Unplanned asset failures
Without predictive maintenance, mining operations suffer 87% more unplanned stoppages. Each interruption multiplies cost and risk in high-criticality environments.
Thomas & Weiss / NIST-IJPHM 2021Mining
Freeport-McMoRan increased throughput by 10% with AI applied to operations-but the bottleneck for many mining companies is not the plant. It is the disconnect between physical availability, cost per ton, and contract management. Bunker connects this operation with Bunker Protocol, Salesforce, and AI applied to the mine-to-market cycle.
Mining by the numbers
process loss reduction with digital twin; +77.7% productive capacity
Fu et al. / Springer 2024fewer unplanned failures with data-based predictive maintenance
Thomas & Weiss / NIST-IJPHM 2021The silent risk in mining
When field, planning, and commercial relationships operate in disconnected systems, every decision happens without consolidated context. The result is slow response time, amplified risk, and margin that silently deteriorates.
The real scenario
Each gap accumulates between one ROM and the next. When physical availability drops without warning and grade does not align with the commercial portfolio, cost/ton explodes-and CFEM becomes a closing surprise.
Without predictive maintenance, mining operations suffer 87% more unplanned stoppages. Each interruption multiplies cost and risk in high-criticality environments.
Thomas & Weiss / NIST-IJPHM 2021Plants without digital control record up to 34% material loss. With digital twin, that figure drops to 7.8%-a 77% gain in productive capacity.
Fu et al. / Springer 2024Low-quality data destroys 8% to 12% of annual revenue. In mining, where contracts are high-value, each percentage point represents millions lost.
Redman / ACM 1998Operations without data-driven decisions run 5–6% lower in productivity. In mining, that gap translates into tons of uncaptured capacity each month.
Brynjolfsson & McElheran / AER 2016Maintenance operates without knowing the impact of downtime on plant throughput. Each mining face has its own priority rule. Grade changes between ROM and beneficiation and no one tracks the impact on contract margin. And the commercial team negotiates premium without visibility of tailings and real cost per ton.
We do not sell CMMS or mine ERP. We design the operation that transforms physical availability into traceable margin-with asset governance and end-to-end cost/ton visibility.
Bunker Protocol applied to Mining
Evidence
of incremental throughput captured by Freeport-McMoRan with integrated analytics across mine, plant, and maintenance
McKinsey: "Freeport digital transformation" 2023reduction in maintenance costs with predictive maintenance based on vibration, temperature, and asset cycle data
Deloitte: "Predictive maintenance in mining" 2022reduction in unplanned downtime with integration of physical availability data and criticality-based alerts
McKinsey: "Mining's digital future" 2024Bunker designed the complete CRM architecture on Salesforce, integrated processes across field, contract management, and service, and installed operational governance with auditable predictability.
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Without Bunker
With Bunker
The first step is a diagnosis of operations and mineral portfolio. No commitment, no generic deck. Assess whether your cost/ton justifies a different architecture.
Frequently asked questions
The mine operation changes; the disconnect between operations and commercial is the same. The protocol starts where data fragments: between physical availability, cost per ton, and the sales pipeline-and the architecture adapts to the mining method.
We integrate Salesforce with ERP, dispatch systems, and beneficiation data. The commercial team negotiates with visibility into grade, capacity, and logistics-without calling the mine to find out if delivery is possible.
Mine management takes care of the plant. The protocol takes care of where the plant meets the contract. When cost per ton, pipeline, and delivery logistics do not talk to each other, margin evaporates between the conveyor belt and the invoice.