IndustriesIndustrial and manufacturing

Industrial and manufacturing

Physical AI pays back when investment follows a staged, governed path

“Where does physical AI pay back, and what must be true to run it?”

Our impact

Selected work, and what it changed.

Physical AI strategy

The workStrategy, reference architecture and operating process for robotics and digital twins

The outcomeInvestment follows a staged, gated path

Machine-data standards

The workContribution to the open standard for manufacturing data interoperability

The outcomeEquipment data carries one meaning across vendors

Innovation testbed design

The workA testbed spanning robotics, immersive systems, identity, provenance and 3D formats

The outcomeUse cases can be proven before they are scaled

Related research

Bring us the question your industry is asking

Tell us the decision in front of you. We will reply with how we would approach it.

From the United States to leadership teams worldwide, virtually or on site.

  1. 1
    FrameAgree the decision to be made and the evidence it requires.
  2. 2
    BaselineEstablish where the organization stands today.
  3. 3
    CommitAgree the scope, the model and the price.