AxiLayer AI crestAxiLayerAI™
Industries · Mining & Natural Resources

Continuous Evaluation for the AI That Drives the Haul Truck, Estimates the Orebody and Watches the Tailings Dam

AxiSentinel extends continuous AI compliance evaluation to mining companies, critical-minerals developers and upstream oil and gas operators: the AI that drives the haul truck, stops it before a collision, watches the operator for fatigue, times the blast, targets the drill hole, estimates the resource, sorts the ore and warns of movement in a tailings dam, evaluated against the mine-safety, product-safety, disclosure, due-diligence, emissions and AI rules of every jurisdiction where the material is mined, processed and sold.

$9.93B by 2032
Global AI in Mining Market, 21.1% CAGR
Aug 2025
Global Tailings Standard Conformance Deadline for Every Remaining Facility
20 Jan 2027
EU Machinery Regulation Applies, Third-Party Assessment for Machine-Learning Safety Functions
2 Dec 2027
EU AI Act High-Risk Rules for Workforce AI and Critical-Infrastructure Safety Components
Configurable
Monitoring Cadence Between Scheduled Reviews and Continuous Evaluation
What's Changing

Mining Just Became an AI Governance Problem

Mining was automating long before most industries: driverless haul trucks, autonomous drills, grade models and satellite monitoring of slopes and dams. Until recently none of it was regulated as AI. Between 2024 and 2027, product-safety law, supply-chain law, emissions law and the EU AI Act all reach the pit, the plant and the tailings facility at once.

Aug 2020
Global Industry Standard on Tailings Management Launched
Co-convened by ICMM, UNEP and PRI, the standard requires monitoring systems that manage risk at every phase of a tailings facility’s life, including closure.
May 2024
EU Critical Raw Materials Act in Force
Benchmarks for 2030: 10% of EU consumption extracted, 40% processed and 25% recycled in the EU, with no more than 65% from any single third country. Sixty strategic projects have since been selected.
Aug 2024
EU Methane Regulation in Force
Underground coal mines must measure methane continuously at source on every exhaust ventilation shaft, and oil and gas operators must run leak detection and repair programmes.
Feb 2025
EU AI Act Prohibitions Apply
Emotion recognition in the workplace is banned. Fatigue detection that infers a physical state sits outside the ban, but the safety exception does not stretch to general stress or burnout monitoring.
Aug 2025
Tailings Conformance Deadline for All Remaining Facilities
ICMM members committed to full conformance by August 2023 for extreme and very high consequence facilities and by August 2025 for all others. Conformance is taking longer than first expected.
Mar 2026
EU Sustainability Omnibus in Force
CSRD now applies to groups with more than 1,000 employees and €450M turnover, and the due-diligence directive to companies with more than 5,000 employees and €1.5B turnover, from 26 Jul 2029.
Jan 2027
EU Machinery Regulation Applies
From 20 Jan 2027, machine-learning safety functions need notified-body assessment, and autonomous mobile machinery must operate within a defined working zone under a supervisory function that can stop it.
Aug 2027
EU Battery Due Diligence Obligations Apply
Companies placing batteries on the EU market must run supply-chain due diligence on their raw materials from 18 Aug 2027, six months after the digital battery passport becomes mandatory.
Mining crossed from an operational-efficiency question into an AI governance problem the moment regulators, investors and battery makers started asking who approved the autonomy software, what the model saw before the alarm, and where the metal really came from.

The coverage gap

Equipment makers, autonomy vendors and geoscience software providers each report on their own systems. No one evaluates the whole stack, from the haul fleet to the tailings dam to the battery passport, with evidence a mine-safety regulator, a securities regulator or a battery maker would accept.

Who this page is for

  • Mining companies running autonomous haulage, drilling and dozing fleets and remote operations centres
  • Critical-minerals developers and EU Critical Raw Materials Act strategic projects
  • Upstream oil and gas operators deploying methane detection, predictive maintenance and production-optimisation AI
  • Tailings owners, Accountable Executives and Engineers of Record responsible for facility monitoring
  • Competent Persons and Qualified Persons signing resource and reserve estimates built with machine learning
  • Mining equipment makers and autonomy, sensing and geoscience software vendors selling AI into the industry
  • Metal traders, battery makers, investors, lenders and insurers relying on mine-to-market data
Global Coverage

Every rule that touches a machine, an orebody or a mineral supply chain

Mining and upstream AI sits under mine-safety law, product-safety law, securities disclosure, supply-chain due diligence, emissions law and AI-specific law, in every jurisdiction where the material is mined, processed and sold. AxiSentinel tracks every layer and builds RegDef packages the moment a rule is stable enough to evaluate against.

European Union
EU AI Act
Live Binding

The first horizontal AI law, applying in phases to the AI a mine, a processing plant or an upstream operator deploys toward its workforce and its operations in the EU.

  • Prohibitions, since 2 Feb 2025: workplace emotion recognition. Inferring a physical state such as fatigue is outside the ban; stress and burnout monitoring is not.
  • High-risk, from 2 Dec 2027: AI used for hiring, task allocation and performance monitoring of workers, and AI used as a safety component in the supply of gas or electricity.
  • AI in machinery, by 2 Aug 2028: AI built into machinery is regulated through the Machinery Regulation, with AI requirements added by delegated acts.
AxiSentinel coverage: live in the RegDef library today.
European Union
Machinery Regulation (EU) 2023/1230
In force Phased Application

Replaces the Machinery Directive from 20 Jan 2027 and is the first EU product-safety law written with machine learning and autonomous mobile machinery in mind.

  • Third-party assessment: safety components with self-evolving behaviour using machine learning, and machinery embedding them, need a notified body.
  • Autonomous mobile machinery: must travel safely within a defined working zone, with a supervisory function able to stop it, restart it or move it to a safe position.
AxiSentinel coverage: tracked, RegDef package build scheduled.
Global
Global Industry Standard on Tailings Management (GISTM)
Live Standards

Launched in August 2020 and adopted by ICMM members, with conformance due by August 2023 for extreme and very high consequence facilities and by August 2025 for all others.

  • Principle 7, monitoring: design, implement and operate monitoring systems to manage risk at all phases of the facility lifecycle, including closure.
  • Accountability: an Accountable Executive and an Engineer of Record, with facility information publicly disclosed under Principle 15.
AxiSentinel coverage: tracked, RegDef package build scheduled.
Australia, Canada & United States
JORC Code, NI 43-101 & SEC S-K 1300
Live Binding

Every public estimate of a mineral resource or reserve must rest on the work of a named professional: a Competent Person under JORC, a Qualified Person under NI 43-101 and S-K 1300.

  • AI-built estimates: machine-learning grade models and geological interpretations still need a Competent Person or Qualified Person to stand behind the data and the method.
  • Codes in revision: Canada proposed NI 43-101 amendments in June 2025 requiring data verification to be described item by item, and a new JORC Code is being finalised.
AxiSentinel coverage: tracked.
Australia & International
Safe Mobile Autonomous Mining Code & ISO 17757
Live Standards

Western Australia’s code of practice for autonomous mining, issued in 2015 and carried forward under the Work Health and Safety Act 2020, sits alongside ISO 17757:2019, the international safety standard for autonomous and semi-autonomous earth-moving and mining machines.

  • Change management: changes to autonomous system software or configuration need formal approval, post-change review and acceptance testing, with change logs kept.
  • ISO 17757:2019: safety requirements for the autonomous machine system as a whole, its hardware, software and infrastructure, confirmed as current in 2024.
AxiSentinel coverage: tracked, RegDef package build scheduled.
United States
MSHA Surface Mobile Equipment Safety Program
Live Binding

Since 17 Jul 2024, surface mines must keep a written safety program for surface mobile equipment, reviewed at least once a year.

  • Technology evaluation: operators must identify and evaluate available and emerging safety technologies, including collision warning and collision avoidance systems.
  • Silica rule on hold: compliance deadlines for metal and nonmetal mines under the 2024 silica rule are stayed pending judicial review.
AxiSentinel coverage: tracked.
European Union
Critical Raw Materials Act
Live Binding

In force since 23 May 2024 (Regulation (EU) 2024/1252), with 60 strategic projects selected inside and outside the EU in 2025.

  • 2030 benchmarks: 10% of consumption extracted, 40% processed and 25% recycled in the EU, and no more than 65% from one third country.
  • Faster permits: maximum permitting periods of 27 months for extraction projects and 15 months for processing or recycling.
AxiSentinel coverage: tracked.
European Union
Batteries Regulation & Conflict Minerals Regulation
Live Binding

Mine-to-market traceability is becoming law for the minerals that go into batteries and electronics.

  • Battery passport, from 18 Feb 2027: for electric-vehicle, light-transport and industrial batteries above 2 kWh.
  • Battery due diligence, from 18 Aug 2027: postponed by Regulation (EU) 2025/1561.
  • Conflict minerals, since 1 Jan 2021: importers of tin, tantalum, tungsten and gold follow the OECD due-diligence guidance for minerals.
AxiSentinel coverage: tracked, RegDef package build scheduled.
European Union
CSRD & CSDDD after the Sustainability Omnibus
Live Binding

The Omnibus I directive was published on 26 Feb 2026 and entered into force on 18 Mar 2026, narrowing both laws to the largest companies.

  • Sustainability reporting: groups with more than 1,000 employees and €450M net turnover, including non-EU groups above the EU turnover threshold.
  • Supply-chain due diligence: companies with more than 5,000 employees and €1.5B turnover, from 26 Jul 2029, with penalties capped at 3% of worldwide turnover.
AxiSentinel coverage: tracked.
European Union
Methane Regulation (EU) 2024/1787
Live Binding

In force since 4 Aug 2024 for oil, gas and coal producers and for importers of those fuels.

  • Coal mines: continuous source-level measurement on all exhaust ventilation shafts; venting from drainage systems banned since 1 Jan 2025.
  • Oil and gas: leak detection and repair programmes, and source-level reporting that must reach OGMP 2.0 Level 5.
  • Importers, from 1 Jan 2027: proof of equivalent monitoring at the producer, with a Commission recommendation of a three-year penalty grace period.
AxiSentinel coverage: tracked.
European Union
NIS2 Directive
Live Binding

Operators of oil production, refining and treatment facilities are listed among the sectors of high criticality.

  • OT in scope: remote operations centres, control systems and the AI connected to them sit inside the cybersecurity risk-management duty.
  • Penalties: up to €10M or 2% of worldwide turnover for essential entities.
AxiSentinel coverage: tracked.
Cross-Cutting
NIST AI RMF & ISO/IEC 42001
Live

General-purpose AI risk-management frameworks that already apply to every AI component in a mine, a processing plant or an oilfield.

  • Applies everywhere: an autonomy stack, a grade model, a fatigue camera and a methane detector are all AI systems under these frameworks.
AxiSentinel coverage: live in the RegDef library today.
Coverage

Use cases we evaluate

From a single autonomous haul fleet to a global miner’s full operating and supply-chain stack, AxiSentinel evaluates mining AI against whichever rule actually applies, wherever the site, the operations centre and the data sit.

Autonomous haulage system safety evidence
Interventions, stops and near misses logged per truck and per software version, the record a regulator or notified body will ask for.
Collision warning and avoidance performance
Missed-detection and false-alarm rates tracked by vehicle type, light, dust and weather, evidence for MSHA’s technology evaluation duty.
Autonomous drilling and dozing evaluation
Positioning accuracy, exclusion-zone compliance and stop events monitored across every autonomous rig and dozer.
Autonomy software change control
Each software or configuration change tied to its approval, post-change review and acceptance test, as Western Australia’s code expects.
Operator fatigue and drowsiness detection
Evidence that the system infers a physical state, not emotions, keeping it outside the EU workplace emotion-recognition ban.
Worker proximity and PPE vision AI
Detection rates for people near moving equipment and missing protective equipment, verified on site footage.
Drill-and-blast optimisation
Fragmentation, vibration and flyrock predictions compared with measured outcomes after every blast.
Mineral exploration targeting
Prospectivity models documented with training-data lineage, so a target can be explained before money goes into the ground.
AI-assisted resource estimation
Model lineage and data-verification evidence a Competent Person or Qualified Person can rely on when signing the estimate.
Ore sorting and grade-control accuracy
Sensor-based sorting decisions reconciled against mill and assay results, with drift flagged early.
Tailings dam monitoring and early warning
Piezometer, survey and satellite-radar anomaly models tested for missed signals, with every alert and response evidenced under GISTM Principle 7.
Tailings disclosure data integrity
Signed provenance for the facility data published under GISTM Principle 15.
Predictive maintenance for fleets and plant
Failure predictions for haul trucks, crushers, mills and conveyors scored against actual failures.
Underground ventilation and gas monitoring
Continuous methane measurement on ventilation shafts evidenced for the EU Methane Regulation.
Methane detection and leak detection in oil and gas
Detection-model sensitivity and missed-leak rates tracked against survey results and repair records.
ESG and CSRD data pipelines
Emissions, water and safety figures traced from sensor to report, with any AI-estimated value flagged.
Supply-chain due diligence and traceability
Screening and risk-scoring models evidenced against OECD guidance, the Conflict Minerals Regulation and battery due diligence.
Battery passport data provenance
Mine-origin and processing data feeding the EU battery passport, chained and signed from the first data point.
Critical raw materials project reporting
Strategic-project data and permitting milestones evidenced for the Critical Raw Materials Act.
OT and remote operations centre security
Access, change and anomaly evidence for the control systems and AI that run sites from hundreds of kilometres away.
Rostering and workforce performance AI
Shift allocation and performance-monitoring algorithms checked against EU AI Act high-risk duties applying from 2 Dec 2027.
Human oversight-gap scoring for autonomous operations
How much human judgment sits behind each automated stop, restart and override.
Third-party autonomy and OEM software provenance
Version and update tracking for the autonomy, sensing and geoscience software a mine buys in.
For Investors

An assurance category mining AI has never had

Mining runs some of the most automated heavy equipment on earth, and the rules governing that automation, the minerals it produces and the data it generates are arriving between 2024 and 2027. AxiSentinel’s architecture already does this for software AI; mining is a new RegDef surface on the same platform, not a new product.

$2.60B → $9.93B
Global AI in Mining Market
2025 to 2032, 21.1% CAGR (MarketsandMarkets).
67%
ICMM Member Tailings Facilities in Full GISTM Conformance
Of 836 facilities in 2025 disclosures; over 80% for extreme and very high consequence facilities.
20 Jan 2027
EU Machinery Regulation Applies
Notified-body assessment for machine-learning safety functions and supervisory controls for autonomous mobile machinery.
18 Aug 2027
EU Battery Due Diligence Obligations Apply
Six months after the battery passport becomes mandatory on 18 Feb 2027.
$254.4B → $306.1B
Global TIC Industry, the Parent Market
3.8% CAGR (MarketsandMarkets).
Patent Pending
Four layers: patents, trade secrets, copyright and contract.

The commercial logic, stated plainly

  • Mining automated before it was regulated as AI: autonomous haulage, drilling and grade models have run for years under general safety law. The Machinery Regulation and the EU AI Act now name machine learning directly.
  • Evidence is the defense: after a collision, a slope failure or a restated resource, the question is what the system knew and when. A signed, continuous record is exactly what AxiSentinel produces.
  • A named person already signs: Competent Persons, Qualified Persons and Engineers of Record put their names to the outputs of models they often did not build. Model evidence gives them something to rely on.
  • Traceability is becoming law: battery passports, battery due diligence and conflict-minerals rules all reach back to the mine, and the data that feeds them increasingly comes from AI.
  • Same platform, new asset class: RegDef packages for autonomous fleets, tailings monitoring and mineral supply chains slot into an architecture already live for software AI, no separate product build required.
  • TIC industry precedent: a $254B+ inspection and certification industry has never had a platform for continuous AI assurance across autonomous fleets, tailings facilities and mineral supply chains.

The honest risk picture

  • Accreditation in process.
  • Mining-specific RegDef packages are tracked, not yet built. Machinery Regulation, GISTM, autonomous-mining and battery due-diligence evidence packages depend on harmonised standards, delegated acts and industry guidance outside AxiLayer’s control.
  • The legal landscape is still moving. The Sustainability Omnibus narrowed CSRD and CSDDD in 2026, Methane Regulation importer duties face a recommended penalty grace period, the US silica rule is stayed in court, and the JORC Code and NI 43-101 are both being revised.
Market figures are drawn from third-party research houses whose scope definitions differ materially; ranges are presented rather than point estimates. Regulatory descriptions are summaries for orientation, not legal advice. Nothing on this page is an offer to sell securities.