INNOVATION LAB
CockpitQual AI
Automotive Software Quality Intelligence
The Problem
Software Defects in Vehicles Cost $500M-$5B Per Recall
Modern vehicles contain over 100 million lines of code, and software defects are now the leading cause of automotive recalls. OTA update failures compound the risk by potentially stranding millions of vehicles simultaneously.
Code Complexity Explosion
Modern vehicles contain 100M+ lines of code across dozens of ECUs, with software defects causing recalls affecting millions of vehicles worldwide.
100M+ lines of code per vehicle
Catastrophic Recall Costs
Software-related recalls cost $500M-$5B per event in warranty claims, service campaigns, and brand damage that erodes consumer trust.
$500M-$5B per recall event
OTA Update Risks
Over-the-air update failures can strand vehicles in the field, creating safety hazards and liability risks that threaten the entire connected vehicle model.
3-5% OTA failure rate in field
Manual Root Cause Analysis
Correlating in-vehicle crash reports with code changes across ECUs is manual and error-prone, taking weeks to identify the responsible software module.
4-6 weeks per root cause investigation
The Solution
Predictive Quality Intelligence for Vehicle Software
CockpitQual AI predicts software defects before they reach vehicles, correlates field telemetry with code changes across millions of connected vehicles, and scores every OTA update for rollout risk before deployment.
Defect Prediction
Predicts software defects before they reach vehicles using code complexity analysis, test coverage gaps, and historical defect patterns across ECU software.
Field Telemetry Intelligence
Correlates in-vehicle crash reports and diagnostic data with code changes to identify root causes across millions of connected vehicles.
OTA Risk Scoring
Scores every OTA update for rollout risk before deployment, considering vehicle variant coverage, rollback capability, and field conditions.
Key Metrics
Interested in CockpitQual AI?
Contact our innovation team to explore automotive software quality intelligence.