5 Tier M4 4,163 -78.6% LiDAR + 4D Imaging Radar + Cameras $38k
May Mobility Multi-Policy Paratransit Ann Arbor, MI, United States robotaxi 87.9 Tier M4 3,956 -74.7% LiDAR + Radar + Vision Redundancy $40k

Rankers of Rankers: Top 20 Global AI Mobility, AV & eVTOL Authorities

Rank Authority / Benchmark Category Trust Score ATS Weight Direct Portal
#1 NHTSA Standing General Order (SGO 2021-01) ADS & ADAS Crash Database (U.S. Department of Transportation (NHTSA)) Statutory Regulator 99.4/100 18% Verify ↗
#2 California DMV Autonomous Vehicle Testing & Driverless Deployment Reports (California Department of Motor Vehicles) Statutory Regulator 98.8/100 14% Verify ↗
#3 CPUC Quarterly Autonomous Vehicle Passenger Service Operational Data (California Public Utilities Commission) Statutory Regulator 98.5/100 12% Verify ↗
#4 SMG Consulting Advanced Air Mobility (AAM) Reality Index (SMG Consulting) eVTOL & Air Mobility Authority 97.6/100 8% Verify ↗
#5 Vertical Flight Society (VFS) World eVTOL Aircraft Directory (Vertical Flight Society) eVTOL & Air Mobility Authority 97.2/100 6% Verify ↗
#6 Swiss Re & Waymo Actuarial Liability & Claims Frequency Benchmark (Swiss Re Institute) Actuarial & Insurance Benchmark 98.1/100 10% Verify ↗
#7 Waymo Open Dataset, nuScenes & NAVSIM End-to-End Driving Benchmarks (Waymo / Motional / Autonomous Vision Group (CVPR)) End-to-End AI & Academic Dataset 96.8/100 6% Verify ↗
#8 FAA Dynamic Regulatory System (DRS) & Part 21.17(b) / SFAR Powered-Lift Dockets (Federal Aviation Administration (US DOT)) Statutory Regulator 99.1/100 5% Verify ↗
#9 CAAC Low-Altitude Economy & Unmanned eVTOL Airworthiness Registry (Civil Aviation Administration of China (CAAC)) Statutory Regulator 96.4/100 4% Verify ↗
#10 EASA SC-VTOL & Innovative Air Mobility (IAM) Hub (European Union Aviation Safety Agency) Statutory Regulator 98.2/100 3% Verify ↗
#11 Guidehouse Insights Autonomous Driving & Robotaxi Leaderboard (Guidehouse Insights) Actuarial & Insurance Benchmark 91.5/100 2% Verify ↗
#12 McKinsey Center for Future Mobility (MCFM) Autonomous & SDV Index (McKinsey & Company) Actuarial & Insurance Benchmark 93/100 2% Verify ↗
#13 BloombergNEF (BNEF) Autonomous & Electric Mobility Outlook (Bloomberg Finance L.P.) Industry & Telemetry Portal 94.6/100 2% Verify ↗
#14 China MIIT & Beijing High-Level Autonomous Driving Demonstration Zone (BJHAD) (MIIT China / Beijing Yizhuang Authority) Statutory Regulator 94.2/100 2% Verify ↗
#15 Tesla FSD Community Telemetry Tracker (teslafsdtracker.com) (Independent FSD Telemetry Consortium) Industry & Telemetry Portal 89.4/100 1.5% Verify ↗
#16 IIHS Partial Driving Automation Safeguards Ratings (Insurance Institute for Highway Safety) Actuarial & Insurance Benchmark 96/100 1.5% Verify ↗
#17 Euro NCAP Assisted & Automated Driving Grading (European New Car Assessment Programme) Actuarial & Insurance Benchmark 95.8/100 1% Verify ↗
#18 The Air Current & FutureFlight (AIN) Advanced Air Mobility Intelligence (The Air Current / Aviation International News) eVTOL & Air Mobility Authority 94.5/100 1% Verify ↗
#19 The Autonocast & Autonomy Markets Independent AV Analysis (Autonocast / Autonomy Markets) Industry & Telemetry Portal 92.4/100 1% Verify ↗
#20 InsideEVs, Electrek & CarNewsChina Autonomous & SDV Field Testing (InsideEVs / Electrek / CarNewsChina) Industry & Telemetry Portal 91.2/100 1% Verify ↗

Academic & Machine Citation Authority (SHA-256 Verified)

// APA 7th Edition
AKI Actuarial Mobility Institute. (2026, October 20). Urban Driver-Out Robotaxi Leaderboard 2026 (Waymo, Apollo Go, Zoox) (120 Platforms • ATS v2.0 • ZIP-1.0). https://aki1k.com/mobility/robotaxis