DrivingBench: leaderboard

Frontier LLMs drive a real 2022 Toyota Corolla through a 127 m parking-lot cone course, steering and braking through a comma four and openpilot from their own agent harness at medium effort. Up to three attempts in one chat; progress is the share of the course centerline reached while staying within 4 m of it.

Source: drivingbench.com.

Interactive version: theaggregate.ai/benchmark?slug=drivingbench · How It Works · Data refreshed daily, snapshot 2026-09-25.