Munich is at the forefront of autonomous driving. We build the software infrastructure that makes developing and operating autonomous vehicles possible.
The AV Infrastructure Challenge
Autonomous vehicles generate petabytes of data and require billions of simulated miles. Building AV technology requires massive software infrastructure beyond the vehicle itself.
Our Autonomous Vehicle Solutions
Simulation Platform
Test at scale:
- Scenario injection: Traffic, weather, edge cases
- Sensor simulation: Camera, lidar, radar
- Orchestration: Massive parallel runs
- Analysis: Result aggregation and insights
Data Infrastructure
Manage sensor data:
- Ingestion: High-throughput data collection
- Storage: Cost-effective petabyte storage
- Processing: Parallel data transformation
- Search: Find relevant scenarios
Validation Framework
Build safety cases:
- Requirements tracking: Safety requirements
- Test coverage: Scenario mapping
- Evidence generation: Validation documentation
- Reporting: Compliance reports
Operations Platform
Run AV fleets:
- Fleet management: Vehicle tracking and status
- Remote assistance: Teleoperator support
- Incident management: Issue response
- Analytics: Operational metrics
ML and Development
ML Operations
- Training pipelines
- Model versioning
- Evaluation frameworks
- Deployment management
Development Tools
- Replay tools
- Debugging infrastructure
- Performance analysis
- A/B testing
Ready to build your autonomous vehicle infrastructure? Contact ZIRA Software to discuss your AV software needs.