Taking control of the layer nobody wants to own.

Two mines can be twins on paper, same orebody, same grade, same fleet, and still sit on opposite ends of the cost curve. That is because the mining cost curve does not behave like most distributions. It does not spread out evenly around an average. It piles up: a dense, compressed middle where most producers are separated by a few dollars a tonne, and a long tail where the gap between a mine and its closest peers turns into real money, year after year.

Every operation sitting outside the first quartile is making the same payment, quietly, every year, to nobody. Geology sets a floor. Grade, depth and mining method are not going to move because of a new dashboard. But the floor is rarely where an operation sits. The real question for a GM is not whether the top quartile is reachable. It is how much of the gap between where the mine sits today and where geology would allow it to sit is controllable, and what it is going to cost to close it.

We put that question to a producer recently, mapping the addressable cost across fleet, fixed plant, and process in a single engagement. What came back was not a modelling exercise. It was enough to fund the programme that found it, with the balance flowing straight to the bottom line, and doing so again every year after, not once. That is not an unusual result. It is what happens when the true cost of an operation is being set shift by shift, while the organisation is still managing it off a report that lands a month later.

Digital transformation and industrial data solutions company, AM SQUARED, was built to close that gap.

For a GM already carrying a full budget, that is usually where the conversation stalls before it starts. AM SQUARED's engagements begin with a gap analysis that identifies the margin already being lost to disconnected systems and manual reconciliation, so the initial case for change is funded by savings already sitting inside the operation, not a new, unbudgeted line item.

A de-siloed mine is not a slogan. It is the margin between cost quartiles.

The South African-headquartered mining technology and digital operations company helps operators connect plant, operational and business data into one trusted operational picture, allowing supervisors, engineers, planners and leadership to work from consistent information while it can still influence the outcome.

Connect Before you Replace

AM SQUARED starts from a simple principle; mines should not have to replace working systems simply to make better use of their data.

Rather than replacing systems that already work, AM SQUARED connects them. Its source-agnostic architecture, engineered primarily on Microsoft Azure, integrates data from any source using AM SQUARED’s MiX integration technologies. The result is a governed operational data foundation that can support real-time business applications across two connected paths:

Predictive Analytics

• EAM Module
• Advance Process Controls
• Supply Chain Module

Tailored Solutions

• Drilling & Blasting
• Ore Tracking
• Fleet Analytics
• ROM Analytics
• Production Performance
• Metal Accounting
• Cost Analytics

Together, the two forces produce a repeatable, predictable operation from ore body to plant.

The underlying technology matters, but the outcome matters more.

Instead of multiple teams creating their own versions of production, maintenance or performance information, the objective is to establish a common data foundation from which role-specific dashboards, workflows, reporting applications and operational tools can be built.

A plant manager may need throughput, recovery and downtime. A maintenance planner may need equipment availability and work-order status. Finance may need reconciled production and cost information.

The views are different. The underlying operational truth should not be.

AM SQUARED structures this work around what it calls the “connected mine growth journey”.

Rather than starting with a large digital transformation programme and assuming value will follow, the model progresses through four stages, with each stage expected to prove the case for the next.

Digital transformation is not treated as the starting point. It is the result of progressively improving the quality, connectivity and trustworthiness of the information underneath the operation.

From Ore-to-ounce

The value becomes clearer when the data is viewed across the mining value chain. A drilling team can compare execution against plan. Dispatch information gives a clearer view of material movement and equipment utilisation. At the plant, throughput, recovery, downtime and other operational measures can be checked against plan without waiting for the end-of-shift report. Maintenance information sits alongside production performance to explain equipment losses, and further downstream, production and metallurgical data feed reconciliation, mass-balance and metal-accounting processes.

The objective is not to create another dashboard. It is to shorten the distance between something happening in the operation and the people responsible for responding to it understanding what happened, a foundation that also supports safety, compliance and governance by creating consistent records, traceable workflows and time-stamped audit histories across operational processes.

Trust Before Intelligence

Advanced analytics, AI and digital twins receive significant attention across the mining value chain, but AM SQUARED believes those technologies are only as useful as the information underneath them.

“You cannot build meaningful intelligence on top of numbers that the operation still debates every morning,” says AM SQUARED CEO Johan de Villiers.

“Our focus is to help mines establish trust in their operational information first. Once people trust the data and the systems are connected, the opportunity to optimise, automate and apply more advanced intelligence becomes significantly more practical.”

This staged approach also changes the commercial conversation.

Instead of committing immediately to a large multi-year transformation, an operator can start with a specific operational problem, prove value in one process or site, and then expand the foundation as the business case becomes clearer.

AM SQUARED focuses on fit-for-purpose solutions that make use of existing technology where practical and avoid unnecessary licensing or infrastructure overhead.

Mining First, with Wider Industrial Reach

AM SQUARED is mining-first by design, while applying the same integration and operational-data principles across manufacturing, energy and oil and gas environments.

AM SQUARED is headquartered in Johannesburg, with international offices in the UK and New Zealand, combining advisory, data engineering, integration, automation and application delivery within one relationship.

The team has delivered solutions for Tier 1 operators.

For mines still reconciling several versions of the same shift, the proposition is intentionally practical.

• Do not begin by replacing everything.
• Connect what already exists.
• Create confidence in the data.
• Solve one meaningful operational problem.
• Then build from there.

Find out more at am2systems.com

Contact us: info@am2systems.com

Trust before intelligence