Scaling On-Site Machine Intelligence for Digital Jidoka

Legacy loop

Mean time to effect: Months

Full sensor streamEvery point leaves the machine

100% RAW DATA

REMOTE

Cloud transferMove every sample

IT infrastructureStore + compute

Data preparationAnalyst time

Unused shopfloor dataLegacy infra not scalable

Mean time to effect: Seconds to minutes

REAL TIME

Relevant signalDomain-aware selection

5–10% RELEVANT DATA

PRESERVELossless local history · Up to 20× compression

UNDERSTANDPhysics-aware faults · 400× efficient · 1,000× faster

SCALEGoverned orchestration · Enterprise reliability

Continuous improvementSense Decide Act Learn

REPLICATE THE LOCAL LOOP

MachineIntelligent

CellCoordinated

FactoryAdaptive