Time-Series Forecasting

ABA Models

Key Takeaways Acid-base accounting (ABA) itself is a standard, decades-old static/kinetic lab test — there’s no AI in the test protocol. PHREEQC, the free USGS geochemical modeling engine, is the standard open-source tool for extending raw ABA results into predictive geochemical models. The …

Environmental Studies

Key Takeaways Envirosuite (EVS Industrial) is the leading environmental intelligence platform used by mining operations, now owned by Ideagen. It combines device-agnostic sensor integration with weather forecasting to predict dust, noise, vibration, and blast-fume impacts up to 72 hours ahead. A …

Marketing and Sales Department

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 …

Mining Predictions Report

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” …

Transport and Shipping

Key Takeaways Concentrate and cathode shipments can now be tracked in near-real-time using satellite AIS-based commodity intelligence platforms. Kpler combines 9,000+ AIS receiving stations, port/terminal data, and proprietary analytics to track vessel position, cargo, and ETA for individual …

Water Quality Test

Key Takeaways There’s no dedicated, mining-specific AI product for water quality testing today — this is an honest gap, not an oversight. Results still flow through standard lab LIMS platforms like LabWare. General-purpose ML water-quality-index and anomaly-detection models exist in the …