Mining Operations

AI for Mining Operations

TMI builds the operational infrastructure mining companies need to prevent equipment failures before they happen, keep safety compliance current without manual overhead, and get production intelligence that tells you what is happening on site right now - not what happened last shift.

Start with The Audit - $997 →
$1.7T
Global mining industry
30-50%
Cost reduction with predictive vs reactive maintenance
$450K
Per day in downtime costs at large mines
$150B
Annual cost of safety incidents globally
What TMI Builds

Six systems. Built for mining operations.

Custom infrastructure that connects equipment health, safety compliance, shift coordination, and production intelligence into one operating layer your site supervisors can actually use.

Equipment

Equipment Health Monitoring

Connects to sensor data from haul trucks, draglines, crushers, conveyors, and drills to track health status in real time. Equipment health scores update continuously. Maintenance teams see which assets need attention before they get a call from the operator. Dashboard views by asset, by area, and by fleet give supervisors what they need without digging through separate systems.

Maintenance

Predictive Failure Detection

Builds failure models against your specific equipment and operating conditions - vibration signatures, oil analysis trends, load cycle counts, temperature deviations. When sensor patterns start trending toward failure, the system generates an alert with a recommended maintenance window before the machine goes down. Catching a failure 72 hours early costs a fraction of an unplanned shutdown.

Safety

Safety Compliance and Incident Reporting

Tracks MSHA certifications, safety training records, equipment inspection completion, and regulatory filing deadlines automatically. Incident reports are digitized and structured for regulatory submission. Safety trends are reported by shift, crew, and location. When patterns start emerging, they surface in the dashboard before they become incidents - not after a regulatory review.

Operations

Shift Coordination and Handoff Automation

Generates structured handoff reports at the end of every shift by pulling equipment status, production totals, safety flags, and open maintenance items automatically. Incoming supervisors get a complete operational picture without relying on verbal briefings. Critical equipment issues escalate automatically so they do not get lost in the transition between shifts in a 24-hour operation.

Production

Production Intelligence and Cycle Analysis

Tracks cycle times, haul efficiency, crusher throughput, and shift-over-shift production trends in one dashboard. Identifies bottlenecks - whether a slow haul cycle is equipment, a road condition, or an operator pattern - and surfaces them for supervisors. You see what is happening right now and what is causing variance, not just a report of what happened last week.

Assets

Remote Site and Asset Tracking

Provides asset location and status tracking across large remote sites, including support for intermittent connectivity environments. Critical alerts reach supervisors via SMS fallback when satellite or cellular connectivity is limited. Asset utilization data identifies idle equipment and over-scheduled machines before utilization problems compound into availability issues.

How TMI Compares

Built for your mine site. Not a generic analytics platform.

Capability TMI Uptake Hexagon Mining Generic CMMS
Predictive failure detection per machine Models built to your equipment and conditions Analytics - manual action required Fleet management focused Reactive work orders only
Safety compliance with MSHA tracking Auto-tracked, auto-reported, escalation built in Not available Partial - safety incident reporting Not available
Automated shift handoff reports Generated from live operational data Not available Not available Manual forms only
Remote site / intermittent connectivity support Local processing with SMS fallback alerts Requires reliable connectivity Partial - depends on module Cloud-dependent
Production cycle time intelligence Real-time cycle analysis with bottleneck identification Reporting available - manual analysis Production planning tools Not available
Surface and underground support Both - different systems per environment Surface-focused Both with separate modules Surface only typically
Custom-built vs off-the-shelf Built for your site and equipment fleet Generic analytics platform Generic mining platform Generic CMMS
Implementation timeline 8-14 weeks 12-20 weeks 16-30+ weeks 4-12 weeks
How It Works

Three steps from audit to live mine operations intelligence.

01

The Audit - $997

We map your equipment fleet, identify your highest-cost downtime risks, review safety compliance gaps, and assess your current data infrastructure. For mining operations, the Audit takes two to three weeks given site complexity. You get a full operational risk assessment and a prioritized build plan before any significant investment is committed.

02

Build

TMI builds predictive maintenance models against your specific equipment and operating conditions, integrates with your existing data systems, and constructs the safety compliance, shift coordination, and production intelligence layers. Four to eight weeks depending on fleet size and integration complexity. Every system is built to your site - not a generic mining template.

03

Install and Hand Off

Systems are commissioned on site. Supervisors, maintenance leads, and safety teams get trained on the controls. One to three weeks depending on site logistics. Predictive models improve over the first 60 to 90 days as they learn your specific equipment patterns. You own the infrastructure - no ongoing per-seat fees or vendor lock-in.

FAQ

Questions about AI for mining operations.

TMI builds the systems that connect equipment monitoring, safety compliance, shift coordination, and production intelligence into one operating layer. At most mines, these functions run in separate systems or not at all - equipment health lives in one tool, safety records live in another, shift handoffs happen verbally. The Audit phase identifies which gaps are costing the most - typically unplanned equipment downtime and safety compliance exposure - and TMI builds the infrastructure to close them.

TMI builds models that monitor sensor data from haul trucks, draglines, crushers, conveyors, and other heavy equipment - vibration, temperature, oil analysis trends, load cycles - and detect failure signatures before breakdowns happen. Mining equipment failures cost $250K to $450K per day in downtime at large operations. Catching a failure 72 hours in advance allows scheduled maintenance during a planned window rather than an emergency shutdown during peak production.

Yes. TMI builds systems that operate at remote sites with intermittent connectivity. Critical data is processed locally and synced when connectivity is available. High-priority equipment alerts are delivered via SMS as a fallback when broadband is unavailable. The architecture is designed for the actual connectivity reality of remote mining operations - not the assumption of reliable cloud access that most enterprise platforms require.

TMI builds safety compliance systems that track certifications, training records, equipment inspection completion, and regulatory filing deadlines automatically. Incident reports are digitized and structured for MSHA regulatory submission. When MSHA or other regulatory bodies request records, they are produced from the system in minutes rather than assembled manually. Safety trends by shift, crew, and location are reported continuously so management can act on patterns before they become incidents.

Shift coordination automation generates structured handoff reports at the end of every shift by pulling equipment status, production totals, safety flags, and open maintenance items automatically. Incoming shift supervisors get a complete operational picture without relying on verbal briefings or the outgoing shift remembering to document everything correctly. In a 24-hour operation, information gaps between shifts compound into production losses that no one can trace back to a source.

Both. Surface operations get haul cycle analysis, fleet-wide equipment health monitoring, and dust and environmental compliance tracking. Underground operations get ventilation monitoring integration, proximity detection data feeds, and confined space safety compliance workflows. The Audit phase determines which systems apply to your specific operation and site conditions before any build work begins.

Production intelligence tracks cycle times, haul efficiency, crusher throughput, and shift-over-shift production trends in one dashboard. The system identifies bottlenecks - whether a slow haul cycle is an equipment issue, a road condition, or an operator pattern - and surfaces them for supervisors before the end of the shift. You move from managing what happened last week to seeing what is driving variance right now.

Most mining operations are fully operational in 8 to 14 weeks depending on site complexity and the number of assets being monitored. The Audit takes two to three weeks given the complexity of most mining environments. Build runs four to eight weeks. Installation and commissioning on site takes one to three weeks. Remote site deployments require additional logistics planning that is scoped during the Audit phase.

Every engagement starts with The Audit at $997. For mining operations, the Audit produces a complete equipment risk assessment, safety compliance gap analysis, and a prioritized build plan. Full project scope is determined after the Audit based on fleet size, site complexity, and the systems prioritized. Most mines recover the project cost from a single prevented major equipment failure - at $250K to $450K per day in downtime, one prevented event typically returns multiples of the project investment.

Uptake and similar analytics platforms provide insights your team has to act on manually. TMI builds the infrastructure that acts. Maintenance alerts do not just notify - they generate work orders and update parts inventories automatically. Safety compliance does not just track - it escalates violations and generates regulatory submissions. TMI is built around your specific equipment fleet, site environment, and operational requirements, not a generic mining analytics template your team has to interpret and then act on separately.

Get Started

Start with The Audit.

Two to three weeks. A complete equipment risk assessment, safety compliance gap analysis, and a specific build plan for your mine site. $997 - applies toward your project if you move forward.

Start with The Audit - $997 →
Explore Further

Related pages

Industry Mining Industry Page →Systems Predictive Maintenance System →Systems Compliance & Reporting System →Field Notes Predictive vs Reactive Maintenance →Get Started Start with The Audit →