AI products move into physical operations and bounded business workflows
Path Robotics’ $300 million raise and reported traction point to continued investment in manufacturing physical AI, but repeatability beyond welding is unproven. New workflow signals include Opella and Microsoft’s agent-assisted content operation, Ohio State’s Microsoft/Azure hospital deal, and Microsoft–IBM’s enterprise agent platform; these are largely company-reported or prospective, not independently established ROI. Northern Trust’s reported 83% onboarding data-preparation time reduction and Harvey’s reported legal-AI scale reinforce the need to test outcomes, oversight, customer expansion, and unit economics.
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Updated Nov 11, 2026