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VMatrix

Custom Industrial AI

When the decision is specific to your operation, the system should be too.

Some requirements do not fit a standard solution. We design and build the dashboards, analytics, decision workflows and automations around how your organisation actually operates.

Describe your requirementFind your starting point

The problem

Spreadsheets became critical infrastructure.

A workaround that works is still a dependency. When it breaks — or the person who built it leaves — the decision it supported stops being made well.

  • Available products solve a nearby problem, not yours
  • The decision spans several systems and several functions
  • Existing tools cannot represent your process logic
  • Critical analysis lives in one person's workbook

What we build

Scoped, documented and handed over.

  • Custom AI dashboards and analytics workspaces
  • Operational decision-support tools with explicit approval boundaries
  • Reporting and workflow automation
  • Industry- or process-specific systems
  • Approved integrations with the systems in scope
  • Documentation, handover and role-based training

How implementation works

Five stages, each with an approval point.

  1. 01

    Discovery

    We define the decision, who makes it and what it currently costs to get wrong.

  2. 02

    Design

    Solution design, data sources and workflow, approved before build begins.

  3. 03

    Build

    Iterative build with review sessions against real data.

  4. 04

    Integrate

    Approved connections to the systems in scope, validated against source.

  5. 05

    Handover

    Training, documentation and the transition to support.

What we need from you

Access to the decision, and to the people who make it.

  • A description of the decision, its owner and its current cost
  • Sample data from each system involved
  • Any existing spreadsheets or tools currently used
  • A business owner empowered to approve scope and workflow
  • IT or OT support for approved data access

Custom Industrial AI System

Organisations whose requirement does not fit a standard solution and needs a purpose-built system.

Timeline
Normally 8–16 weeks
Cost
Fixed fee, quoted after scoping

A system designed around your process, your terminology and your decision workflow — dashboards, analytics, automations and approved integrations as scoped.

What you receive

  • Requirements and decision-workflow definition
  • Custom dashboards and analytics built to your operating model
  • Decision workflows with explicit approval boundaries
  • Reporting and workflow automation
  • Approved integrations with the systems in scope
  • Documentation, handover and role-based training

What we need from you

  • A business owner empowered to approve scope and workflow decisions
  • Access to subject-matter experts through design and validation
  • IT or OT support for approved data access

How we judge success

  • The system reflects how your organisation actually makes the decision
  • Outputs are reproducible and traceable to source records
  • Your team can operate and extend the system after handover
Discuss this engagement

Find the right starting point for your operation

Answer five questions and we will tell you which engagement fits, what it costs, how long it takes and what we need from you. Or book a complimentary 30-minute fit consultation.

Find Your Starting Point Book a fit consultation