Forward to: Operations Team

Mine Operations
Workflows

Ten agent workflows for the Operations Team — mine site productivity monitoring, equipment utilization tracking, safety compliance intelligence, haul fleet optimization, processing plant benchmarking, shift management analysis, maintenance scheduling intelligence, production forecasting, ore grade control, and operations dashboard synthesis — enabling data-driven operational decisions powered by comprehensive domain intelligence.

These workflows display realistic demo data for demonstration. In production, the agents connect to your real mining and resources data via MCP services or CSV import.
Deployment Options
The entire platform is available as a self-hosted solution or managed service
Self-Hosted
RECOMMENDED FOR ENTERPRISE
Deploy the entire platform on your own infrastructure. Your data never leaves your environment. Bring your own LLM API key (OpenAI, Claude, Gemini) or use local LLMs. Full source code delivered.
Complete source code (Python agents, PHP dashboards, MCP services)
Data stays on your servers — no external data transfer
MCP connectors for your existing data sources, APIs, and internal platforms
Custom integration and onboarding support available
$999
2 AI Agents
5 integration hrs
$1,999
5 AI Agents
10 integration hrs
$3,999
10 AI Agents
20 integration hrs
one-time license + (optional) $999/yr updates
Managed Platform
FOR AGENCIES & TEAMS
We host and operate the platform for you. Upload data or connect your platforms via secure MCP services or using API. No infrastructure management needed.
Fully managed — no DevOps required on your side
Secure data upload or API-based MCP integration
Dashboard access with your own branded login
Automatic updates and new agent releases
$999/mo
2 AI Agents
5 integration hrs
$1,999/mo
5 AI Agents
10 integration hrs
$3,999/mo
10 AI Agents
20 integration hrs
includes hosting, updates & support
* price may be higher in cases of very high AI processing volumes/demands
Both options include MCP services with connectors for your existing data sources, APIs, and internal platforms. Data dictionaries define the schema contract between each agent and your data sources.
See example of production dashboards: Programmatic Trading AI Agent Dashboards →

1Mine Site Productivity Monitoring

AI agent monitors mining technology vendor domains and operator sites to track production metrics, throughput benchmarks, and productivity innovations across global mining operations.

1
Track Production Benchmarks
/products/case-studies/pressIAB Categories
MINE PRODUCTIVITY INTELLIGENCE — 180 OPERATIONS TRACKED ════════════════════════════════════════════════════════ bhp.com — BHP Group /press: Olympic Dam copper production up 15% QoQ — record throughput /investors: FY26 unit cost guidance reduced to $1.12/lb Cu BENCHMARK: Top-quartile performance — evaluate their process changes riotinto.com — Rio Tinto /press: Pilbara iron ore shipments 88Mt in Q1 — on track for 340Mt /careers: +28 autonomous haulage operators posted SIGNAL: Autonomous fleet expansion driving productivity gains freeportmcmoran.com — Freeport-McMoRan /investors: Grasberg underground ramp-up — 180,000 tonnes/day achieved NOTE: Block cave production 8% below plan — monitoring closely

2Equipment Utilization Tracking

AI agent monitors mining equipment OEM domains for new product launches, maintenance advisories, performance upgrades, and fleet management solutions that optimize equipment availability.

1
Monitor Equipment OEMs
/products/support/pressOpenPageRank
EQUIPMENT VENDOR LANDSCAPE — 85 OEMs TRACKED ════════════════════════════════════════════════════════ cat.com — Caterpillar /products: New Cat 798 AC truck — 400-ton capacity, 12% fuel reduction /support: Service bulletin SB-2026-014 — transmission update for 797F SIGNAL: Evaluate 798 AC for fleet replacement program komatsu.com — Komatsu /products: PC9000-11 excavator — AI-assisted dig optimization /press: FrontRunner AHS v4.2 — improved obstacle detection SIGNAL: AHS upgrade available — schedule evaluation epiroc.com — Epiroc /products: Pit Viper 271 — new autonomous drilling capability /case-studies: 22% improvement in drill pattern accuracy

3Safety Compliance Intelligence

AI agent monitors mining safety regulators and industry bodies for new safety standards, incident reports, compliance requirements, and best practice updates.

1
Track Safety Standards
/compliance/press/docsCountries
SAFETY COMPLIANCE TRACKING — 28 JURISDICTIONS ════════════════════════════════════════════════════════ msha.gov — US Mine Safety & Health Admin /compliance: Updated proximity detection rule — effective July 2026 /press: 2025 fatality review — 12% increase in surface incidents ALERT: New proximity detection mandate — audit all mobile equipment icmm.com — International Council on Mining & Metals /press: Updated tailings governance standard v2.0 /docs: New critical risk management protocol ACTION: Review tailings governance against new standard safeworkaustralia.gov.au /docs: Updated WHS regulations for autonomous equipment SIGNAL: Autonomous vehicle safety framework published

4Haul Fleet Optimization

AI agent monitors fleet management technology providers and mining operators for haulage innovations, autonomous trucking deployments, and fuel efficiency improvements.

1
Track Haulage Innovation
/products/case-studies/blogIAB Categories
HAUL FLEET INTELLIGENCE ════════════════════════════════════════════════════════ hexagon.com — Hexagon Mining /products: HxGN MineOperate Fleet v8 — real-time haul route optimization /case-studies: 18% reduction in cycle times at copper operation SIGNAL: Evaluate fleet management upgrade for Q3 deployment wabteccorp.com — Wabtec (trolley assist) /products: Electric trolley assist system — 90% diesel reduction on grades /press: Third mine deployment completed in Chile SIGNAL: Trolley assist ROI proven — evaluate for main haul ramp FLEET BENCHMARK: Avg utilization tracked: 78% | Best-in-class: 89% Our fleet: 74% — 4% below average PRIORITY: Close utilization gap — estimated $8M/yr savings

5Processing Plant Benchmarking

AI agent monitors mineral processing technology vendors and operators for plant throughput data, recovery rates, reagent innovations, and circuit optimization opportunities.

1
Benchmark Processing Performance
/products/investors/pressOpenPageRank
PROCESSING PLANT INTELLIGENCE ════════════════════════════════════════════════════════ metso.com — Metso /products: New HPY cone crusher — 15% throughput increase /case-studies: Copper flotation circuit optimization — 2.1% recovery gain SIGNAL: Evaluate HPY crusher for secondary circuit replacement flsmidth.com — FLSmidth /products: ECS/ProcessExpert 2026 — AI-driven process control /press: Partner with Codelco on mill optimization pilot SIGNAL: AI process control delivering 3% recovery improvement PLANT PERFORMANCE: Recovery rate benchmark: 91.2% (gold flotation) Our plant recovery: 89.4% — 1.8% gap Estimated value of closing gap: $14M/yr at current gold price

6Shift Management Analysis

AI agent monitors mining workforce management platforms and operator practices for shift scheduling innovations, fatigue management technologies, and crew productivity optimization.

1
Track Workforce Management
/products/blog/careersPersonas
SHIFT MANAGEMENT INTELLIGENCE ════════════════════════════════════════════════════════ guardianmindsite.com — Guardian (fatigue detection) /products: SmartCap Gen3 — EEG-based fatigue monitoring /case-studies: 67% reduction in fatigue-related incidents SIGNAL: Proven fatigue tech — deploy across all haul truck operators allocate.com — Allocate Software /products: Mining roster optimization — AI-driven shift scheduling /blog: Flexible roster models improving retention by 23% SIGNAL: Roster optimization could reduce overtime costs 15% WORKFORCE METRICS: Absenteeism rate (industry avg): 6.2% Our operations: 4.8% — below average Shift changeover efficiency: 82% target 90%

7Maintenance Scheduling Intelligence

AI agent monitors predictive maintenance technology vendors and mining equipment service providers for maintenance optimization solutions, parts availability, and reliability engineering advances.

1
Track Maintenance Technology
/products/support/partnersIAB Categories
PREDICTIVE MAINTENANCE LANDSCAPE ════════════════════════════════════════════════════════ senseye.io — Senseye (Siemens) /products: Predictive maintenance v5 — mining-specific failure models /case-studies: 40% reduction in unplanned downtime at iron ore mine SIGNAL: Evaluate for SAG mill bearing failure prediction uptake.com — Uptake Technologies /products: Asset performance management for mining fleets /press: Partnership with major haul truck OEM announced SIGNAL: OEM integration — seamless data feed potential skf.com — SKF (condition monitoring) /products: New vibration analysis sensors for crusher applications SIGNAL: Upgrade crusher monitoring — current sensors end of life

8Production Forecasting

AI agent monitors mining company investor disclosures and industry databases for production guidance, grade variability data, and operational disruption signals to improve production forecasts.

1
Aggregate Production Signals
/investors/pressOpenPageRankCountries
PRODUCTION FORECAST INTELLIGENCE ════════════════════════════════════════════════════════ angloamerican.com — Anglo American /investors: Quellaveco copper output revised down 8% — water restrictions DISRUPTION: Weather-driven production cut — monitor regional rainfall goldfields.com — Gold Fields /press: South Deep production guidance raised 12% — mechanization gains /investors: All-in sustaining cost lowered to $1,180/oz SIGNAL: Mechanization success — review lessons for our operations SECTOR PRODUCTION OUTLOOK: Gold: +3% YoY | Copper: -2% YoY | Iron ore: +1% YoY Disruption events tracked: 14 active (weather, strikes, permits) Forecast confidence: High for Q1, Moderate for Q2-Q4

9Ore Grade Control

AI agent monitors grade control technology providers and assay service companies for new sampling methods, grade estimation tools, and ore-waste discrimination technologies.

1
Track Grade Control Innovation
/products/docs/case-studiesIAB Categories
GRADE CONTROL TECHNOLOGY LANDSCAPE ════════════════════════════════════════════════════════ olympusims.com — Olympus (Evident) /products: Vanta M series handheld XRF — real-time grade analysis /docs: Application note — gold grade control in open pit operations SIGNAL: New XRF model with improved detection limits — evaluate minalyze.com — Minalyze /products: Core scanner for automated geological logging /case-studies: 5x faster core analysis with machine learning classification SIGNAL: Automated core logging — reduce geologist bottleneck GRADE CONTROL METRICS: Ore-waste discrimination accuracy: Industry 92% | Ours 88% Dilution rate: Industry avg 12% | Ours 16% PRIORITY: 4% excess dilution costing ~$6M/yr — technology upgrade needed

10Operations Dashboard & Report

AI agent synthesizes all mine operations intelligence into an executive dashboard — providing leadership with real-time visibility into productivity, equipment health, safety compliance, and cost performance across the global operations portfolio.

1
Generate Operations Dashboard
/investors/press/productsOpenPageRankIAB Categories
OPERATIONS DASHBOARD — FEBRUARY 2026 ════════════════════════════════════════════════════════ PRODUCTIVITY: Operations tracked: 180 | Benchmarks updated: Weekly Fleet utilization: 74% (target 80%) | Plant recovery: 89.4% EQUIPMENT: OEMs monitored: 85 | New product alerts: 6 this month Maintenance tech: 3 vendors shortlisted for predictive trials SAFETY: Compliance alerts: 2 new regulations | Incidents below target Fatigue management: SmartCap deployment recommended
2
Generate Operations Report

Operations Report — February 2026

EXECUTIVE SUMMARY ──────────────────────────────────────── Mining operations tracked: 180 sites Equipment OEMs monitored: 85 vendors Safety jurisdictions: 28 countries Processing plants benchmarked: 62 KEY INSIGHTS Fleet utilization 4% below average — haul route optimization and trolley assist evaluation underway. Plant recovery gap of 1.8% represents $14M/yr opportunity. New proximity detection mandate requires fleet-wide audit. Predictive maintenance pilot could reduce unplanned downtime 40%.

Agent Comparison

Overview of all AI agents deployed in the Mine Operations workflow and their specific functions.

Agent NamePurposeDescriptionKey Outputs
Productivity MonitorSite Productivity TrackingMonitors mining operator domains for production metrics, throughput data, and productivity benchmarks across global operations.Production benchmarks, throughput comparisons, efficiency rankings
Equipment TrackerEquipment OEM IntelligenceTracks mining equipment manufacturer domains for new products, service bulletins, and fleet management solutions.Product alerts, maintenance advisories, fleet upgrade recommendations
Safety Compliance AgentSafety Standard MonitoringMonitors mining safety regulators and industry bodies for new standards, incident data, and compliance requirements.Compliance alerts, incident reports, regulatory change notifications
Fleet OptimizerHaul Fleet IntelligenceTracks fleet management technology providers for haulage innovations, autonomous trucking, and fuel efficiency improvements.Fleet benchmarks, cycle time analysis, fuel efficiency reports
Plant BenchmarkerProcessing PerformanceMonitors mineral processing technology vendors for plant optimization solutions, recovery improvements, and circuit design advances.Recovery benchmarks, reagent comparisons, circuit optimization reports
Shift AnalystWorkforce ManagementTracks workforce management platforms for shift scheduling innovations, fatigue management technologies, and crew optimization.Roster optimization reports, fatigue alerts, absenteeism analysis
Maintenance PredictorPredictive MaintenanceMonitors maintenance technology vendors for predictive analytics solutions, condition monitoring, and reliability engineering advances.Maintenance forecasts, downtime predictions, parts availability alerts
Production ForecasterProduction IntelligenceAggregates operator disclosures and industry data for production guidance, grade variability, and disruption signals.Production forecasts, disruption alerts, guidance comparisons
Grade ControllerOre Grade IntelligenceMonitors grade control technology providers for sampling methods, estimation tools, and ore-waste discrimination technologies.Grade accuracy metrics, dilution analysis, technology assessments
Ops SynthesizerExecutive DashboardAggregates all operations intelligence into dashboards and reports for leadership visibility and decision-making.Executive dashboards, monthly reports, strategic recommendations

Frequently Asked Questions

Common questions about AI agent mine operations workflows for mining and natural resources.

How do AI agents benchmark mine productivity against competitors?
AI agents continuously monitor 180+ mining operation domains, extracting production data from /investors pages, throughput announcements from /press pages, and technology adoption signals from /products pages. This data is normalized by commodity type, mine type (open pit vs underground), and geography to provide accurate peer benchmarking. Agents flag when competitors achieve performance improvements and identify the technologies or practices driving those gains.
What equipment intelligence do the agents provide?
The Equipment Tracker agent monitors 85+ mining equipment OEM domains for new product launches, service bulletins, firmware updates, and performance specifications. It tracks /products pages for new models, /support pages for maintenance advisories, and /case-studies for real-world performance data. When an OEM announces a product relevant to your fleet, the agent immediately compares specifications against current equipment and calculates potential productivity gains.
How does the safety compliance agent keep operations current with regulations?
The Safety Compliance Agent monitors mining safety regulators across 28 jurisdictions including MSHA, ICMM, and national regulators. It tracks /compliance pages for new rules, /docs pages for updated standards, and /press pages for enforcement actions. When a new regulation is published, the agent assesses impact against your current operations and generates a compliance gap analysis with recommended actions and timelines.
Can the agents predict equipment failures before they happen?
The Maintenance Predictor agent monitors predictive maintenance technology vendors for the latest failure prediction models specific to mining equipment. While the agent itself analyzes vendor capabilities rather than real-time sensor data, it identifies the best predictive maintenance solutions available, tracks their proven results at comparable operations, and recommends implementation priorities based on your equipment fleet and failure history.
How often is operations intelligence updated?
The AI Agent Domain Database receives quarterly full refreshes across all 102M domains. Between refreshes, change detection alerts notify agents when monitored equipment OEM, mining operator, or safety regulator domains update their /products, /press, /investors, or /compliance pages. Critical safety and production disruption signals are surfaced immediately when detected.

Top 10 Ways AI Agents Transform Mine Operations Intelligence

How domain intelligence powers next-generation mine operations and productivity optimization.

1

Real-Time Productivity Benchmarking

AI agents continuously compare your mine's throughput, recovery rates, and unit costs against 180+ tracked operations worldwide, identifying performance gaps and the specific technologies driving top-quartile results.

2

Equipment Innovation Tracking

Agents monitor 85+ OEM domains for new mining equipment releases, upgrade packages, and service bulletins — ensuring your fleet benefits from the latest productivity and efficiency improvements.

3

Proactive Safety Compliance

Safety regulation changes across 28 jurisdictions are detected and assessed for operational impact before enforcement dates, giving teams time to implement required changes without production disruption.

4

Fleet Utilization Optimization

Agents benchmark haul fleet performance against industry leaders and identify technologies like autonomous haulage and trolley assist that can close utilization gaps worth millions annually.

5

Processing Plant Recovery Gains

Plant performance is benchmarked against peers with AI agents identifying crusher upgrades, flotation optimization, and process control technologies that can close recovery gaps.

6

Workforce Optimization Intelligence

Agents track fatigue management technologies, roster optimization platforms, and workforce trends to improve shift productivity while enhancing worker safety and retention.

7

Predictive Maintenance Adoption

AI agents identify and evaluate the best predictive maintenance solutions for mining equipment, tracking vendor performance claims against real-world deployment results at comparable operations.

8

Production Disruption Early Warning

Agents detect production disruptions across the industry — weather events, labor disputes, permit delays — providing early warning signals that improve forecasting accuracy.

9

Grade Control Technology Assessment

New grade control technologies including XRF analyzers, automated core logging, and machine learning classification are continuously evaluated for their ability to reduce dilution and improve ore recovery.

10

Integrated Operations Dashboard

All operations intelligence is synthesized into executive dashboards covering productivity, equipment, safety, and costs — enabling data-driven decision-making across the mining portfolio.

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