Industrial environments, multimodal task data, and evals for physical AI

We give robotics, VLA, and world-model teams access to real factory, warehouse, and light-manufacturing environments for task-specific data capture, evaluation, and deployment readiness.

Not generic video volume. Real tasks, captured deeply: successful demonstrations, failure and recovery sequences, task taxonomy, benchmark structure, and bespoke multimodal signals.

What we provide

Industrial environment access
Access to 60+ European and UAE industrial environments across factory, warehouse, retail, and light-manufacturing workflows.

Bespoke multimodal capture
POV and wrist video, IMU, fixed-camera views, depth / scene capture, and 3D reconstruction. Configured per task and per buyer.

Evaluation structure
Task taxonomies, failure labels, sealed holdbacks, and benchmark criteria for measuring real-world model performance.

Built for the reliability gap
Real environments expose failures, recoveries, and edge cases that synthetic or studio data often miss.