53
deaths at South African mines by 12 October 2026, already more than the 41 recorded in all of 2025.
Minerals Council SA, via Mining Weekly
Technology · Industry · Mining · South Africa
Safer mines,
more tonnes.
N³ Innovations is a South African mining company. We use AI and sensor intelligence to find the warnings and delays already in a mine's own data, put a rand value on each one, and make sure the right person acts. Our work covers operating mines, closure and rehabilitation, and mine development.
Decision support
Our software advises people. It never controls equipment.
Read-only by design
We read copies of your data. Nothing we install connects to PLCs or SCADA.
Evidence first
Every engagement starts with a problem measured at your operation.
Vendor-neutral
We work with the radios, sensors and systems you already own.
Why now
South African mining is under pressure on safety and output at the same time.
Better information saves lives and money together. Four figures make the case.
−12.7%
mining production in August 2026 against August 2025, the largest year-on-year fall since October 2022.
Stats SA, 13 October 2026
15
fall-of-ground deaths in 2025, up from 12 in 2024, in a year when total deaths reached a record low.
Miningmx, February 2026
6.2%
of South Africa's nominal GDP in 2025 came from mining, a total of R477.1 billion.
Minerals Council SA, via Engineering News
MHSA Chapter 8 · Level 9
Regulation already expects machines and people to communicate. Since December 2022, diesel trackless mobile machines must slow down and stop on their own when the operator does not act. A system like that is only as good as the information it acts on.
The first problem we solve
Mines already collect the warnings. Too often, they do not reach the right person in time.
Condition-monitoring reports, alarm logs, maintenance records and shift reports can point to a failure before it happens. Each sits in a different system, inbox or spreadsheet, so by the time someone connects them, the pump has failed or the shift has ended.
Each large vendor owns one source of data: the machines, the sensors, the historian or the work-order system. Nobody neutral owns the step between "a warning exists" and "the right job is done on time". That step is where we work.
PDF reportsEmailSpreadsheetsWhatsApp groupsPaper shift logsSCADA alarm lists
- Q1
Where does information fail?
A call that does not get through, a report that arrives late, a warning nobody sees, a handover that drops a detail.
- Q2
What does each failure cost?
Lost production time, delayed response, repeat work, exposure to a hazard and hours of manual reporting, counted in the mine's own figures.
- Q3
What would fix it, and what must the fix connect to?
The radios, networks, sensors, software and people that any fix depends on.
Services
Six services that turn a mine's own data into safer shifts and more tonnes.
Each service works with the systems a mine already owns, starts from a baseline the mine agrees to, and reports its results in the mine's own numbers.
Operational diagnostics
We find where information breaks down across your operation and what each breakdown costs.
- A ranked register of problems, each with a rand value
- A map of how information flows between departments
- A recommended first fix, with its baseline
Measured byA problem register your managers agree with, priced in rand
Maintenance intelligence
Every condition-monitoring finding, alarm and inspection note in one ranked list, tracked until the work is done.
- One warning queue, linked to your asset register
- Rand-at-risk ranking, overdue and repeat-failure alerts
- A monthly value report your finance team can audit
Measured byFindings closed on time, and failures that had an earlier warning
Data integration and reporting
We connect the systems you already run and take the manual work out of reporting.
- Read-only links to your CMMS, historian, SCADA exports and spreadsheets
- Automated shift, production and safety reports
- One trusted set of numbers for management
Measured byHours of manual reporting removed each week
Communications and connectivity
A vendor-neutral view of where radio and network coverage fails underground and in the pit, and what each gap costs.
- A coverage map of dead zones and delays
- An inventory of systems and the data they hold
- Prioritised recommendations that name no vendor
Measured byDelays to calls and alarms in the areas that matter most
Energy and compressed-air analytics
Live energy baselines that show where electricity is wasted, as tariffs keep rising.
- kWh-per-tonne baselines by area and shift
- Detection of compressed-air leaks and misuse
- Scheduling advice for peak tariff periods
Measured byEnergy cost per tonne
Water and closed-mine monitoring
Continuous visibility of water levels, decant and closed workings between site visits.
- Water balance and support for licence reporting
- Alerts on changes in level, quality and decant
- Monitoring of closed shafts for subsidence and illegal access
Measured byTime from a change on site to the person who must act
Every service reads data without changing it, names no vendor, and supports decisions rather than making them. Nothing we install controls equipment or connects to PLCs or SCADA.
How we work
Assess, prove, then run. Every engagement is measured.
We do not sell a platform and hope it fits. We measure the problem at your operation, prove the fix against a baseline, and then run it as a supported service.
-
Stage 1
Assess
On siteWith your teamsWe work alongside your people to find where information breaks down, and rank each problem by safety risk, production impact and cost to fix.
You receiveA ranked problem register and a recommended first fix, with its baseline.
-
Stage 2
Prove
One use caseMeasured baselineWe deploy the fix on read-only data, with your own staff approving every action it recommends.
You receiveA measured improvement against the baseline, valued with your finance team.
-
Stage 3
Run
Per-site subscriptionThe proven service runs on your site, connected to your maintenance and reporting systems, and extends to the next problem on the register.
You receiveMonthly reporting on closure rates, lead times, false alarms and the rand value agreed with you.
Mines can start at any stage. Where a problem is already clear, we go straight to proving the fix.
Our technology
N³ Action Ledger: every warning, ranked in rand and tracked to closure.
The Action Ledger is the software at the centre of our maintenance intelligence service. It brings the warnings a plant already has together in one list of actions, and shows what each one puts at risk, who approved it, and whether the work was done in time.
CM reportsOil, vibration, thermography
SCADA alarmsTrip and alarm logs
HistorianRead-only replica
CMMSWork orders, assets
Site agent in the DMZRead-only. Outbound HTTPS only. Never connects to PLCs or SCADA.
AI · language modelsLink each warning to an assetExtracts the fault, severity and recommended action from reports and work-order text, and matches tags to the asset register.
AI · anomaly detectionRank by rand at riskAsset criticality × severity × the mine's value per hour, checked against historian trends.
A planner approvesEvery item shows the report page, trend or work order it came from.
Work order raised in the CMMSExported by the planner. No automatic writes.
Closure and value trackedOverdue alerts, repeat failures and a monthly report in rand.
Outcomes feed back into the ranking.
What it gives a plant
- One queue for every warningCondition-monitoring findings, alarms and inspection notes in one place, linked to the right asset.
- Priorities in rand, not opinionsRanking uses the mine's own value per hour, so engineering and finance read the same number.
- Nothing slips between meetingsOverdue and repeat-failure alerts show what was seen but not done.
- Evidence for every decisionEach item links to its source, so a reliability engineer can check the reasoning.
- A value report the CFO can auditEach month: findings closed on time, failures that had a warning, hours saved.
- No new hardwareIt runs on data the mine already collects, so deployment takes weeks and needs no capital project.
Where AI earns its place
We use AI where it does work a person cannot do at scale, and plain software everywhere else.
| Task | What the AI does | What stays plain software |
|---|---|---|
| Reading condition-monitoring reports | Language models extract the asset, fault mode, severity and recommended action from PDFs and free-text work orders. | Storing the finding, its due date and who owns it |
| Matching tags to assets | Fuzzy matching links names such as "Pump 4 DE bearing" to the right entry in the asset register. | The asset register itself, which stays in the mine's CMMS |
| Checking a warning against plant data | Anomaly detection on historian tags (current, temperature, vibration) shows whether a trend supports the finding. | Thresholds, alarms and trend charts |
| Writing the weekly summary | A draft summary of open risks, which a planner edits and approves. | Overdue lists, closure rates and the rand calculation |
- Decision support onlyNo model writes to a PLC, SCADA setpoint or permit system.
- Every output shows its evidenceThe page, trend or work order it came from.
- A person approvesNothing becomes a work order without a named approver.
- We publish our missesFalse-alarm rates and lead times are reported, not hidden.
- Data stays where the mine allowsOn-site or South African hosting. We send no plant data to a public AI service without written consent.
Security and OT
Built to pass a mine's IT and OT security review.
A mine is not an office network, and a cyberattack can stop a plant. Our design keeps us out of the control layer entirely.
Hosting
N³ serviceSouth African cloud region, or a server at the mine
↑ outbound HTTPS only
Levels 4–5
Business ITCMMS, email, reports
DMZ
N³ site agentReads exports and a historian replica. Accepts no inbound connections.
Level 3
Site operationsHistorian, alarm logs
Levels 0–2
ControlPLCs, SCADA, field devices
- Read-onlyWe read copies and exports. We never write to plant systems.
- No inbound accessThe site agent connects out. No vendor remote sessions are needed.
- Out of the control layerNothing we install touches PLCs, SCADA or field devices.
- Data sovereigntyHosting in South Africa or on the mine's own server, with the same software.
- POPIA by designNames in work orders are pseudonymised on arrival. Access is by role.
- Works offlineThe agent buffers data and syncs when the link returns.
Across the mine life cycle
From operating mines to closure and new projects.
The same data discipline that makes an operating mine safer and more productive also guides how a site is closed, rehabilitated and brought back into production.
-
Operate
Operating mines and plants
Our six services help operating mines, processing plants and contractors act on the warnings in their own data: fewer unplanned stoppages, faster response and lower cost per tonne.
Who we work withMine and plant managers, engineering and maintenance teams, contractors.
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Close and rehabilitate
Closure and rehabilitation
We bring the same monitoring to closed and derelict sites: water, decant, subsidence and illegal access tracked and reported, so rehabilitation is planned on evidence and its progress can be shown.
The Department of Mineral and Petroleum Resources puts the closure cost of derelict and ownerless mine sites at about R51.5 billion, R8.6 billion of it for high-priority sites (parliamentary reply, October 2026).
Who we work withMine owners, the state, and environmental and rehabilitation specialists.
-
Develop
Mine development
We assess and develop mining opportunities, with a focus on mines under care and maintenance, where existing infrastructure lowers the cost of returning to production.
The Minerals Council has recommended opening derelict mines and the more than 30 mines under care and maintenance to junior miners (Daily Maverick, April 2026).
Who we work withRights holders, investors and experienced mining partners.
For partners and funders
A disciplined route from a measured mine problem to recurring revenue.
Our model is capital-light and measured at every step. Each site adds data, references and recurring revenue, and our services business funds the move into rehabilitation and mine development.
- NeedSafety and output are both slipping53 deaths by mid-October 2026 against 41 in all of 2025, and production down 12.7% year on year in August 2026.
- MarketAI in mining is growing fastMarketsandMarkets forecasts growth from USD 2.60 billion in 2025 to USD 9.93 billion by 2032 (source).
- CapitalNo hardware to buildWe read data that mines already collect, so our services need engineers, not capital equipment.
- AccessDesigned to pass security reviewRead-only, outbound-only software gives a mine's IT and OT teams far fewer reasons to say no.
- ChannelPartners, not rivalsCondition-monitoring providers and automation integrators already work on site and produce much of the evidence we use. That makes them natural resellers.
- DisciplineEvery stage has a gateAssess, prove and run each have a pass mark set in advance. If the evidence says stop, we stop.
Plan · reviewed at every gate
Milestones to 2028 and beyond.
- Q1 2027
Client engagements
Operational diagnostics at mid-tier mines, processing plants and contractors. Partner and funder meetings at Mining Indaba, Cape Town, 8 to 11 February 2027.
Gate: a ranked problem worth fixing - Q2 2027
Paid deployments
Maintenance intelligence on read-only data, measured against each site's baseline.
Gate: measured improvement, valued with finance - H2 2027
Recurring contracts
Per-site subscriptions across a second commodity and a mining contractor, an independent penetration test and a reseller partner.
Gate: renewals and written references - 2028
Scale
Multi-site customers, the energy module, and a first market outside South Africa, starting with Zambia's Copperbelt.
Gate: three or more paying sites - Beyond 2028
Rehabilitation and development
Rehabilitation contracts and mine development projects, delivered with specialist partners.
Gate: contracts and rights secured
Mines and plantsMid-tier operations, processing plants and contractors that want measurable gains in safety and output.
Technology partnersCondition-monitoring providers and automation integrators already working on site.
Rehabilitation partnersEnvironmental and rehabilitation specialists to deliver with us on closed and derelict sites.
Funding partnersGrant funders, development finance and investors to fund growth across sites.
What the research taught us
Technology wins in mining when it starts with a measured problem on site.
We studied 14 companies and projects, from Komatsu's autonomous haulage to platforms that spent billions before proving a single use case. These rules come from that work.
- Problem first, product laterWe find and measure problems before we build anything.Lesson from GE Predix and Argo AI
- Mining people in the roomWe work alongside each mine's own staff and experienced mining practitioners.Lesson from Plotlogic and KoBold Metals
- One use case, proven, before a platformWe recommend one fix at a time, proven against a measured baseline.Lesson from GE Predix and Komatsu FrontRunner
- No AI claims we cannot showEvery figure we report traces back to a data source or an interview at the mine.Lesson from Builder.ai and IBM Watson Health
- Plan for integration and peopleLevel 9 shows that technology alone does not change outcomes.Lesson from Rio Tinto AutoHaul
- Work with what the mine already hasAny fix must connect to the radios, networks and systems in use.Lesson from Newtrax
- Earn trust on the floorWe brief organised labour and health and safety representatives before we start.Lesson from Nautilus Minerals
What our technology will never do
- Control equipment, or write to PLCs and SCADA
- Take the place of certified safety systems such as collision avoidance
- Replace a mine's CMMS, historian or fleet system
- Grow into a large platform before one module has proven its value
- Use AI where a spreadsheet would do just as well
- Make a claim we cannot show with the mine's own data
The founders
Three co-founders who start in the mine, with the people who do the work.
N³ (N-cubed) Innovations takes its name from its three founders, whose first names all start with N.
Nkanyiso Gracious Maqubela
Co-founder · Partnerships and stakeholders
Neo Magubane
Co-founder · Operations and software
Nkululeko Mdluli
Co-founder · Technology and data
Contact us
Find out where your mine loses time, tonnes and safety margin.
Mines: tell us about your operation and the problem you most want solved, and we will propose the right service. Partners and funders: ask for our plan and we will arrange a meeting.
- Contact
- Nkanyiso Gracious Maqubela
- qhubela_nk@live.com
- Phone
- 071 598 3895