SAE Levels Pointless: Tesla FSD Is More Capable

❌ Tesla FSD is only Level 2, so it must be worse than Mercedes Drive Pilot or other higher level systems.

βœ… Tesla's vision-based FSD is more capable than any Level 3 or Level 4 system regardless of SAE classification, offering true point-to-point autonomy without geofence restrictions.

SAE Levels Debunked: Why Tesla FSD Is Better Than “Level 3” Systems

🚫 The Claims

“Tesla’s FSD is only Level 2, so it must be worse than Mercedes Drive Pilot Level 3 or Waymo Level 4.”
“It’ll never be able to work without LiDAR.”
“Other systems like Blue Cruise are just as good as FSD.”
“Level 3 systems are safer and better.”
“Competitors offer better software’s included with their vehicles for free”

🧠 What People Get Wrong

People often assume SAE levels indicate how advanced a system isβ€”but they don’t. They define driver responsibility, not real-world capability. Tesla’s supervised Level 2 FSD routinely outperforms all Level 3 and even Level 4 systems in actual real world function. It works on highways, city streets, roundabouts, parking lots, and handles complex scenarios end-to-end, unlike competitors stuck in geofenced zones or limited to adaptive cruise control.

SAE Automation Levels Comparison
SAE Levels of Driving Automation – Note that these levels don’t measure capability, but rather define who is responsible for driving.

People equate SAE levels with how “advanced” a self-driving or ADAS system is. This is fundamentally wrong.

Tesla’s Level 2 FSD consistently outperforms higher-level systems in real-world drivingβ€”a fact explored in detail below. Unlike LiDAR-reliant systems, Tesla’s neural net sees and reacts like a humanβ€”this is the core of its advantage. It can work without geofences or strict restrictions. It sees, interprets, and acts instantly.

🚦 Level 2 vs Level 3: Don’t Be Fooled by the Label

  • Level 2 (Tesla FSD): Can handle city and highway, navigate intersections, stop lights, roundabouts, and parking lots. Needs supervision, but drives the full route.
  • Level 3 (Mercedes Drive Pilot): Works only below 40 mph on dry, pre-mapped highways, following another car. No city or cross-traffic handling.
  • Level 4 (Waymo): Operates only in geofenced zones (e.g., Phoenix), no highways, not available for purchase, and fails outside its sandbox.

FSD can take you from your driveway to your destination, through traffic lights and turns. No other consumer system comes close.

Mercedes Level 3 is a gimmick. It’s practically unusable. It’s just a glorified bumper-to-bumper adaptive cruise control that lets you not pay attention. Its use cases are few and none. Just look at the limitations and think about how that would help you. Would you really watch a movie knowing it can disengage if the sun hits just right or it starts raining?

Tesla could’ve released a Mercedes-style Level 3 system years ago, but their aim has always been true autonomy. That’s why their Level 4 rollout starts in Austin this summer, with rapid global expansion ahead.

πŸ“Š Capability Comparison

Tesla’s FSD v13 redefines autonomy with city navigation and point-to-point mastery. Most competitorsβ€”like Chevy’s Super Cruise or Tesla’s free Autopilotβ€”are basic cruise controls. SAE Levels mislead; my Capability Score reveals true performance. The score is calculated by assigning weights to key categories, with a maximum possible score of 10.0. Compare below.

This chart isn’t meant to rank systems or pick a winner. It’s not focused on marketing claims or future updates. Instead, it offers a transparent comparison of what each system can actually do today, based on real-world functionalityβ€”not SAE labels, region-specific rollouts, or controlled test environments. While systems like Waymo or Xpeng NGP may perform well in certain urban areas, that doesn’t mean they operate consistently or safely across diverse, unpredictable situations. Tesla FSD’s performance in Chinaβ€”achieved with only simulation training and no local dataβ€”already shows a major advantage in generalization over LiDAR-dependent systems.

USA ADAS Systems

Does not include all systems available in the US. Only includes systems I’ve personally tested or thoroughly researched. Note that Waymo is a robotaxi service, not a consumer ADAS system.

ManufacturerSystem NameRelease DateSAE LevelHighway DrivingCity/Urban DrivingLane Keep AssistAuto Lane ChangingNavigation IntegrationTraffic Light/Sign ResponsePoint-to-Point AutonomyReverseRemote SummonDriver MonitoringSpeed LimitationAvailabilityPrice (USD)Capability ScoreKey Limitations
Tesla πŸ‡ΊπŸ‡ΈFSD v13Dec 2024L2βœ”βœ”βœ”βœ”βœ”βœ”βœ”βœ”βœ”Cabin camera, steering torqueHW4 vehicles$8,000 or $99/mo9.95Supervision required, rare edge-case errors. Robust in night/sunlight conditions.
Tesla πŸ‡ΊπŸ‡ΈFSD v12.6Dec 2024L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueHW3 vehicles$8,000 or $99/mo8.825Supervision required, less robust than v13. Limited in complex urban scenarios.
Waymo πŸ‡ΊπŸ‡ΈWaymo DriverDec 2018L4βœ”βœ”βœ”βœ”βœ”LimitedLimitedLimitedUnsupervised, no driver30 mph (SF), 45 mph (Phoenix)Robotaxi onlyN/A6.3Robotaxi system, not ADAS. Geofenced to parts of specific cities (Phoenix, SF, LA), no highways despite 65 mph approval. Robust in night/sunlight with LiDAR. Not available for consumer purchase – operates as a ride-hailing service only.
Tesla πŸ‡ΊπŸ‡ΈEnhanced AutopilotOct 2016L2βœ”βœ”βœ”βœ”βœ”Cabin camera, steering torqueAll vehiclesDiscontinued Apr 2024, was $6,0003.05Supervision required, highway-only, no traffic light response. Robust in night/sunlight conditions. Includes emergency braking and collision avoidance.
BMW πŸ‡©πŸ‡ͺDriving Assistance ProfessionalJul 2019L2βœ”βœ”βœ”βœ”Steering torque, cabin cameraHigh-end models$2,100-$3,5002.7Supervision required. Decent performance in night/sunlight conditions.
Hyundai πŸ‡°πŸ‡·Highway Driving Assist IIAug 2020L2Limitedβœ”LimitedSteering torque, significant input requiredHigh-end models$1,500-$2,5001.6Supervision required, geofenced, does not operate in certain weather or road conditions, no navigation integration. Should not be used in poor weather, heavy traffic, or on winding/slippery roads.
Tesla πŸ‡ΊπŸ‡ΈAutopilotOct 2015L2Limitedβœ”Cabin camera, steering torqueAll vehiclesIncluded2.05Supervision required, highway-only, no parking. Decent performance in night/sunlight conditions. Includes emergency braking and collision avoidance.
Ford πŸ‡ΊπŸ‡ΈBlueCruiseApr 2021L2βœ”βœ”βœ”βœ”Cabin camera, steering torqueHigh-end models$2,100 (3 yrs) + $800/yr2.7Supervision required, highway-only, premapped roads. Reliable in night/sunlight conditions.
GM πŸ‡ΊπŸ‡ΈSuper CruiseOct 2017L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueHigh-end Cadillac, Chevrolet$2,500-$4,000 (3 yrs) + $25/mo1.7Supervision required, highway-only, premapped roads. Reliable in night/sunlight conditions.
Lincoln πŸ‡ΊπŸ‡ΈActiveGlideSep 2021L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueHigh-end models$2,100 (3 yrs) + $800/yr1.7Supervision required, highway-only, premapped roads. Reliable in night/sunlight conditions.
Nissan πŸ‡―πŸ‡΅ProPILOT Assist 2.0Oct 2019L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueHigh-end models$2,000-$3,0001.7Supervision required, highway-only, premapped roads. Poor performance in night/sunlight conditions.
Rivian πŸ‡ΊπŸ‡ΈHighway AssistOct 2021L2Limitedβœ”Cabin camera, steering torqueAll vehiclesIncluded1.7Supervision required, major pre-mapped highways only. Decent performance in night/sunlight conditions. Practically unusable in poor weather.
Rivian πŸ‡ΊπŸ‡ΈEnhanced Highway AssistMar 2025L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueGen 2 R1 vehicles$1,500-$2,0001.875Supervision required, highway-only, premapped roads. Robust performance in night/sunlight conditions.
Toyota πŸ‡―πŸ‡΅Safety Sense 3.0Feb 2022L2Limitedβœ”Cabin camera, steering torqueMost modelsIncluded1.6Supervision required, highway-only. Poor performance in night/sunlight conditions.
Volkswagen πŸ‡©πŸ‡ͺTravel AssistJun 2020L2Limitedβœ”Steering torqueMost models$1,000-$2,0001.6Supervision required, no navigation. Decent performance in night/sunlight conditions.
Volvo πŸ‡ΈπŸ‡ͺπŸ‡¨πŸ‡³Pilot AssistApr 2016L2Limitedβœ”Steering torqueMost models$1,500-$2,5001.6Supervision required, highway only. Poor performance in night/sunlight conditions.
Stellantis πŸ‡³πŸ‡±πŸ‡¨πŸ‡¦Hands-Free Active Driving AssistJun 2023L2Limitedβœ”Steering torqueHigh-end Jeep, Chrysler$2,000-$3,0001.6Supervision required, highway-only, no navigation. Decent performance in night/sunlight conditions.
Mercedes-Benz πŸ‡©πŸ‡ͺDrivePilot (L3)May 2023L3Limitedβœ”Unsupervised, ready to take over within seconds if prompted<40 mph (US), <90 kph (DE)High-end S-Class, EQS$2,500/yr2.1Pre-approved highways only, specific conditions: clear lane markings, moderate to heavy traffic, clear weather, no direct sunlight, no night, no tunnels. Single-lane operation. Traffic jam use only.
Mercedes-Benz πŸ‡©πŸ‡ͺDrivePilot (L2)May 2023L2Limitedβœ”Cabin camera, steering torque<40 mph (US), <90 kph (DE)High-end S-Class, EQS$2,500/yr1.7Supervision required, pre-approved highways only, specific conditions: clear lane markings, moderate to heavy traffic, clear weather, no direct sunlight, no night, no tunnels. Traffic jam use only. Requires hands on wheel readiness.
Audi πŸ‡©πŸ‡ͺTraffic Jam AssistSep 2017L2Limitedβœ”Steering torque, significant input required<37 mphHigh-end models$2,000-$3,5001.6Supervision required. Decent performance in night/sunlight conditions.

China ADAS Systems

Does not include all systems available in China. Multiple of the others available in US are also available in China.

ManufacturerSystem NameRelease DateSAE LevelHighway DrivingCity/Urban DrivingLane Keep AssistAuto Lane ChangingNavigation IntegrationTraffic Light/Sign ResponsePoint-to-Point AutonomyReverseRemote SummonDriver MonitoringSpeed LimitationAvailabilityPrice (USD)Capability ScoreKey Limitations
Tesla πŸ‡ΊπŸ‡ΈFSD v13Dec 2024L2βœ”βœ”βœ”βœ”βœ”βœ”βœ”βœ”βœ”Cabin camera, steering torqueHW4 vehicles$8,000 or $99/mo9.95Supervision required, rare edge-case errors. Robust in night/sunlight conditions.
Xiaomi πŸ‡¨πŸ‡³XPILOT MaxMar 2024L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torquePro/Max/Ultra trims onlyIncluded in SU7 price8.65Supervision required, limited reliability in night/sunlight/poor weather conditions. Full end-to-end neural network system. LiDAR only in Pro/Max/Ultra trims.
Xiaomi πŸ‡¨πŸ‡³XPILOT ProMar 2024L2Limitedβœ”Cabin camera, steering torqueStandard trim onlyIncluded in SU7 price1.7Supervision required, limited reliability in night/sunlight/poor weather conditions. No LiDAR in Standard trim.
Xpeng πŸ‡¨πŸ‡³NGPMar 2022L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueMost models$3,000-$5,0008.675Supervision required, too cautious with pedestrians. Not smooth or confident. Heuristic approach. Geofenced.
Li Auto πŸ‡¨πŸ‡³ADMAX v13.0Jun 2022L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueHigh-end models$3,000-$5,0008.325Supervision required, inconsistent performance in night conditions.
Zeekr πŸ‡¨πŸ‡³NZPApr 2022L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueAll vehicles$2,500-$4,0008.325Supervision required, edge-case issues in night/sunlight conditions.
Huawei πŸ‡¨πŸ‡³ADS 3.2.1Aug 2024L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueHuawei & partner vehicles (Aito, Avatr, Luxeed, etc)$3,500-$6,0008.325Supervision required, limited performance in sunlight conditions. Requires maps for navigation, won’t engage on unmapped roads.
Baidu πŸ‡¨πŸ‡³Apollo ADASMay 2021L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin cameraPartner vehicles (primarily robotaxi, non-consumer vehicles)N/A8.325Supervision required, geofenced, struggles in night/sunlight conditions. Primarily robotaxi, partnered with multiple commercial automakers.
Tesla πŸ‡ΊπŸ‡ΈEnhanced AutopilotOct 2016L2βœ”βœ”βœ”βœ”βœ”Cabin camera, steering torqueAll vehiclesDiscontinued Apr 2024, was $6,0003.05Supervision required, highway-only, no traffic light response. Robust in night/sunlight conditions. Includes emergency braking and collision avoidance.
Tesla πŸ‡ΊπŸ‡ΈAutopilotOct 2015L2Limitedβœ”Cabin camera, steering torqueAll vehiclesIncluded2.05Supervision required, highway-only, no parking. Decent performance in night/sunlight conditions. Includes emergency braking and collision avoidance.
NIO πŸ‡¨πŸ‡³PilotJan 2021L2βœ”βœ”βœ”βœ”LimitedCabin camera, steering torqueAll vehicles$3,000-$4,0002.7Supervision required, geofenced, issues in night/sunlight conditions.
NIO πŸ‡¨πŸ‡³Pilot +Jan 2021L2βœ”Limitedβœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueAll vehicles$55/mo5.15Supervision required, limited urban use, geofenced, issues in night/sunlight conditions.

All Systems

ManufacturerSystem NameRelease DateSAE LevelHighway DrivingCity/Urban DrivingLane Keep AssistAuto Lane ChangingNavigation IntegrationTraffic Light/Sign ResponsePoint-to-Point AutonomyReverseRemote SummonDriver MonitoringSpeed LimitationAvailabilityPrice (USD)Capability ScoreKey Limitations
Tesla πŸ‡ΊπŸ‡ΈFSD v13Dec 2024L2βœ”βœ”βœ”βœ”βœ”βœ”βœ”βœ”βœ”Cabin camera, steering torqueHW4 vehicles$8,000 or $99/mo9.95Supervision required, rare edge-case errors. Robust in night/sunlight conditions.
Tesla πŸ‡ΊπŸ‡ΈFSD v12.6Dec 2024L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueHW3 vehicles$8,000 or $99/mo8.825Supervision required, less robust than v13. Limited in complex urban scenarios.
Xiaomi πŸ‡¨πŸ‡³XPILOT MaxMar 2024L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torquePro/Max/Ultra trims onlyIncluded in SU7 price8.65Supervision required, limited reliability in night/sunlight/poor weather conditions. Full end-to-end neural network system. LiDAR only in Pro/Max/Ultra trims.
Xpeng πŸ‡¨πŸ‡³NGPMar 2022L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueMost models$3,000-$5,0008.675Supervision required, too cautious with pedestrians. Not smooth or confident. Heuristic approach. Geofenced.
Li Auto πŸ‡¨πŸ‡³ADMAX v13.0Jun 2022L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueHigh-end models$3,000-$5,0008.325Supervision required, inconsistent performance in night conditions.
Zeekr πŸ‡¨πŸ‡³NZPApr 2022L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueAll vehicles$2,500-$4,0008.325Supervision required, edge-case issues in night/sunlight conditions.
Huawei πŸ‡¨πŸ‡³ADS 3.2.1Aug 2024L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueHuawei & partner vehicles (Aito, Avatr, Luxeed, etc)$3,500-$6,0008.325Supervision required, limited performance in sunlight conditions. Requires maps for navigation, won’t engage on unmapped roads.
Baidu πŸ‡¨πŸ‡³Apollo ADASMay 2021L2βœ”βœ”βœ”βœ”βœ”βœ”LimitedLimitedCabin cameraPartner vehicles (primarily robotaxi, non-consumer vehicles)N/A8.325Supervision required, geofenced, struggles in night/sunlight conditions. Primarily robotaxi, partnered with multiple commercial automakers.
Waymo πŸ‡ΊπŸ‡ΈWaymo DriverDec 2018L4βœ”βœ”βœ”βœ”βœ”LimitedLimitedLimitedUnsupervised, no driver30 mph (SF), 45 mph (Phoenix)Robotaxi onlyN/A6.3Robotaxi system, not ADAS. Geofenced to parts of specific cities (Phoenix, SF, LA), no highways despite 65 mph approval. Robust in night/sunlight with LiDAR. Not available for consumer purchase – operates as a ride-hailing service only.
NIO πŸ‡¨πŸ‡³Pilot +Jan 2021L2βœ”Limitedβœ”βœ”βœ”LimitedLimitedCabin camera, steering torqueAll vehicles$55/mo5.15Supervision required, limited urban use, geofenced, issues in night/sunlight conditions.
Tesla πŸ‡ΊπŸ‡ΈEnhanced AutopilotOct 2016L2βœ”βœ”βœ”βœ”βœ”Cabin camera, steering torqueAll vehiclesDiscontinued Apr 2024, was $6,0003.05Supervision required, highway-only, no traffic light response. Robust in night/sunlight conditions. Includes emergency braking and collision avoidance.
BMW πŸ‡©πŸ‡ͺDriving Assistance ProfessionalJul 2019L2βœ”βœ”βœ”βœ”Steering torque, cabin cameraHigh-end models$2,100-$3,5002.7Supervision required. Decent performance in night/sunlight conditions.
Ford πŸ‡ΊπŸ‡ΈBlueCruiseApr 2021L2βœ”βœ”βœ”βœ”Cabin camera, steering torqueHigh-end models$2,100 (3 yrs) + $800/yr2.7Supervision required, highway-only, premapped roads. Reliable in night/sunlight conditions.
NIO πŸ‡¨πŸ‡³PilotJan 2021L2βœ”βœ”βœ”βœ”LimitedCabin camera, steering torqueAll vehicles$3,000-$4,0002.7Supervision required, geofenced, issues in night/sunlight conditions.
Mercedes-Benz πŸ‡©πŸ‡ͺDrivePilot (L3)May 2023L3Limitedβœ”Unsupervised, ready to take over within seconds if prompted<40 mph (US), <90 kph (DE)High-end S-Class, EQS$2,500/yr2.1Pre-approved highways only, specific conditions: clear lane markings, moderate to heavy traffic, clear weather, no direct sunlight, no night, no tunnels. Single-lane operation. Traffic jam use only.
Tesla πŸ‡ΊπŸ‡ΈAutopilotOct 2015L2Limitedβœ”Cabin camera, steering torqueAll vehiclesIncluded2.05Supervision required, highway-only, no parking. Decent performance in night/sunlight conditions. Includes emergency braking and collision avoidance.
Rivian πŸ‡ΊπŸ‡ΈEnhanced Highway AssistMar 2025L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueGen 2 R1 vehicles$1,500-$2,0001.875Supervision required, major pre-mapped highways only. Robust performance in night/sunlight conditions.
GM πŸ‡ΊπŸ‡ΈSuper CruiseOct 2017L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueHigh-end Cadillac, Chevrolet$2,500-$4,000 (3 yrs) + $25/mo1.7Supervision required, highway-only, premapped roads. Often becomes unavailable randomly. Reliable in night/sunlight conditions.
Lincoln πŸ‡ΊπŸ‡ΈActiveGlideSep 2021L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueHigh-end models$2,100 (3 yrs) + $800/yr1.7Supervision required, highway-only, premapped roads. Reliable in night/sunlight conditions.
Nissan πŸ‡―πŸ‡΅ProPILOT Assist 2.0Oct 2019L2Limitedβœ”Limitedβœ”Cabin camera, steering torqueHigh-end models$2,000-$3,0001.7Supervision required, highway-only, premapped roads. Poor performance in night/sunlight conditions.
Rivian πŸ‡ΊπŸ‡ΈHighway AssistOct 2021L2Limitedβœ”Cabin camera, steering torqueAll vehiclesIncluded1.7Supervision required, major pre-mapped highways only. Decent performance in night/sunlight conditions. Practically unusable in poor weather.
Mercedes-Benz πŸ‡©πŸ‡ͺDrivePilot (L2)May 2023L2Limitedβœ”Cabin camera, steering torque<40 mph (US), <90 kph (DE)High-end S-Class, EQS$2,500/yr1.7Supervision required, pre-approved highways only, specific conditions: clear lane markings, moderate to heavy traffic, clear weather, no direct sunlight, no night, no tunnels. Traffic jam use only. Requires hands on wheel readiness.
Xiaomi πŸ‡¨πŸ‡³XPILOT ProMar 2024L2Limitedβœ”Cabin camera, steering torqueStandard trim onlyIncluded in SU7 price1.7Supervision required, limited reliability in night/sunlight/poor weather conditions. No LiDAR in Standard trim.
Hyundai πŸ‡°πŸ‡·Highway Driving Assist IIAug 2020L2Limitedβœ”LimitedSteering torque, significant input requiredHigh-end models$1,500-$2,5001.6Supervision required, geofenced, does not operate in certain weather or road conditions, no navigation integration. Should not be used in poor weather, heavy traffic, or on winding/slippery roads.
Toyota πŸ‡―πŸ‡΅Safety Sense 3.0Feb 2022L2Limitedβœ”Cabin camera, steering torqueMost modelsIncluded1.6Supervision required, highway-only. Poor performance in night/sunlight conditions.
Volkswagen πŸ‡©πŸ‡ͺTravel AssistJun 2020L2Limitedβœ”Steering torqueMost models$1,000-$2,0001.6Supervision required, no navigation. Decent performance in night/sunlight conditions.
Volvo πŸ‡ΈπŸ‡ͺπŸ‡¨πŸ‡³Pilot AssistApr 2016L2Limitedβœ”Steering torqueMost models$1,500-$2,5001.6Supervision required, highway only. Poor performance in night/sunlight conditions.
Stellantis πŸ‡³πŸ‡±πŸ‡¨πŸ‡¦Hands-Free Active Driving AssistJun 2023L2Limitedβœ”Steering torqueHigh-end Jeep, Chrysler$2,000-$3,0001.6Supervision required, highway-only, no navigation. Decent performance in night/sunlight conditions.
Audi πŸ‡©πŸ‡ͺTraffic Jam AssistSep 2017L2Limitedβœ”Steering torque, significant input required<37 mphHigh-end models$2,000-$3,5001.6Supervision required. Decent performance in night/sunlight conditions.
BMW πŸ‡©πŸ‡ͺPersonal Pilot L3Mar 2024L3Limitedβœ”Unsupervised, ready to take over within seconds if prompted<37 mphSpecific 7 Series models$6,0002.1Available only in Germany. Pre-approved motorways only, specific conditions: clear lane markings, moderate to heavy traffic, up to 37 mph. Single-lane operation. Struggles/limited in heavy rain or adverse conditions. Restricted in tunnels or areas without enough lighting. Relies on 5G connectivity and HD maps. Excludes electric 7 Series models.
πŸ“ˆ How the Capability Score Is Calculated

The Capability Score (0-10) is my personal opinion on ranking advanced driver assistance systems (ADAS) & autonomous systems based on their real-world driving capabilities, emphasizing self-driving features over basic cruise control functions. No system achieves a perfect 10, as even the most advanced require supervision or face limitations. The score is calculated by assigning weights to key categories, reflecting their importance in autonomous driving.

Note: This scoring system reflects current capabilities as of April 2025. These systems are improving exponentially, with many manufacturers making significant advances in their technology. As capabilities evolve, this scoring system will need to be revaluated to maintain its relevance in comparing different systems.

Categories and Weights

  1. City/Urban Navigation (45%)
    • Measures ability to navigate complex urban environments including intersections, pedestrians, traffic lights, stop signs, and complex scenarios
    • Scoring: Full capability (βœ”) = 4.5, Limited = 2.25, Absent = 0
    • Why Important: Urban driving represents the most challenging environment for autonomous systems
  2. Highway + Navigation Autonomy (25%)
    • Assesses highway navigation, automatic lane changes without input, and route planning without requiring pre-mapped roads
    • Scoring: Full capability (βœ”) = 2.5, Limited = 1.5, Partial = 0.75, Absent = 0
    • Why Important: Shows ability to handle high-speed environments and complex navigation decisions to make it to the destination promptly
  3. Point-to-Point Autonomy (20%)
    • Measures complete journey automation, including unparking, reversing out of a spot/garage/driveway, navigation through streets and parking structures (including underground lots), and parking at the final destination
    • Scoring: Full capability (βœ”) = 2.0, Limited = 1.0, Absent = 0
    • Why Important: Demonstrates true autonomous capability
  4. Driver Monitoring (5%)
    • Evaluates level of supervision required and monitoring system sophistication
    • Scoring: Unsupervised = 0.5, Minimal input (camera based monitoring) = 0.2, Hands input ocasionally required = 0.1, Heavy supervision = 0
    • Why Important: Indicates system reliability and true autonomy level
  5. Reverse Capability (2.5%)
    • Measures ability to handle reverse navigation, multi-point turns, and complex parking maneuvers
    • Scoring: Full capability (βœ”) = 0.25, Limited = 0.125, Absent = 0
    • Why Important: Essential for complete autonomous operation in all scenarios
  6. Extra Credit Factors
    • No Geofencing/Road Restrictions (+0.25): System can be enabled and work on any road without geographic limitations
    • End-to-End Neural Network (+0.15 full, +0.075 limited): System uses unified neural networks from perception to control. Limited score for partial implementation or different approach.
    • Safety Features Included Standard (+0.1): Comprehensive safety package including emergency braking, collision avoidance, and advanced monitoring.

Maximum Base Score: 9.75 (City/Urban: 4.5 + Highway: 2.5 + Point-to-Point: 2.0 + Driver Monitoring: 0.5 + Reverse: 0.25)

Maximum Extra Credit: 0.5 (No Geofencing: 0.25 + Neural Network: 0.15 + Safety: 0.1)

Maximum Total Score: 10.25

Note: Users should be aware of potential regional variations in system capabilities and the subjective nature of this capability score. Different regions may have different regulatory environments and feature availability. This comparison provides a reliable overview for understanding autonomous driving technologies but may not capture all nuances of each system.

Calculation Example

For Tesla FSD v13:

  • City/Urban Navigation: βœ” = 4.5
  • Highway + Navigation Autonomy: βœ” = 2.5
  • Point-to-Point Autonomy: βœ” = 2.0
  • Driver Monitoring: High credit = 0.2
  • Reverse Capability: βœ” = 0.25
  • Extra Credit – No Geofencing: βœ” = 0.25
  • Extra Credit – End-to-End Neural Network: βœ” = 0.15
  • Extra Credit – Safety Features: βœ” = 0.1
  • Total: 4.5 + 2.5 + 2.0 + 0.2 + 0.25 + 0.25 + 0.15 + 0.1 = 9.95

For Waymo Driver:

  • City/Urban Navigation: βœ” = 4.5
  • Highway + Navigation Autonomy: βœ— = 0
  • Point-to-Point Autonomy: Limited = 1.0
  • Driver Monitoring: Full credit = 0.5
  • Reverse Capability: Limited = 0.125
  • Extra Credit – No Geofencing: βœ— = 0
  • Extra Credit – End-to-End Neural Network: Limited = 0.075
  • Extra Credit – Safety Features: βœ” = 0.1
  • Total: 4.5 + 0 + 1.0 + 0.5 + 0.125 + 0 + 0.075 + 0.1 = 6.3

Why This Scoring?

  • Self-Driving Focus: High weight for City/Urban Navigation (45%) rewards systems that handle complex scenarios.
  • Navigation Emphasis: Highway + Navigation Autonomy (25%) recognizes systems that combine highway driving and navigation, and are not just single lane cruise control.
  • End-to-End Capability: Point-to-Point Autonomy (20%) values complete journey automation.
  • Driver Monitoring: Split between base (5%) and extra credit (5%) to recognize truly autonomous systems.
  • Extra Credit Factors: Rewards systems without geographic limitations, advanced neural networks, and comprehensive safety features.

Verified April 2025 via manufacturer data, user reports. Prices approximate. Waymo’s L4 is robotaxi-only, not consumer ADAS. Night/sunlight reflects sensor performance in glare/low-light.

Note: FSD v12.6 is a scaled down version of v13 to fit HW3’s compute limits. It’s expected HW3 will soon be receiving a major update getting these additional features HW4 has had, but this is unconfirmed and HW3 vehicles may need to receive hardware upgrades to achieve full functionality.

This comparison may be missing some limitations or features but is mostly accurate. To note, FSD’s end-to-end neural network system with vision-based approach allows it to match the expectation of human drivers which is the key factor that sets it apart from competing systems and makes the ride much more predictable and comfortable.

Important Note: When a system is marked as “Included” in the price, it doesn’t mean it’s freeβ€”it’s often bundled into higher trims, raising the overall vehicle cost. In contrast, Tesla includes the hardware for Full Self-Driving in every vehicle, and Autopilot comes standard. Unlocking the full FSD capability only requires a software upgrade, not a higher trim level.

βœ… The Truth

  • Tesla FSD handles both highway and urban point-to-point trips, including unparking and parking.
  • It processes traffic lights, intersections, merges, pedestrians, and even unpaved roads.
  • It improves often via OTA updates, no dealership visits for new software needed.
  • It operates freely across environmentsβ€”no geo-fencing or premapped roads required.
  • It works nationwide today for hundreds of thousands of owners.
  • While unverified, FSD’s 3.8 billion miles driven & Autopilot’s 10+ billion miles driven by April 2025 likely exceeds the combined mileage of all other ADAS systems in America, and this gap is growing exponentially.
  • FSD today puts Tesla at least a decade ahead of most rivals in terms of real-world autonomous functionality. With rapid iteration and neural net training, the lead isn’t just significantβ€”it’s accelerating.
  • Tesla’s vision-based architecture enables its systems to see and respond to the world like humans do, giving it a fundamental advantage in adaptability.

Tesla’s FSD is the game-changer. No other consumer ADAS comes close to its versatility or capability. Most competitorsβ€”like GM’s Super Cruise, Ford’s BlueCruise, or Rivian’s Highway Assistβ€”are most comparable to Tesla’s base Autopilot, which has been standard in all Teslas since 2015, and does not require additional hardware. These systems offer adaptive/smart cruise control and lane-centering but are incapable of following basic navigation, operating in cities, stopping for traffic lights, or driving around in parking lots. They are for straight highway lines and traffic. Even systems like Mercedes’ Drive Pilot, touted as “true Level 3 autonomy,” are limited to specific highways and low speeds, requiring perfect conditions. Waymo’s robotaxis operate in small geofenced zones, and do not yet work on highways. Chinese systems like Xpeng’s NGP show promise but are confined to China and lack FSD’s robustness across environments. No automaker matches FSD’s end-to-end neural network and vision-based approach, which navigates from your driveway to your destination no matter the distance with minimal or no intervention. While supervision is still required and rare errors occur, FSD isn’t just aheadβ€”it’s redefining what autonomy actually means.

Warning to consumers: Don’t be fooled by SAE levels or marketing claims. They do not tell the full story. Real capabilityβ€”measured across different environments matters more than classification. Tesla’s FSD has no restrictive operational design domain. Always verify claims with independent testing and real user experiences.

Found an inaccuracy or missing feature? This comparison is based on capabilities available as of April 17th, 2025. Future planned or advertised features are not considered.

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