INDUSTRY
Autonomous Vehicles
The car that looks safe isn't always safe. We catch the gap. Self-driving systems make life-or-death decisions based on sensor fusion. When a camera is dirty, when LiDAR is obstructed, when GPS drifts — the system doesn't know until it's too late. And the most dangerous failure? When the model is confident but the inputs are degraded.
THE PROBLEM
Confident but Degraded
- ▸Sensor degradation — dirty cameras, obstructed LiDAR, drifting GPS — goes undetected until the system makes a wrong decision
- ▸The most dangerous failure mode is high model confidence paired with low input quality
- ▸No real-time check comparing what the model believes versus what the sensors actually provide
- ▸Regulatory investigations lack tamper-proof telemetry records showing what the vehicle perceived
WHAT WE OFFER
Confidence-Gap Aware Autonomy
- ▸GapGuard — sensor degradation detection before failure, monitoring camera, LiDAR, radar, and GPS quality in real time
- ▸Safety Gateway — confidence-gap check: QUARANTINE when model confidence exceeds input quality, preventing degraded decisions from reaching actuation
- ▸Guidance System — trajectory verification via kinematic consistency, catching outputs that don't match physical plausibility
- ▸ProofCarry — tamper-proof telemetry for NHTSA/UNECE compliance, creating legally defensible records of every driving decision
Autonomy Metrics
HOW IT WORKS
From Sensor to Actuation — Verified at Every Step
GapGuard monitors every sensor in the perception stack, applying signal analysis that detects degradation before it causes misclassification. Safety Gateway sits between perception and actuation — when model confidence exceeds the quality of its inputs, the system quarantines the decision and triggers fallback behavior. Guidance System verifies planned trajectories against kinematic constraints, catching outputs that are physically impossible. ProofCarry records every sensor reading, every confidence score, and every decision in a tamper-proof chain that satisfies regulatory requirements.