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PREDICTICSAI & Predictive Analytics Solutions

Data and AI for mining and resources

Mining operations produce continuous sensor, geological and logistics data from sites with intermittent connectivity — and decisions with long lead times and large capital consequences.

Clients in this sector: Teck

What usually gets in the way

  • Sensor and telemetry data from sites with unreliable connectivity and gaps
  • Geological, production and logistics data held by different teams in different formats
  • Equipment failures that are expensive and difficult to reach
  • Environmental and safety reporting obligations with fixed deadlines
  • Long planning horizons where a small forecasting error compounds

What we build

  • Equipment health monitoring and failure prediction from telemetry
  • Production reporting pipelines robust to gaps and late-arriving data
  • Throughput and recovery analytics across the processing chain
  • Environmental and safety reporting automation
  • Logistics and haulage optimisation analytics

How we handle the constraints

Site connectivity is assumed unreliable. Pipelines are built to tolerate gaps, late arrivals and out-of-order data rather than assuming a clean stream, because at a remote site that assumption always breaks.

Ways to work with us

Fixed-scope build

Defined deliverable · weeks to months

The problem is well understood and you want it solved without opening a hiring req.

Embedded senior team

Ongoing · alongside your people

You have a capable team that is short on senior capacity, not on direction.

Advisory and roadmap

Assessment · sequenced plan

There are several plausible directions and the cost of picking the wrong one is high.

Build and run

Delivery · then ongoing operation

The system matters but does not justify hiring a permanent team to maintain it.

Common questions

Our sites have poor connectivity. Does that rule this out?

No. It is a design constraint we plan for — buffering at the edge, tolerating late and out-of-order arrivals, and being explicit about what a reported figure means when data is still missing.

Can this integrate with our existing historian?

Yes. Historians are typically the source rather than something to replace.

Working on something in mining?

Describe the problem in a couple of sentences. If we're not the right people for it, we'll tell you who is.