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Autopilot kept Teslas centered for miles in CR's first ranking

In Consumer Reports' first ranking of four driving automation systems, in 2018, Tesla's Autopilot scored 4 of 5 for capability and performance, the top score. It ranked second in total.

  • Not rated a person

    Drivers stand to gain from steady lane centering, but Consumer Reports rated behavior in tests and reports no crash outcome.

Depth runs from 1, a convenience or time saved, to 5, a life or a livelihood preserved.

Status
Reported benefit.
Evidence

found, the grade of this recordstudiedreportedclaimed

An independent assessment report supports the benefit.

Compared with

Nissan's ProPilot Assist and Volvo's Pilot Assist in the same Consumer Reports tests. Measured.

The system’s part
Not isolated. Consumer Reports compared Autopilot with three other systems and ran no test without a system. It writes that such systems use cameras, radar and other sensors, but it does not describe Autopilot's software. Tesla wrote in October 2016 that all its new cars, the Model 3 included, would run a Tesla-developed neural net for vision, sonar and radar processing. A neural net is a model trained on data. Consumer Reports does not say which hardware its Model X and Model S carried.
Later
Persisted, 28 October 2020. In its 2020 tests of 17 systems, Consumer Reports saw minor improvements in Tesla's lane keeping, and Autopilot again had the top score for capability and performance.
Not yet checked
LimitsCosts and harmsLearns from data
Benefit type
Increased Product Safety
System
Autopilot, as fitted to the Tesla Model X, Model S and Model 3 (2018)
Made by
Tesla
Used by
Tesla (fitted to the Model X, Model S and Model 3)
Where
Connecticut, United States
Stage
In routine use
Date
, when the source was published
Kind
Aggregate result
Broad benefit
Operating Vehicles, Mechanized Devices, or Equipment, Identifying Objects, Actions, and Events
Collections
Scrutiny and findings
Last revised
1 November 2026

Sources

  1. Assessment report, by authors with no tie to the system.

    Patrick Olsen, Consumer Reports. Cadillac Tops Tesla in Consumer Reports' First Ranking of Automated Driving Systems. 4 October 2018, ranking table, Autopilot entry. Ratings from tests by Consumer Reports of four systems on its track and on Connecticut freeways, September 2018.

    Autopilot performed well and is easiest to use in stop-and-go traffic.
  2. Press release, by the makers. Context or contrary evidence.

    Tesla. All Tesla Cars Being Produced Now Have Full Self-Driving Hardware. Tesla blog, 19 October 2016, archived copy of 18 October 2020. Cited for the neural net that Tesla's onboard computer runs for vision processing.

    To make sense of all of this data, a new onboard computer with more than 40 times the computing power of the previous generation runs the new Tesla-developed neural net for vision, sonar and radar processing software.

Details

AI system

Workflow

Consumer Reports ran the same tests on all four systems on its track and on Connecticut freeways. Testers drove the cars several times over the same route, both as the leading and as the following vehicle. The evaluation covered the systems as they worked in September 2018.

Follow-up

Conditions for replication

The driver stays engaged, since Autopilot waited 24 seconds before warning the driver to respond. The road suits the system, since Autopilot operated erratically on small, curvy roads with poor lane markings. Over-the-air updates may change how the system behaves after the tests.

Entry details

Sector

Road vehicle crash avoidance / assisted driving.

Purpose

Tesla built Autopilot to hold a set speed and following distance and to steer the car within its lane while the driver supervises.

31 more questions not yet checked

model, release, provider, role, configuration, inputs and outputs, autonomy, human oversight, AI contribution, beneficiaries, reach, distribution and access, duration, every measurement question, every money question, ownership and control, dependencies, cross-border connections, geopolitical implications, replication attempts, availability, institutional decision, grounds, action and result, success criterion, every evidence question, observed or intended, alternative assessments, related entries, other identifiers, category mappings.

Cite this record

Peter H. Vartanian. (2026). Autopilot kept Teslas centered for miles in CR's first ranking (AIBD-1105). Artificial Intelligence Benefits Database, edition of 1 November 2026. https://petervartanian.xyz/aibd/records/AIBD-1105.html (archived at https://doi.org/10.7910/DVN/AADSII, version 7.0)

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