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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%
Each figure is 2 people. RecommendsCriticizes

Recommended in 8 of 13 months

  1. November 2025: recommended
  2. December 2025: recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: not recommended
  6. April 2026: recommended
  7. May 2026: recommended
  8. June 2026: recommended
  9. July 2026: not recommended
  10. August 2026: not recommended
  11. September 2026: recommended
  12. October 2026: not recommended
  13. 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”
  • 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”
  • 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.

Tesla Autopilot compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Tesla Full Self-Driving (FSD)26861830%123 yrs32 owners—
Tesla FSD738845%122 yrs4 owners—
comma.ai openpilot341077%9—Approved
Tesla AutopilotThis page2714815%82 yrs3 owners—
comma.ai comma device24486%11—Approved
See all 9 driver assistance systems, ranked

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”

RecommendsComment from 30 Sep 2026 on Hacker News

“flaws in Tesla's self-driving software were partly to blame for a crash that killed a 22-year-old woman in 2019”

CriticizesComment from 21 Jun 2026 in “Tesla allegedly in autopilot mode crashes into Texas house, woman killed”

“As a user of the system that’s worked it all out”

RecommendsComment from 21 Jun 2026 in “Tesla allegedly in autopilot mode crashes into Texas house, woman killed”

“It is indeed known to have issues at railway crossings”

MixedComment from 21 Jun 2026 in “Tesla allegedly in autopilot mode crashes into Texas house, woman killed”

“I’ve seen it very confidently and correctly navigate rural unmarked roads”

RecommendsComment from 20 Jun 2026 in “Tesla allegedly in autopilot mode crashes into Texas house, woman killed”

“I owned a Tesla in Sweden for 2 years and had perhaps 3 ghost break events total.”

MixedComment from 9 May 2026 in “Tesla Model Y Passes NHTSA's New 'Advanced Driver Assistance System' Tests”

“I can’t recall anytime either Autopilot or FSD put me in danger though.”

RecommendsComment from 9 May 2026 in “Tesla Model Y Passes NHTSA's New 'Advanced Driver Assistance System' Tests”

“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.”

CriticizesComment from 22 Apr 2026 in “SpaceX and Cursor partnership. Right to acquire Cursor later this year”

“It's lane keep with adaptive cruise control.”

MixedComment from 20 Apr 2026 in “Tesla Hid Fatal Accidents to Continue Testing Autonomous Driving (French)”

“saves a lot of cognitive work, still needs close of my 100% attention”

MixedComment from 23 Feb 2026 in “Sub-$200 Lidar Could Reshuffle Auto Sensor Economics”

“Tesla recorded one crash for every 6.69 million miles with Autopilot, compared to 1.26 million miles without it”

RecommendsComment from 21 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”

“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.”

CriticizesComment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”

“it's tough messaging for sure, especially putting these powertools into peoples hands with no formal training required”

CriticizesComment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”

“this is literally one of 1-3 companies who have a decent strategy in the age of AI”

MixedComment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”

“There's legit dashcam video showing Autopilot preventing severe crashes.”

RecommendsComment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”

“the autopilot is safer than human pilots”

RecommendsComment from 20 Feb 2026 in “Tesla to pay $243M judgement over Autopilot crash”

“Consider also how many lives have been saved by the autopilot.”

RecommendsComment 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”

CriticizesComment from 20 Feb 2026 in “Single vaccine could protect against all coughs, colds and flus”

“they have very good guardrails to prevent you that”

RecommendsComment from 18 Feb 2026 in “Tesla Sales Down 55% UK, 58% Spain, 59% Germany, 81% Netherlands, 93% Norway”

“His autopilot has killed several people, sometimes the owner of the car, sometimes other drivers sharing the road.”

CriticizesComment from 12 Feb 2026 in “Beginning autonomous operations with the 6th-generation Waymo Driver”

“a lane keeping solution that worked extremely well”

RecommendsComment from 4 Feb 2026 in “I Miss Thinking Hard”

“Autopilot uses an entirely different, hand coded system from several years ago, which they haven't updated at all”

CriticizesComment from 31 Jan 2026 in “Lemonade Autonomous Car Insurance (With Tesla FSD Discount)”

“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.”

CriticizesComment from 30 Jan 2026 in “Tesla's Robotaxi data confirms crash rate 3x worse than humans even with monitor”

“AP is definitely the exception and would safely stop you”

RecommendsComment from 24 Jan 2026 in “Open-source self-driving for 325 car models from 27 brands”

“What Tesla failed at was putting their heads in the clouds and hoping something awesome would eventually pop out the other end.”

CriticizesComment from 24 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“Tesla's consumer vehicle autonomy features are ahead in some ways but way behind GM and Mercedes-Benz in others”

MixedComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“the cars his company makes are way, way, way ahead on this particular feature”

RecommendsComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“the reduction in cognitive load and mental fatigue as a result of these aids is amazing”

RecommendsComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“Autopilot was good enough to cover highway driving”

RecommendsComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“sometimes the routing is weird and I want to override that”

MixedComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“Tesla autopilot is the best”

RecommendsComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“charging for functionality that several manufacturers offer for past several years sounds like desperation to get any revenue”

CriticizesComment 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.”

CriticizesComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“The basic autopilot is very useful.”

MixedComment from 23 Jan 2026 in “Tesla kills Autopilot, locks lane-keeping behind $99/month fee”

“literally doesnt drive anymore since I just use autopilot”

RecommendsComment from 2 Jan 2026 in “China's BYD set to overtake Tesla as top EV seller”

“It's definitely nice, but not full self driving.”

RecommendsComment from 30 Nov 2025 in “Electric vehicle sales are booming in South America – without Tesla”

“These things actually augment my driving and reduce cognitive strain while driving”

RecommendsComment from 20 Nov 2025 in “Tesla Robotaxi had 3 more crashes, now 7 total”

“by all accounts an impressive piece of tech, and the stats about accident prevention are pretty convincing”

MixedComment from 15 Nov 2025 in “6B Miles Driven”

“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.”

CriticizesComment from 12 Nov 2025 in “Waymo robotaxis are now giving rides on freeways in LA, SF and Phoenix”

“It made my cross-country trips so much more enjoyable.”

RecommendsComment from 10 Nov 2025 in “When Tesla's FSD works well, it gets credit. When it doesn't, you get blamed”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.