Robustness where the stakes are highest
The same rigorous adversarial testing, tuned to what you actually operate, from an enterprise CI pipeline to an autonomous system flying over open terrain.
Enterprise AI
Fraud, moderation, biometrics, and document models ship to production without ever being tested against malicious cyber threats. Robustness regressions slip through CI unnoticed, and there is no evidence of resilience when auditors ask for it.
- Automated red-team campaigns wired into your CI
- Per-attack success rates trended across releases
- Adversarial-training corpora and certified-robustness export
- Audit-ready reports mapped to OWASP LLM and NIST AI RMF
Critical Infrastructure
Vision, sensor, and anomaly detection models watch grids, ports, pipelines, and facilities. Failures can shut down a power grid, disable an assembly line, disrupt supply chains, or quiet an alarm.
- Detection-proxy hardening for deployed vision pipelines
- Input fingerprinting and feature-squeezing at the edge
- Continuous robustness monitoring with drift alerts
- Deployment that keeps sensitive data inside your boundary
Robotics & Autonomy
Perception and planning stacks in vehicles, drones, and robots can fail in the physical world in ways that never appear in an accuracy benchmark. Teams burn simulation budget re-testing conditions the model already handles, and the conditions that break it go undriven.
- Risk-ranked scenario search in the world sim instead of uniform coverage
- Evaluation that mirrors real operating and viewing conditions
- Camera, lidar, radar, and fusion scored together
- Every finding reproducible in your own simulator
Aerospace
Overhead and airborne perception, and the multi-sensor fusion behind it, degrades under viewing geometry, sensor mode, and scene conditions that standard benchmarks never cover, and almost no one tests for them.
- Tiled, oriented-box detection tuned for overhead imagery
- Sensor stress tests across EO, IR, and low-light modes
- Altitude, look-angle, light, and weather sweeps in simulation
- Reporting your engineering and safety reviewers can act on