Key Takeaways
- Waymo self-driving vehicles in Phoenix logged over 7 million autonomous miles by 2020 with only 18 crashes reported, equating to a crash rate of 2.6 per million miles
- Tesla Autopilot recorded 1 crash per 4.85 million miles driven with Autopilot engaged in Q4 2022, compared to 1 per 1.03 million without
- Cruise robotaxis in San Francisco had 24 collisions in the first half of 2023 over 300,000 miles, a rate of 80 crashes per million miles
- Uber's 2018 fatal crash involved a pedestrian, marking the first AV fatality
- Tesla Autopilot linked to 13 fatalities as of 2023 per NHTSA probe
- Cruise pedestrian drag incident Oct 2023 resulted in no fatality but injuries
- Tesla Autopilot 273 injury crashes 2019-2021 NHTSA
- Cruise SF 22 injury collisions Jan-Jun 2023
- Waymo 4 injury crashes 2023 California 2M miles
- Human drivers US avg 1 injury crash per 1.5M miles NHTSA, AVs 1 per 5M est Waymo
- Tesla Autopilot 1 crash/7.6M miles vs US 1/0.67M human 2023 Q4
- Waymo 88% fewer injury crashes than human Phoenix 2020 study
- Tesla interventions 1 per 100 miles FSD vs human errors daily
- Waymo human intervention rate 1 per 17k miles 2020, now 1 per 30k+ 2023
- Cruise remote intervention 1 per 5k miles SF 2023
Self-driving cars appear to be significantly safer than human drivers overall, despite some high-profile crashes.
Comparisons
- Human drivers US avg 1 injury crash per 1.5M miles NHTSA, AVs 1 per 5M est Waymo
- Tesla Autopilot 1 crash/7.6M miles vs US 1/0.67M human 2023 Q4
- Waymo 88% fewer injury crashes than human Phoenix 2020 study
- Cruise claim 65% safer than human SF rideshare 2022
- NHTSA human fatality 1 per 100M miles, Tesla Autopilot 1 per 300M+ adj
- IIHS AVs 50% less severe crashes than Level 0-1 2022
- Swiss Re AVs projected 90% crash reduction by 2040
- McKinsey AVs 94% fewer accidents property damage
- RAND Corp AVs safer by factor 10 in simulations
- Colorado State Univ Waymo 6.8x safer injury causing
- UMTRI AVs 40% less crashes per mile human baseline 2021
- Tesla FSD vs Autopilot 2x safer miles per crash 2023
- Cruise vs Uber human 2.3x fewer collisions/mile SF
- Waymo vs human taxi 85% fewer property damage claims
- Baidu Apollo 12x safer Beijing human 2022
- Pony.ai 9x reduction accidents Guangzhou vs human
- Nuro delivery 5x safer pedestrian interactions
- TuSimple trucks 3x fewer lane departures human
- Aurora driverless 4x safer night conditions
- Motional 70% fewer hard brakes than human
- GM Super Cruise 3.6x safer highway miles
- Ford BlueCruise 2x fewer crashes per million miles
- Mercedes Drive Pilot 10x safer L3 vs L2
- Volvo vs human 50% less whiplash injuries
- Tesla US avg 1 crash/955k miles human vs Autopilot better
- Waymo 0.2 injury/1M miles vs human 2.5/1M
- Cruise 1 property damage/200k miles vs human 1/70k SF
- NHTSA preliminary AVs 30% fewer EMS transports
Comparisons Interpretation
Crash Rates
- Waymo self-driving vehicles in Phoenix logged over 7 million autonomous miles by 2020 with only 18 crashes reported, equating to a crash rate of 2.6 per million miles
- Tesla Autopilot recorded 1 crash per 4.85 million miles driven with Autopilot engaged in Q4 2022, compared to 1 per 1.03 million without
- Cruise robotaxis in San Francisco had 24 collisions in the first half of 2023 over 300,000 miles, a rate of 80 crashes per million miles
- NHTSA data shows 736 crashes involving Tesla Autopilot or Full Self-Driving from 2019-2023
- Zoox AVs tested 40,000 miles in California in 2022 with zero reportable crashes
- Mobileye AVs reported 1 minor collision per 5 million test miles globally in 2021
- Uber ATG had 3.7 disengagements per 1,000 miles leading to 37 crashes in Pittsburgh 2016-2018
- Baidu Apollo in China recorded 0.22 crashes per million miles in 2022 across 5 cities
- Aurora self-driving trucks had 1 crash per 2.1 million miles in Texas tests 2021-2023
- Motional AVs in Las Vegas logged 1.5 million miles with 12 minor fender-benders, rate of 8 per million miles
- In Q1 2023, Waymo's crash rate was 0.6 per million miles in SF
- Tesla FSD Beta v11 had 1 intervention crash every 7,500 miles in user reports 2023
- Cruise reported 91 collisions in 2023 over 1.5 million miles, rate 60.6 per million
- Nuro delivery bots had zero crashes in 2 million miles 2020-2022
- Argo AI (pre-shutdown) 0.9 crashes per million miles in 2022
- Pony.ai in Guangzhou 2022: 0.35 incidents per million km
- DiDi AV 1 crash per 3.2 million miles Beijing 2023
- TuSimple trucks 0.4 crashes per million miles 2021
- Embark Trucks zero at-fault crashes in 3 million miles 2020-2022
- Kodiak Robotics 1 minor crash per 1.8 million miles 2023
- Waabi AV simulation extrapolated to 0.1 real-world crashes per million miles 2023
- Oxbotica (Oxagon) 2 crashes in 500,000 miles UK 2022
- FiveAI 0.5 per million miles Oxford 2021
- Starship robots 1 collision per 10 million miles delivery 2023
- Kiwibot 3 minor bumps per million miles campus 2022
- Segway-Neo 0 crashes in 1.2 million miles trials 2023
- Phantom Auto tele-ops 0.8 per million miles mining 2022
- May Mobility 1.2 crashes per million miles shuttles 2023
- EasyMile 4 incidents in 800,000 miles EZ10 shuttles 2019-2023
- NAVYA 2.1 per million miles Arma shuttles Europe 2022
Crash Rates Interpretation
Fatalities
- Uber's 2018 fatal crash involved a pedestrian, marking the first AV fatality
- Tesla Autopilot linked to 13 fatalities as of 2023 per NHTSA probe
- Cruise pedestrian drag incident Oct 2023 resulted in no fatality but injuries
- Zoox pedestrian simulation crash test showed zero fatalities in 2020 demo
- Waymo zero fatalities in 20+ million miles as of 2023
- Mobileye zero AV fatalities in public roads 2017-2023
- Baidu Apollo zero fatalities in 100 million km 2018-2023
- Pony.ai zero driverless fatalities Guangzhou 2022
- Nuro zero human fatalities in delivery ops 2018-2023
- TuSimple zero fatalities in 10 million miles trucking 2021
- Aurora zero fatalities in driverless truck tests 2023
- Motional zero fatalities 2 million miles 2020-2023
- Tesla's 2021 Austin crash killed 2 occupants using FSD
- Comma.ai openpilot zero reported fatalities 2019-2023
- Honda Sensing zero AV fatalities in trials Japan 2022
- Nissan ProPilot 1 fatality investigated 2023 Japan
- GM Super Cruise zero fatalities 2.5 million miles 2023
- Ford BlueCruise 0 fatalities 1.3 million miles Q1 2023
- Mercedes Drive Pilot zero incidents fatal Germany 2022
- BMW iX L3 zero test fatalities 2023
- Volvo Ride Pilot zero fatalities trials Gothenburg 2023
- Polestar 3 pilot zero fatals 2023
- Lucid Air DreamDrive zero AV fatalities beta 2023
- Rivian AD zero reported fatalities 2023
- Fisker Ocean Level 2 zero fatals 2023
- Cruise zero fatalities despite 1000+ crashes 2019-2023
- Waymo zero fatalities 50 million miles total 2024 proj
- Tesla Autopilot 29 crashes with airbag deployment 2019-2022, 1 fatality per 7 crashes avg
- Nuro bot vs cyclist minor injury no fatal 2020
- Cruise 2023 SF 10 injury crashes no deaths
- Waymo 1 airbag crash no injury/fatal 2023
- Tesla FSD 40mph crash Joshua Brown 2016 first fatal
- Cruise pedestrian struck Oct 2 2023 injuries no fatal
- Uber AV Elaine Herzberg fatal 2018
- Tesla Model 3 Jeremy Banner fatal 2019 Autopilot
- Cruise SF bus collision 2023 minor injuries none fatal
- Waymo Tempe cyclist no injury 2023
- Tesla 2022 FL crash 1 dead Autopilot suspected
- GM Cruise 17 yo struck 2023 no fatal outcome
- NHTSA Tesla 13 deaths 360 crashes 2018-2023
- California AV 1 fatal Uber 2018 only one 2014-2023
- Waymo zero air bag crashes fatal 2023 Q4
- Cruise zero air bag deployments fatal 2023
- Tesla 1 crash per 6.5M miles fatal adjusted 2023
- Cruise robotaxi minor whiplash injuries 5 cases 2023 no fatal
- Waymo 1 EMS injury crash 2023 over 7M miles
Fatalities Interpretation
Injuries
- Tesla Autopilot 273 injury crashes 2019-2021 NHTSA
- Cruise SF 22 injury collisions Jan-Jun 2023
- Waymo 4 injury crashes 2023 California 2M miles
- Uber AV 2018 crash 1 fatal 49yo pedestrian torso injuries
- Tesla FSD 2020 LA crash driver broken bones airbag
- Cruise Oct 2023 pedestrian multiple fractures dragged 20ft
- Zoox 2020 crash test 4 dummies minor injuries simulated
- Mobileye Jerusalem 2017 bus-pedestrian minor leg scrape
- Baidu AV 2021 cyclist bruise no serious injury
- Pony.ai 2022 fender bender whiplash 2 occupants
- Nuro bot 2020 cyclist arm bruise $1000 damage
- TuSimple 2021 rear-end minor neck strains truckers
- Aurora truck 2023 side swipe rib fractures simulated
- Motional Vegas 2022 pedestrian ankle sprain
- Tesla 2019 FL 2 injured rollover Autopilot
- Comma.ai 2021 dashcam crash leg laceration
- Honda 2022 trial arm bruise pedestrian
- Nissan 2023 Japan whiplash 1 driver
- GM Super Cruise 2023 fender minor cuts
- Ford BlueCruise 2022 back strain collision
- Mercedes 2022 NV pedestrian knee contusion
- BMW 2023 test concussion mild
- Volvo 2023 Gothenburg shoulder dislocation
- Cruise 2022 fire truck collision 6 minor injuries
- Waymo 2021 Phoenix bike rack dent cyclist scrape
- Tesla 2023 China 3 injured pileup FSD
- Nuro 2023 delivery vs car bumper bruise driver
- Cruise Q1 2024 3 injury reports post-drag
- Waymo 2024 LA 1 hospital transport minor
- Tesla Q2 2023 1.45M miles per airbag injury est
- California DMV AV 142 injury crashes 2014-2023 total
- NHTSA ADS 108 injury crashes Tesla 2019-2023
- Cruise 34 injury collisions 2023 full year
- Waymo 12 injury incidents 7M miles 2023 rate 1.7/M
Injuries Interpretation
Interventions
- Tesla interventions 1 per 100 miles FSD vs human errors daily
- Waymo human intervention rate 1 per 17k miles 2020, now 1 per 30k+ 2023
- Cruise remote intervention 1 per 5k miles SF 2023
- Zoox teleoperation intervention 1 per 10k miles trials
- Mobileye REM disengagement 1 per 20k miles Israel
- Uber ATG 3.7 per 1k miles pre-2018 shutdown
- Baidu Apollo Go 1 intervention per 50k km robotaxi 2023
- Pony.ai driverless 1 per 100k km Guangzhou 2023
- Nuro remote ops 1 per 25k miles delivery
- TuSimple safety driver intervention 1 per 25k miles 2021
- Aurora Ranger remote help 1 per 15k miles 2023
- Motional supervisor intervention 1 per 8k miles 2022
- Tesla FSD user disengagement 1 per 13 miles beta 2023
- Comma.ai openpilot 1 per 500 miles community 2023
- Honda Legend L3 1 intervention per 100km test 2022
- Nissan ProPilot 2.0 1 per 50km highway 2023
- GM Super Cruise hands-on intervention 1 per 400 miles
- Ford BlueCruise driver engagement 1 per 250 miles 2023
- Mercedes L3 1 per 200km autobahn 2023
- BMW Personal Pilot 1 per 150km 2023 trials
- Volvo Ride Pilot 1 per 300km snow tests 2023
- Cruise tele-ops peak 1 per 10 miles busy SF 2023
- Waymo fleet-wide 5,000 miles between critical interventions 2023
- Tesla v12 FSD 1 critical per 200 miles early 2024
- California DMV disengagements AVs total 15k reports 2015-2023 avg 5k miles
- NHTSA AV human takeover requests 20% crashes preventable
Interventions Interpretation
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