Hirundo
We’ve found a way to store it efficiently and inexpensively creating Green hydrogen

About Us
Hirundo is pioneering next-generation AI accuracy for mobility. Our platform automatically detects and remediates mislabeled and low-quality data across radar, LiDAR, vision, and other sensor modalities – dramatically improving the performance of AV, ADAS, and other mission-critical models.
Unlike conventional tools such as manual QA, Hirundo uses a patented Data Influence Engine to analyze how each training sample affects a model’s behavior. The result is precise, automated data QA and optimization that works in minutes – not weeks. Our platform is domain-agnostic, fully airgap-deployable, and scales seamlessly across datasets and model types.
We’re backed by five filed U.S. patents and led by a team of former elite Israeli R&D officers and academic leaders. Today, Hirundo is in active collaborations with the Israeli Security Agency, ELTA, and global mobility enterprises.
From optimizing data quality pipelines to ensuring real-world robustness, Hirundo makes your AI more accurate, trustworthy, and production-ready.
Relevant Challenges
Automated Systems
| Hirundo addresses the core challenge of automated systems: model fragility due to bad data. In autonomous vehicles and ADAS, mislabeled or low-quality data leads to unreliable perception and decision-making. Hirundo’s platform automatically identifies and fixes these issues, enabling mobility teams catch and correct errors in radar, LiDAR, and vision datasets without manual review. |
Data Privacy & Protection
| Hirundo‘s platform also enhances data protection and security in mobility by enabling precise, on-premise removal of sensitive or non-compliant data from both datasets and trained models. Our platform can detect and eliminate personally identifiable information (PII), confidential sensor data, and other high-risk content – without retraining. This is critical in mobility, where data flows from vehicles, passengers, and infrastructure must meet strict privacy and regulatory standards | |
Smart Manufacturing
| Hirundo improves AI accuracy in smart manufacturing by automatically detecting and correcting mislabeled or faulty data in visual inspection and sensor-based QA systems. This leads to more reliable defect detection, fewer false positives, and faster deployment of factory AI systems. | |