Tesla and Waymo Clash Over Animal Collision Data
Elon Musk has criticized Waymo safety protocols following reports of autonomous vehicles striking pets.
Updated on Oct. 12, 2026 in Artificial Intelligence
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During an October 10, 2026, livestream, Elon Musk criticized Waymo for collisions involving pets, highlighting a divergence in reported performance. Tesla, which operates robotaxis primarily in Austin, maintains that its own systems are specifically tuned to detect low-visibility obstacles like kittens at night.
Why it matters
The public debate centers on the reliability of computer vision systems in complex, real-world urban environments where erratic, small-stature obstacles pose ongoing safety challenges. As companies push toward fully autonomous operation, animal-collision metrics have become a new competitive benchmark for sensor suite efficacy.
NHTSA data from July 2025 to July 2026 shows Waymo reported 9 total animal-involved crashes versus 1 for Tesla. Whether these figures account for proportional exposure across their respective testing footprints remains unaddressed.
The players
Elon Musk
CEO of Tesla, an automotive and energy company developing full self-driving software and robotaxi hardware.
Waymo
An autonomous driving technology subsidiary of Alphabet that develops and operates a fleet of robotaxis in urban markets.
NHTSA
The National Highway Traffic Safety Administration, which mandates safety reporting for autonomous vehicle crashes.
The details
Waymo vehicles utilize a suite of LiDAR—laser-based sensors that map 3D environments—and cameras to detect obstacles under the NHTSA-mandated reporting framework. Tesla aims to improve detection of low-visibility objects, such as roaming pets at night, through a planned software update that optimizes its vision-based neural networks. Tesla robotaxi operations currently focus on the Austin region, which presents different infrastructure and traffic patterns compared to the San Francisco environment where the reported cat collision occurred.
Timeline
October 2025: A Waymo vehicle struck and killed a cat in San Francisco.
July 2025 - July 2026: Reporting period for Waymo and Tesla animal collision data submitted to NHTSA.
October 10, 2026: Elon Musk commented on autonomous vehicle safety during a livestreamed interview.
The Tech Race
This public exchange follows the disclosure requirements set by the NHTSA Standing General Order, which provides the primary industry benchmark for autonomous safety metrics. Companies are now competing to prove that their computer vision stacks can handle edge-case obstacles that go beyond standard pedestrian and vehicle detection.
Tesla owners can expect a future software update intended to enhance pet detection in low-visibility, nighttime conditions. While no timeline for this deployment was provided, the efficacy of this improvement will likely be measured against subsequent industry safety reporting.
The takeaway
The competition between Tesla and Waymo is increasingly defined by granular safety metrics rather than just miles driven. Watch for future NHTSA reporting cycles to see if Tesla's software update results in a measurable change in collision rates for small-stature, low-visibility obstacles.
Further reading
For broader context on how self-driving systems process complex environments, see our Artificial Intelligence coverage.
Source note: This article includes information reported by Business Insider.
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