MINING & METALS

AI agents for mining operations

Resource estimation, equipment procurement, processing optimization, and logistics automation — built for the realities of mining operations.

The operational reality of mining & metals

01

Resource estimation & geology

Drill logs, assay results, geological surveys — data from dozens of campaigns spread across different formats and systems. Resource estimates that take months to compile.

02

Equipment procurement & spares

Mining equipment from haul trucks to flotation cells. Global OEM landscape with long lead times, limited availability, and critical spare parts that can’t be out of stock.

03

Processing plant optimization

Throughput targets, recovery rates, reagent consumption, circuit balancing. Plant metallurgists spend weeks on manual data analysis to identify bottlenecks.

04

Environmental monitoring & compliance

Tailings management, water quality, air emissions, rehabilitation plans. Regulatory reporting across multiple jurisdictions with different standards and timelines.

05

Predictive maintenance

Remote sites, harsh conditions, expensive downtime. Equipment health data scattered across OEM systems, SCADA, and manual inspection logs.

06

Safety & incident analysis

HSE reporting, incident investigation, trend analysis. Root cause analysis that requires pulling data from maintenance, operations, and environmental systems.

AGENT WORKFLOWS

What agents do here

Geology

Resource data compilation & analysis

Ingest drill logs, assay results, and survey data. Generate structured geological models, resource estimates, and grade-tonnage curves. Automate JORC/NI 43-101 reporting templates.

Procurement

Equipment sourcing & spares management

Source mining equipment and critical spares from global OEMs and distributors. Compare specs, availability, lead times, and total cost of ownership. Track reorder points and inventory levels.

Processing

Plant performance optimization

Aggregate plant data from SCADA and lab systems. Identify throughput bottlenecks, optimize reagent dosing, and model circuit configuration changes. Generate metallurgical balance reports.

Compliance

Environmental monitoring & reporting

Consolidate environmental data from monitoring stations, lab results, and inspection reports. Auto-generate regulatory submissions. Flag exceedances and track corrective actions.

Operations

Predictive maintenance scheduling

Ingest equipment health data from OEM systems and SCADA. Generate failure probability models and maintenance schedules. Track condition indicators and alert on anomalies.

Our metallurgists were spending two weeks every quarter on plant performance reports. The agent does it overnight — and catches patterns we were missing.
Chief Operating OfficerMid-tier gold producer
30%Less unplanned downtime
60%Faster resource reporting
$3M+Annual savings on maintenance
24/7Environmental monitoring

Ready to see it on your data?

Bring your messiest workflow. We'll show you what an agent does with it — live, in your first call.