Platform

Agentic Reasoning. Controlled Execution

Software connects work orders, equipment and operating evidence, with local execution and defined authority at every step.

Explore Platform

Technology

  • NVIDIA
    Jetson Edge Inference
  • Seeed Studio
    Industrial Edge Compute
  • Moxa
    Industrial Networks
  • Orbbec
    Depth Sensing

Architecture

An Operating Layer Across the Site

Connect business systems, machines and instruments through one operating layer, while retaining the controls each environment requires.

Input

Orders & Methods

Work requests, constraints and approved procedures.

Return

Operating Evidence

Completion, results, exceptions and service events.

  1. 01

    Coordination

    Schedule, readiness and authority.

  2. 02

    Device Adapters

    Supported commands and acknowledgements.

  3. 03

    Controllers

    Equipment execution and state.

Local safety controls retain authority over physical execution.

Models

Models Applied to Real Work

Reasoning models read specifications, interpret operating evidence and prepare recommendations for engineers and operators.

Engineering Review

Compare specifications, equipment requirements and missing information before procurement. Engineers review the proposed configuration with its assumptions and sources.

Operational Analysis

Interpret faults alongside schedules, equipment state and earlier interventions. Separate blocked work from unavailable assets and exceptions requiring specialist attention.

Service Preparation

Bring manuals, configuration history and diagnostic evidence into the service response, so engineers begin with the relevant operating context.

Compute and storage hardware installed in a server rack

Interfaces

Enterprise Interfaces

Translate business requests into equipment tasks, then return completion evidence to the originating system. Exceptions remain visible throughout.

Commerce & Logistics

Connect order references to fulfilment tasks and stock movements.

  1. RequestOrder Release
  2. ExecutionFulfilment Task
  3. EvidenceInventory & Dispatch

Laboratory Systems

Keep methods, sample identities and results connected through the run.

  1. RequestApproved Method
  2. ExecutionScheduled Run
  3. EvidenceResult Record

Equipment & Service

Route commands through supported controllers; record state changes and faults.

  1. RequestDevice Command
  2. ExecutionLocal Controller
  3. EvidenceState & Service Event

Results and exceptions return against the original order, sample or device reference.

Local Compute

Compute at the Point of Operation

Run inference and scheduling close to the equipment, with local records and infrastructure sized for the workload.

On-Site Infrastructure

01

Models & Workloads

Inference · Scheduling · Operating Records

02

Compute & Storage

Industrial CPUs · Edge Accelerators · Local Data

03

Networks & Controls

Gateways · Segmented Access · Device Interfaces

Industrial Compute

Size CPUs, accelerators and storage for the workload, accounting for latency, power, cooling and supported software.

Managed Connectivity

Segment equipment networks and service access. Scope credentials and data flows to each system’s authorised work.

Operational Continuity

Define recovery from network loss, interrupted tasks and downtime, including what may resume automatically and what requires operator approval.

Asset Record

One Record Through the Operating Life

Equipment identity, configuration and service history remain connected through commissioning, operation, change and renewal.

  1. 01

    Commission

    Record the accepted configuration, equipment identity, interface versions and initial operating limits.

  2. 02

    Operate

    Attach work results, exceptions, inspections and service events to the equipment concerned.

  3. 03

    Change

    Record approved software updates, replacement parts and any revised acceptance requirements.

  4. 04

    Renew

    Review condition, supportability and outstanding obligations before extending or redeploying the system.

Planning

Programme Questions

How equipment connects, where software runs and how operating authority is retained.

Does Every Machine Need to Be Replaced?

No. The platform connects supported interfaces around the existing installed base. Equipment without a suitable interface can remain in a documented manual workflow until an appropriate integration or replacement is justified.

Can Models Access Laboratory Instruments Directly?

Model-generated requests pass through the approved workflow, permissions and device adapter. Instrument commands remain constrained by the supported interface, local controls and the laboratory’s method approval requirements.

What Runs on Site?

The deployment can include local inference, scheduling, gateways and local records. Remote services are added where the application and data requirements permit, with recovery procedures defined for loss of connectivity.

Controls

Authority Stays Explicit

Models prepare and coordinate work. Approved methods, permissions and local safety controls determine what may execute, with clear escalation for exceptions.

Operating Responsibilities