IndustriesPRODUCTS + CUSTOM ENGINEERING
Industrial & logistics

Connect the operation. Resolve the exception.

Bring orders, inventory, movement, equipment and customer communication into a shared operational picture. We combine AI, custom software and your existing systems to make the next action clear.

For logistics operators, warehouse leaders, manufacturers and supply-chain teams.

SEE HOW THE TECHNOLOGY WORKS

Make a visible event actionable.

Explore the path from a selected camera view to evidence, review and response.

INTERACTIVE WORKFLOWIllustrative engineering scenario
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Observe a defined scene

Choose a suitable camera view, observable event and agreed collection frequency. Establish what the footage can actually show.

Selected camera framesFrames suitable for the agreed analysis
Read the complete workflow
  1. Observe a defined scene

    Choose a suitable camera view, observable event and agreed collection frequency. Establish what the footage can actually show.

    Selected camera frames → Frames suitable for the agreed analysis

  2. Add analytical context

    Apply configured models, zones and event rules. Review detections and thresholds before relying on a metric.

    Frames + configured event definitions → A reviewable event and supporting frame

  3. Review and respond

    Give the responsible team the evidence, route an agreed follow-up and assess false alerts during the pilot.

    Event evidence + response rules → A human-reviewed operational response

FROM BUSINESS PROBLEM TO WORKING SYSTEM

See the work between the steps.

Choose a workflow and inspect the sources, intelligence, review and outcome. These are engineering examples to scope with your team.

ENGINEERING EXAMPLEExplore at your pace

Shipment exception desk

Status updates arrive in different systems while customers and dispatchers ask the same questions.

Source context

Shipment reference, carrier events and the promised service window.

CONNECTED SYSTEMS TO SCOPE

TMS · carrier APIs · CRM · Echo

Discuss this workflow

A camera observes a scene; a WMS confirms inventory; a TMS supplies shipment status. Each signal keeps its source and review owner.

A COMPLETE OPERATION, NOT AN ISOLATED DEMO

Three ways to make it yours.

Adopt a product where it fits. Connect it to approved systems. Build a tailored application when the workflow needs more.

01

Configure a product

Start with proven product capabilities, your approved information and a defined operating owner. Confirm the required features and plan during discovery.

02

Connect the workflow

Map identifiers, permissions, API actions and error paths. Keep the source of truth clear and design an accountable handoff when a system is unavailable.

03

Build from scratch

Create the portals, mobile experiences, data pipelines and operational interfaces your organisation needs. AI Squad can bring product, design and engineering into one delivery team.

DETAIL YOU CAN EVALUATE

The workflow, fully explained.

Inputs, dependencies and review points remain visible. The measures below are evaluation criteria for your pilot, not claimed customer results.

Shipment exception desk

Status updates arrive in different systems while customers and dispatchers ask the same questions.

Required inputs
Shipment reference, carrier events and the promised service window.
What we configure or build
Reconcile timestamps, flag a missing milestone and draft a status explanation from the approved source.
Human responsibility
Dispatch approves rerouting, revised commitments and customer compensation.
Delivery outcome
An assigned exception with its evidence, customer update and next review time.
How to evaluate
Track exception age, repeated enquiries and confirmed resolution time.
Inventory & replenishment

A stock figure is difficult to trust when receipts, picks and returns do not reconcile.

Required inputs
Item and location identifiers, stock movements, demand and supplier lead times.
What we configure or build
Build shared definitions, detect discrepancies and prepare replenishment recommendations with supporting records.
Human responsibility
Inventory controllers validate adjustments; buyers approve purchase orders.
Delivery outcome
A review queue that links a stock exception to its source movements and decision.
How to evaluate
Compare reconciliation effort, exception recurrence and stock availability against your baseline.
From floor evidence to work order

A visible obstruction or recurring equipment issue gets recorded without a clear owner.

Required inputs
Selected camera views, sensor events, asset identifiers and maintenance history.
What we configure or build
Group related signals, show reviewable evidence and prepare a maintenance request.
Human responsibility
An authorized operator confirms the condition and decides whether work can begin.
Delivery outcome
A work request connected to the asset, evidence and responsible team.
How to evaluate
Measure review latency, repeated alerts and completion receipts; no automatic safety guarantee.
START WITH ONE MEANINGFUL WORKFLOW

Define it. Prove it. Expand it.

We scope the users, systems and decisions first. A pilot produces a working flow, review criteria and a rollout decision—not a promise that every integration is already available.

Scope the first workflow

Bring your starting point.

One warehouse, route or production process with a named owner

Sample orders, event definitions and access to the relevant systems

Agreed exception categories and permitted follow-up actions

The delivery plan includes

Workflow map · integration contract · test cases · review roles · rollout and support ownership. Scope and timing are agreed after discovery.

BEFORE YOU START

Practical buying questions.

Can we keep our existing systems?

Yes, the starting point is your existing operation. Discovery checks API access, identifiers, authentication and data quality. Where a system cannot support a required action, we agree a safe handoff or a separate integration scope.

Is this a ready-made product or a custom project?

It can combine both. We identify the product capabilities that fit, the configuration required and the engineering work needed around them. Your proposal separates these responsibilities and deliverables.

How do we decide whether the pilot worked?

Agree a baseline, representative test cases, source quality and acceptance criteria before rollout. Review incorrect outputs, failed actions and human effort as well as speed. Expand only when the responsible team accepts the result.