Tesla Autopilot
Ranked 4 of 9 driver assistance systems by recommenders
Lane keeping and adaptive cruise on highways that many drivers say cuts fatigue and crash risk; critics point to fatal crashes and the need for constant attention.
Lane keeping and adaptive cruise on highways that many drivers say cuts fatigue and crash risk; critics point to fatal crashes and the need for constant attention.
175 people gave an opinion
- recommend it
- 27
- criticize it
- 148
- approval share
- 15%
Recommended in 8 of 13 months
- November 2025: recommended
- December 2025: recommended
- January 2026: recommended
- February 2026: recommended
- March 2026: not recommended
- April 2026: recommended
- May 2026: recommended
- June 2026: recommended
- July 2026: not recommended
- August 2026: not recommended
- September 2026: recommended
- October 2026: not recommended
- November 2026: not recommended (month in progress)
Owned for 2 years
Median of the 3 owners who said how long they have had it.
Each square is one year.
Why it doesn’t carry the badge
- 27 people recommend itNeeds 10 or more, met.
- 0.1 recommenders for every criticNeeds 2 to 1 or better, not met.
- Recommended in 8 of 13 monthsNeeds 4 or more, met.
The same three rules apply to every product, and the badge can’t be bought. How the badge works
What people say about it
The reasons people give, with the number of comments that give each one. Open a reason to read what they said.
Why people recommend it
Each mark is one comment
Reduces fatigue and cognitive load
“the reduction in cognitive load and mental fatigue as a result of these aids is amazing”
Comment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee” “These things actually augment my driving and reduce cognitive strain while driving”
Comment from 20 Nov 2025 in “Tesla Robotaxi had 3 more crashes, now 7 total” “saves a lot of cognitive work, still needs close of my 100% attention”
Comment from 23 Feb 2026 in “Sub-$200 Lidar Could Reshuffle Auto Sensor Economics” Safety record and crash prevention
“Tesla recorded one crash for every 6.69 million miles with Autopilot, compared to 1.26 million miles without it”
Comment from 21 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash” “by all accounts an impressive piece of tech, and the stats about accident prevention are pretty convincing”
Comment from 15 Nov 2025 in “6B Miles Driven” “There's legit dashcam video showing Autopilot preventing severe crashes.”
Comment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash” - Comment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”
- Comment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”
Works well on highways
“Autopilot was good enough to cover highway driving”
Comment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee” “a lane keeping solution that worked extremely well”
Comment from 4 Feb 2026 in “I Miss Thinking Hard” “it worked really well on highways”
Comment from 30 Sep 2026 on Hacker News Seen as industry-leading autonomy
“the cars his company makes are way, way, way ahead on this particular feature”
Comment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee” “Tesla autopilot is the best”
Comment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”
What people warn about
Each mark is one comment
Linked to fatal crashes
“Tesla's autopilot stuff (or perhaps vehicle design) is causing a ton of accidents, regardless of whether it's being operated locally by customers or remotely by professionals.”
Comment from 30 Jan 2026 in “Tesla's Robotaxi data confirms crash rate 3x worse than humans even with monitor” “One of the first high-profile Tesla fatalities was on a highway, where the vehicle misunderstood a left exit and crashed into a concrete barrier.”
Comment from 12 Nov 2025 in “Waymo robotaxis are now giving rides on freeways in LA, SF and Phoenix” “His autopilot has killed several people, sometimes the owner of the car, sometimes other drivers sharing the road.”
Comment from 12 Feb 2026 in “Beginning autonomous operations with the 6th-generation Waymo Driver” - Comment from 21 Jun 2026 in “Tesla allegedly in autopilot mode crashes into Texas house, woman killed”
Misleading name, needs constant attention
“If you have to keep your full attention on the road at all times and constantly look out for the 10% case where the autopilot may spectacularly fail, it instantly turns off the vast majority of prospective users.”
Comment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash” “people accused Tesla of naming “autopilot” misleadingly, because it gave them the impression of fully unattended self-driving”
Comment from 20 Feb 2026 in “Single vaccine could protect against all coughs, colds and flus” “it's tough messaging for sure, especially putting these powertools into peoples hands with no formal training required”
Comment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash” Stuck at Level 2 automation
“They've been stuck at L2 for a decade now, and I don't see much reason to think that making that system incrementally more reliable will ever "unlock" L4.”
Comment from 22 Apr 2026 in “SpaceX and Cursor partnership. Right to acquire Cursor later this year” “What Tesla failed at was putting their heads in the clouds and hoping something awesome would eventually pop out the other end.”
Comment from 24 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee” “Autopilot uses an entirely different, hand coded system from several years ago, which they haven't updated at all”
Comment from 31 Jan 2026 in “Lemonade Autonomous Car Insurance (With Tesla FSD Discount)” Charging subscription for standard features
“charging for functionality that several manufacturers offer for past several years sounds like desperation to get any revenue”
Comment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee” “They are taking away a standard feature for most modern cars as a sad way to push more people into their shitty CaaS model.”
Comment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”
Other driver assistance systems people recommend
The four most recommended other driver assistance systems, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.
| Product | Recommend | Criticize | Approval | Months | Owned | Badge |
|---|---|---|---|---|---|---|
| Tesla Full Self-Driving (FSD) | 268 | 618 | 30% | 12 | 3 yrs32 owners | — |
| Tesla FSD | 73 | 88 | 45% | 12 | 2 yrs4 owners | — |
| comma.ai openpilot | 34 | 10 | 77% | 9 | — | Approved |
| Tesla AutopilotThis page | 27 | 148 | 15% | 8 | 2 yrs3 owners | — |
| comma.ai comma device | 24 | 4 | 86% | 11 | — | Approved |
What people said
40 of the 209 comments that mention it, newest first. Each links to the original comment.
“it worked really well on highways”
“flaws in Tesla's self-driving software were partly to blame for a crash that killed a 22-year-old woman in 2019”
“As a user of the system that’s worked it all out”
“It is indeed known to have issues at railway crossings”
“I’ve seen it very confidently and correctly navigate rural unmarked roads”
“I owned a Tesla in Sweden for 2 years and had perhaps 3 ghost break events total.”
“I can’t recall anytime either Autopilot or FSD put me in danger though.”
“They've been stuck at L2 for a decade now, and I don't see much reason to think that making that system incrementally more reliable will ever "unlock" L4.”
“It's lane keep with adaptive cruise control.”
“saves a lot of cognitive work, still needs close of my 100% attention”
“Tesla recorded one crash for every 6.69 million miles with Autopilot, compared to 1.26 million miles without it”
“If you have to keep your full attention on the road at all times and constantly look out for the 10% case where the autopilot may spectacularly fail, it instantly turns off the vast majority of prospective users.”
“it's tough messaging for sure, especially putting these powertools into peoples hands with no formal training required”
“this is literally one of 1-3 companies who have a decent strategy in the age of AI”
“There's legit dashcam video showing Autopilot preventing severe crashes.”
“the autopilot is safer than human pilots”
“Consider also how many lives have been saved by the autopilot.”
“people accused Tesla of naming “autopilot” misleadingly, because it gave them the impression of fully unattended self-driving”
“they have very good guardrails to prevent you that”
“His autopilot has killed several people, sometimes the owner of the car, sometimes other drivers sharing the road.”
“a lane keeping solution that worked extremely well”
“Autopilot uses an entirely different, hand coded system from several years ago, which they haven't updated at all”
“Tesla's autopilot stuff (or perhaps vehicle design) is causing a ton of accidents, regardless of whether it's being operated locally by customers or remotely by professionals.”
“AP is definitely the exception and would safely stop you”
“What Tesla failed at was putting their heads in the clouds and hoping something awesome would eventually pop out the other end.”
“Tesla's consumer vehicle autonomy features are ahead in some ways but way behind GM and Mercedes-Benz in others”
“the cars his company makes are way, way, way ahead on this particular feature”
“the reduction in cognitive load and mental fatigue as a result of these aids is amazing”
“Autopilot was good enough to cover highway driving”
“sometimes the routing is weird and I want to override that”
“Tesla autopilot is the best”
“charging for functionality that several manufacturers offer for past several years sounds like desperation to get any revenue”
“They are taking away a standard feature for most modern cars as a sad way to push more people into their shitty CaaS model.”
“The basic autopilot is very useful.”
“literally doesnt drive anymore since I just use autopilot”
“It's definitely nice, but not full self driving.”
“These things actually augment my driving and reduce cognitive strain while driving”
“by all accounts an impressive piece of tech, and the stats about accident prevention are pretty convincing”
“One of the first high-profile Tesla fatalities was on a highway, where the vehicle misunderstood a left exit and crashed into a concrete barrier.”
“It made my cross-country trips so much more enjoyable.”
Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.