Industrial diagnostics

Find root cause, severity, and remaining useful life from sensors, logs, images, and operator notes.

Open use case

Energy and grids

Monitor substations, turbines, pipelines, and load anomalies with local explanations for operators.

Open use case

Infrastructure defense

Detect coordinated abuse, network anomalies, and active attacks with evidence for every block.

Open use case

Medical review

Support imaging and clinical triage where the explanation must be readable by humans.

Open use case

Autonomous perception

Explain scene decisions from camera, LiDAR, radar, and 3D point cloud inputs.

Open use case

Legal and finance

Make credit, fraud, contract, and risk decisions traceable instead of opaque.

Open use case

Supply chain

Connect delays, capacity shocks, and quality issues into a cause chain your team can act on.

Open use case

Edge sensors

Run tiny local models on machines, vehicles, and embedded devices where cloud is too slow or risky.

Open use case