Robotaxi Architecture & 5-Year Roadmap Benchmarker

Autonomous platform teardown: GM Cruise/Ultium AV (Multi-Sensor Fusion) vs Tesla Cybercab (Vision-Only)

Hardware Topology & Operating Environment Target: 2027
Engineering Scenarios:

GM Cruise / Ultium AV

Sensor Fusion
LIDAR+CAM Redundant Dual Compute ECUs 5 solid-state LiDARs + 14 cameras + 3 radars
  • Primary Compute: Dual Redundant Heterogeneous
  • Perception Stack: LiDAR + 4D Radar + Surround Cameras
  • Charging Interface: Automated Conductive DC Fast (97% eff.)
  • Depot Cleaning: Manual / Specialized Depot Crews

Tesla Cybercab

Vision-Only
AI5 NET Pure End-to-End Vision Net Inductive pad (85% eff.) + Zero manual controls
  • Primary Compute: Centralized AI4/AI5 Neural Accelerator
  • Perception Stack: Vision-Only (8-10 Optical Cams)
  • Charging Interface: Inductive Wireless Resonant (85% eff.)
  • Depot Cleaning: Automated Robotic Arm Sweeper
2025: Testing 2026: Geo-fenced Beta 2027: Part 555 Cap 2028: Multi-Metro 2029: CapEx Parity 2030: Scaled ODD
Deterministic Deployment Scorecard CapEx Parity: 2029
Cruise Sensor Suite BOM $4,200 5× LiDAR + 3× Radar + 14× Cams
Cybercab Sensor Suite BOM $650 Vision Cams + Encased Glass
Cruise ODD Operational Coverage 92.0% Robust in dense fog & nocturnal rain
Cybercab ODD Operational Coverage 74.0% Subject to optical glare & heavy rain
Inductive Charging Losses (Cybercab): 15.0% thermal penalty ($1.38/day)
Depot Turnaround Cycle (Sanitation): Manual: 18 min vs Robotic: 4 min
Teleoperation Overhead per Fleet-100: $142/day (Fusion) vs $218/day (Vision)
GM Cruise / Ultium Regulatory Path: Moderate (Part 555 Pedestrian Audits) NHTSA petition exemption caps fleet size to 2,500 units/year per manufacturer without conventional manual pedal/steering controls.
Tesla Cybercab Regulatory Path: High (Vision Weather Attenuation & Steering Wheel Exclusion) Uncrewed commercial deployment requires state-level driverless permits (e.g. CPUC, TX DMV) without safety driver or pedal overrides.
Subsystem Attribute GM Cruise / Ultium AV Tesla Cybercab Concept
Perception Redundancy Tri-modal (LiDAR + Radar + Cams) Monocular & Stereoscopic Vision
Compute TDP & Cooling ~1,800 W (Liquid-cooled rack) ~450 W (AI5 Centralized unit)
Adverse Weather Attenuation Low (LiDAR 1550nm + 77GHz Radar) Moderate-High (Optical scattering)
Depot Ingress / Charging Automated DC Arm Plug (3% Loss) Inductive Resonant (15% Loss)
Teleoperation Reliance Critical for complex urban stalls Relies on fleet-wide end-to-end net
Projected 2029 Fleet CapEx $41,800 / unit $28,500 / unit
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