A technician inspecting an industrial control cabinet and edge device.

TECHNOLOGY & VERIFICATION

Add bounded intelligence on top of verified control

AI does not replace safety PLCs or metrology traceability. We separate responsibilities and standardize production handover.

PHYSICAL AI STACK

One ownership model from source to operate

  1. 01

    Source / Trade

    Supply rights, lead time, origin, customs and warranty.

  2. 02

    Configure

    CPU/GPU, thermal, power, storage and approved BOM.

  3. 03

    Integrate

    Sensors, I/O, PLC/MES/ROS and networks.

  4. 04

    Software

    AI runtime, containers, policy and standard images.

  5. 05

    Operate

    Monitoring, OTA, SLA, RMA and security patches.

DUAL-LOOP CONTROL

Separate deterministic safety from AI decisions

Verified safety and motion control retain authority. AI operates only within approved prediction, optimization and recommendation boundaries.

  1. 01

    Field equipment

    Sensors · PLC · Motion · Robots

  2. 02

    Deterministic control

    Safety PLC · Motion · Safe State

  3. 03

    AI intelligence layer

    Prediction · Optimization · Recommendation

PROOF & DELIVERABLES

Leave evidence, not just claims

01

Approved BOM

Verified configuration and substitution policy.

02

Golden Image

Runtime, versions, recovery and change history.

03

FAT / SAT

Factory and site acceptance criteria and records.

04

Runbook

Normal, failure, recovery and maintenance procedures.

05

DeviceOps

Assets, deployment, patching, rollback and audit trail.

06

SLA Report

Availability, response, changes and improvement reporting.

LIFECYCLE & SECURITY

Security and operations continue after delivery

  • Asset and version identity
  • Access and network segmentation
  • SBOM and vulnerability handling
  • OTA and rollback
  • Backup and recovery drills
  • Operator training and SLA

VERIFICATION

Engineering and operations validate production handover together

Safety, metrology, data, interfaces, recovery and training are defined in one PoC, FAT and SAT framework.

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