Catch problems in your mine
before they cut production.

The only mining AI that uses your existing data to increase production, catch safety risks, and manage MSHA compliance.

Reduceunplanned downtime

Realm in action

See how Realm works at your mine

From conveyor monitoring to shield maintenance, see how Realm turns existing mine data into practical action.

Watch the film · 1 min 40 sec

Why operators trust Realm

“Realm is a game changer for Oak Grove, materially improving both safety and productivity.”
Oak Grove
Mäns LarssonCEO at Oak Grove
“Having an AI top layer that continuously monitors our critical components is a real game-changer. This allows us to diagnose, intervene, and address issues more effectively to get us back up and running sooner.”
Oak Grove
Matt MartinManager of Special Projects at Oak Grove

AI tailored to your mine. Realm turns signals from your existing cameras and control systems into fewer stoppages, fewer violations, and more productive shifts.

01Prevent conveyor downtime

Conveyor Belt Monitoring

Conveyor problems can develop between inspections and go unnoticed until they damage equipment. Realm monitors each belt continuously and alerts operators when conditions need attention.

uptimesafetyconveyors
Camera · Belt 03Illustrative example
Edge outside baseline

Belt drift detected

Maintenance team · inspect alignment

02Keep active cells producing

Flotation Performance

Froth changes appearance long before assay results show a problem, and nobody can watch every cell all shift. Realm reads bubble size, froth velocity, and stability on every cell and flags drift or lost flow so operators can adjust reagents before recovery falls.

processingrecoveryflotation
Camera · Cell 04Illustrative example
Coarser bubble pattern
Cell 04Bubble texture · review flagged

Froth pattern changed

Control room · review cell conditions

03Prioritize the right inspections

Equipment Maintenance

Realm analyzes longwall shield pressure readings to flag potential hydraulic faults and help crews prioritize inspections. Maintenance teams can review the evidence for each shield and focus attention where it’s needed.

maintenancehydraulicslongwall
Maintenance · Pressure analysisIllustrative example

Find the shield that needs attention

Longwall shields · pressure review

Five illustrative hydraulic roof supports, with Shield 07 selected for review0506070809

Shield 07 · Leg pressure

Relative pressure
Illustrative shield leg-pressure tracesThe solid orange Leg A trace repeatedly drops and recovers while the dashed Leg B trace stays steady. Repeated pressure cycling prompts a potential-fault review, not a confirmed diagnosis.

Repeated pressure cycling

Review the evidence with the maintenance crew

Potential hydraulic fault · Shield 07

Prioritize inspection of the leg and hydraulic circuit

04Prevent accidents

Hazard Zone Monitoring

A worker can enter a danger zone for seconds without anyone seeing it. Realm catches the entry in real time so safety teams can intervene before anyone gets hurt.

safetycompliance
Camera · Transfer accessIllustrative example
Person inside restricted zone
Configured restricted zone

Restricted-zone entry

Supervisor · review access alert

05Stop losing cutting time between passes

Longwall Shift Performance

Realm compares turnaround and dwell time across shifts, revealing where slow turnarounds cut into production.

coalundergroundlongwallOT
LONGWALL · SHIFT REVIEWIllustrative example

Between cutting passes

Same cutting time. Longer turnaround.

Longer turnaround on Shift B

Review the gap between cutting passes

06Stop chasing citations across systems

Citation IQ

Realm puts deadlines, repeat conditions, regulations, and precedent in one place so teams can terminate citations faster and prevent repeats.

safetycompliance
Citation AnalyticsSpot trends in violation types, negligence levels, and repeat conditions across your history
Historical LookbackSimilar citations surfaced from 30 years of MSHA enforcement and FMSHRC decisions
Regulatory GuidelinesCFR sections, Mine Act references, and policy Q&A linked automatically to each citation
Explore Citation IQ
CITATION IQ · DOCUMENT INTAKEIllustrative example

01 · Paper / PDF

Citation / order

Inspection record · 0042
LocationBelt line
Condition observed

Accumulated coal dust beneath the belt.

Abatement due

Today · 14:00

02 · Enriched record

Citation #0042

Open
Condition
Coal dust buildup
Abatement due
Today · 14:00

Added context

  • Similar citations linked
  • Regulatory context attached
Safety lead For review

A document becomes actionable context

Source details, related history and regulations in one record

07Automated Reports

Preshift Safety Briefings

Realm delivers comprehensive safety briefings to your team before every shift — covering inspector activity, citation status, enforcement trends, and compliance metrics. Zero manual effort.

safetycomplianceMSHA
Preshift BriefingsAutomated daily reports delivered before shift change with full situational awareness
Citation TrackingEvery citation tracked from issuance through termination with deadline alerts
MSHA BenchmarksYour enforcement metrics benchmarked against district and national averages
SAFETY BRIEFING · DAY SHIFTIllustrative example

Ready for handover

06:00
Priorities
02
New citation
01
Owners
02
  1. Check belt-line cleanup

    Maintenance lead · Due 14:00

  2. Review detector calibration

    Shift supervisor · Before shift

Two priorities for the next shift

Clear actions, owners and deadlines in one briefing

08Coach the right workers

PPE Compliance

Instead of reminding the entire crew, weekly reports show which workers and PPE types drive repeat violations.

safetycompliance
Camera · PPE reviewIllustrative example
Hardhat not detected
Worker ALast 3 shifts
  1. Mon: hardhat not detected
  2. Tue: hardhat not detected
  3. Wed: hardhat not detected

Repeated missing-hardhat observations

Supervisor · targeted coaching

09Turn a six-hour callout into one hour

SCADA Early Warning

Text the right person the moment sensor data trends toward a critical limit, so nobody loses hours to phone tag at 3 in the morning.

uptimesafetyOT
SCADA · DRIVE 03Illustrative example
89°CCurrent reading
2-hour history
Conveyor drive temperature historyIllustrative readings rise from 62°C at 10:00 to 89°C at 12:00, below the 95°C critical limit. The rising trend prompts a maintenance notification before the limit is reached.10:0011:0012:00Critical limit · 95°C

SMS → Maintenance lead

Drive 03 · Check rising temperature

Temperature trending high

Maintenance lead notified

works with anysystem

Realm connects to your existing data sources — CCTV cameras, SCADA, drones, data lake, ERP, document stores, and more. Our engineering team handles integrating your systems with our AI platform to get you started quickly.

A clear path from day one

What to expect when your mine onboards to Realm.

Week 1

Plug in.

  • Our engineers connect to your cameras, SCADA, and data systems — you keep running, we start watching
  • Computer vision models begin learning your site: faces, equipment, zones, PPE configurations
  • Every MSHA citation your operation has ever received is ingested, parsed, and ready for analysis

Week 2

Go live.

  • Real-time PPE and safety detections are active across your mine — every shift, every camera
  • Your prep plant flotation cells are monitored for suboptimal separation states
  • A safety briefing lands in your inbox before the first shift starts — inspections, violations, accidents, all summarized

Week 4

Data speaks.

  • 24/7 AI monitoring is operational — your cameras now see what your safety team cannot cover alone
  • A month of detection data reveals patterns no manual walk-through would catch
  • You have hard numbers: incidents flagged, response times shortened, compliance gaps closed

FAQ

Common questions from operations and safety teams evaluating Realm.

Nothing new. Realm connects to your existing cameras, sensors, and SCADA through secure, read-only integrations. No rip-and-replace. First use case typically goes live in under 30 days.

Realm is trained on real underground footage - dust, water, low light, belt spray. The system adapts to each site's conditions over time and incorporates operator feedback to reduce false positives. Production-proven at large, active underground coal operations.

Yes - through read-only data flows only. Realm ingests sensor and SCADA data to deliver insights to operators. It never writes to controls or modifies OT systems. Your existing architecture stays exactly as-is.

Most sites start with safety - catching at-risk behaviors and PPE violations that would otherwise go unnoticed. From there, teams typically expand into asset monitoring and plant optimization. Early wins usually show up within the first 30 days.

Realm delivers alerts through the channels your team already uses - email summaries, dashboards, and direct notifications to supervisors. Every alert includes visual evidence and context so the person receiving it can act immediately.

Realm fuses video and sensor data to filter noise before an alert ever reaches your team. Operators can flag incorrect detections directly, and the system learns from that feedback. False positive rates drop significantly in the first weeks.

All data stays within your environment or in a dedicated, encrypted cloud instance - never shared across sites or with third parties. Realm is designed to meet the security requirements of critical infrastructure operators.

Realm is a single platform that spans safety monitoring, asset health, plant optimization, and regulatory compliance. Most sites start with one use case and expand as they see results - the same infrastructure supports all of them.

Redefining Mining Intelligence

Realm's founders have built powerful software systems for international corporate and government clients.

Cofounder

Eugene
Marinelli

image

Previously founder and CTO of Blend, a billion-dollar publicly traded fintech company. Early engineer at Palantir.

Cofounder

Myles
Recny

image

Previously cofounder of Even, a financial platform acquired by Walmart. Senior strategist at Palantir.

topology
Investors
Conversion Capital
8VC
Narya
Alt Capital
Ravelin Capital

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