Key Takeaways Long-term mine planning is one of the more genuinely AI-native categories on this list: Maptek Evolution runs many scheduling scenarios in parallel on cloud compute, with solutions that learn from each other to iteratively improve. Whittle (Enterprise Optimizer) and Deswik.Sched are …
Key Takeaways AI-driven supply/demand and price-forecasting platforms now claim meaningfully better accuracy than conventional technical analysis — reported gains of 18–25% in forecast accuracy. DBX Commodities fuses satellite stockpile/port/industrial-activity imagery with ML models to forecast …
Key Takeaways Traditional mill surveys are manual, periodic snapshots — a team samples the circuit for a shift and calculates a mass balance after the fact. That’s being displaced by continuous capture: plant historians like AVEVA PI System log the same circuit variables 24/7, at far higher …
Key Takeaways Leapfrog Geo (Seequent), Micromine, and Datamine are the established platforms for building the mine geological model. Leapfrog’s implicit modelling engine uses radial basis function (RBF) interpolation — an ML-adjacent mathematical technique — to build 3D geological surfaces …
Key Takeaways Block modelling itself still runs on established commercial platforms: Datamine Studio RM, Maptek Vulcan, Hexagon HxGN MinePlan, and Deswik. AI is arriving as an add-on layer, not a replacement — Datamine’s 2026 MineScape release added AI-enabled scheduling assistance built on …
Key Takeaways Production prediction reporting is consolidating into web-based platforms: Datamine Syncromine Core and Deswik.OPS. Datamine acquired Mineware/Syncromine in 2026, signaling active consolidation in this specific niche of production scheduling and reporting. Marked “Emerging” …
Key Takeaways Continuous, wireless geotechnical and hydrological monitoring has replaced periodic manual readings at most modern mines. Platforms like Worldsensing, RST Instruments, and Beyond Monitoring stream piezometer, crackmeter, and inclinometer data in near real time. The AI layer sits on top …
Key Takeaways Slope-monitoring vendors bundle automated report and alert generation directly into their monitoring platforms — you don’t build this separately. IDS GeoRadar and SkyGeo both ship automated alerting/reporting as part of the radar and InSAR service, not as an add-on. This is one …
Key Takeaways This poster node maps to a real, deployed product: Ideon Technologies’ REVEAL platform. Muon tomography uses naturally occurring cosmic-ray muons to build 3D subsurface density models — it can see through large volumes of rock that block …
Key Takeaways The core problem: your design model (from testwork) and your actual plant behavior drift apart as ore feed varies — this is what “operational variability” means in practice. Digital twins and industrial-AI platforms are purpose-built …