What a perception stack actually needs to survive a factory floor
Lab-grade computer vision rarely survives contact with a real production line. Here is what breaks first, and what a durable perception stack does differently.
The real payback math behind embodied AI on the plant floor
Most ROI claims for industrial AI skip the denominator. Here is the actual math worth running before you sign anything.
Building the safety case for physical AI before your first pilot
If physical AI can trigger a stop or flag a hazard, your safety team needs to sign off before, not after, the pilot starts. Here is how to structure that conversation.