OTA Architecture

signing · A/B · staged rollout

A good OTA system can fix a recall overnight. A bad one can disable a fleet.

A staged OTA rollout with A/B partitions: updates go to 1%, then 10%, 50% and 100% of the fleet; each device installs the new version to slot B while running slot A, switches over, and can roll back to A. STAGED OTA ROLLOUT WITH A/B PARTITIONS 1% of fleet 10% of fleet 50% of fleet 100% of fleet Slot A running Slot B new version install to B, switch;roll back to A if needed
Tesla recalls via OTA, 2025
98%
Industry OTA share, Q4 2025
~15%
Rollout
Staged
Safety net
A/B rollback
Hub
Systems

Finding

OTA turns a recall into an overnight software push, but only if every update is signed, staged and reversible

Over-the-air updates deliver new software, firmware, settings and AI models to deployed machines. Done well, they turn a recall into an overnight push: Tesla fixed 98% of its 2025 recalls this way. Across the US industry, only about 15-16% of recalled vehicles in Q3 and Q4 2025 could be fixed over the air, and some OTA fixes introduced new faults - a 2025 Mustang Mach-E brake software update had to be recalled itself.

Safe OTA has a standard recipe. Packages are signed and verified by a hardware root of trust. Devices install to an inactive partition (A/B) while running the old version, then switch, with automatic rollback if checks fail. Rollouts go to a small share of the fleet first and expand as telemetry confirms health. Updates are scheduled around use - a vehicle parked and charging, a charger idle - and Europe requires a certified software-update management system (UN R156) for every new vehicle.

Artifacts

What OTA updates

OTA artifacts
ArtifactExampleRisk
Application softwareInfotainment, appsLow
Vehicle functionsCharging logic, thermal, bodyMedium
Safety-relevant firmwareBrakes, steering, BMSHigh; needs validation
AI modelsDriving and perception networksHigh; behavior change
ConfigurationPower limits, tariffsMedium

Sources

Sources and scope

Scope
OTA Architecture
Sources
NHTSA; BizzyCar Q3/Q4 2025 recall reports; Tesla; UNECE R156
Updated
October 2026