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Stabilize Throughput Before It Hurts Recovery


NTWIST detects early signs of circuit drift using real-time data and predictive models - giving your team a chance to act before recovery or efficiency drops.

$ 0 M
in annualized value recovered across deployments
+ 0 %
recovery gain from early-stage flotation adjustments
$ 0 /oz
recovered by catching misroutes and diluted feed early
0 Days
to go from uncertainty to operational clarity

Built for metallurgists, process engineers, and control room teams with zero margin for error.

Problems We Solve in Throughput Stabilization

The Challenge

Minor shifts in hardness, float size, or oxygen efficiency can trigger major performance losses. Most plants detect the impact only after recovery has already suffered.

Our Approach

NTWIST connects real-time process signals with predictive models to flag instability across grinding, flotation, and energy use. Operators get early warnings and guidance to correct drift before it cuts into throughput or recovery.

From Drift to Stability → Automatically

NTWIST uses predictive monitoring and adaptive feedback to catch early signs of circuit instability - so you stay ahead of variability, not behind it.

Grinding mill used in mineral processing plant

Early Drift Detection

Spot trends like load, feed rates, and torque changes in real time - before they impact throughput or recovery.

Flotation Feedback Loops

Enhance flotation performance with real-time AI-powered froth image analysis, air rate modeling, and reagent benchmarks.

Adaptive Control Recommendations

Tune setpoints, reagent dosing, and flow rates with model-backed recommendations - just before things spiral.

Real-Time Performance Benchmarks

Compare performance metrics against similar circuits to detect anomalies and set realistic targets.

Soft Sensors for Hard Data

Close data gaps with virtual sensors that reveal hidden issues - no new hardware required.

Seamless System Integration

Link SCADA, DCS, Historian, PI, and lab systems into a unified feedback layer - built for retrofitting.

Stay Stable. Stay Ahead.

NTWIST detects variability before your team sees it - helping you stabilize performance without overcorrecting.

Unstable grinding and flotation processes lead to drift, energy waste, and lost recovery. NTWIST monitors real-time signals to detect early signs of process disruption and recommends corrective actions before they impact output.

Results Delivered:

  • +20% increase in grind target compliance
  • Up to 12% recovery gain from early-stage flotation adjustment
  • Fewer shutdowns caused by oversize feed or operating variability
  • Reduced energy intensity across grinding circuits


Built to Fit Your Stack

MinePlan. Vulcan. Modular. OSIsoft PI. SCADA. Historian. PLCs - and more.

No rip-and-replace needed. NTWIST integrates seamlessly with your existing systems - even the custom ones.

Chosen by Mining and Processing Leaders Who Demand Results

From gold miners to downstream refiners, NTWIST gives industrial teams control over their data - and their margins.

By highlighting performance gaps and surfacing new benchmarks, NTWIST is giving our team the clarity needed to move beyond intuition and toward measurable improvement. We're now in a stronger position to define and pursue the next phase of operational excellence.

Gordon Art Meyer

Manager Technical Services | Suncor Energy Logistics Corporation

Having NTWIST independently validate our stockpile model gave us added confidence that our current estimates are sound, and that we’re well-positioned for the transition to stockpile-only operations.

Julio Torres

Technical Services Manager | Goldfields Peru - Cerro Corona

NTWIST’s AI model increased potential profit in 42% of operating hours and corrected off-target conditions in another 17%. With further refinement, even greater stability and profit gains are expected.

Cory Kasinski

Former Head of Project Evaluations | Sherritt Technologies (via ALTA Conference)

We saw NTWIST’s platform as a strong fit for Clydach because it could improve process consistency without requiring disruptive infrastructure upgrades.

Peter Martin

Technical Manager | Vale Europe Limited

The Tools Behind Stable Throughput

nDatum + nAnalyze

Analyze variability, process risk, and performance trends using real-time and historical data. Built for root cause analysis and continuous improvement in unstable circuits.

nOptimize

Stabilize grinding, flotation, and recovery using predictive models, soft sensors, and ML. Helps plants lock in output targets and reduce variation across shifts.

Frequently asked questions

How does this help us stabilize throughput?

NTWIST detects early signs of drift and variability, then recommends corrective actions across grinding, flotation, and feed rate - all before performance takes a hit.

Do we need fully instrumented circuits to use this?

No. NTWIST uses soft sensors to infer performance gaps where instrumentation is limited. We work with what you have - no new hardware required.

What kind of improvements can we expect?

Most sites see 10–20% better grind compliance, reduced downtime, and measurable recovery gains tied to more stable operation.

 

Will this replace our operators or DCS controls?

Not at all. NTWIST surfaces insights and recommendations - your operators stay in control. We support decision-making, not override it.

Can this reduce energy or reagent usage?

Yes. By stabilizing process conditions, energy and reagent use naturally decrease - often leading to measurable cost savings.

What systems does this integrate with?

NTWIST integrates with SCADA, DCS, OSIsoft PI, PLCs, and most plant historians. It’s built for compatibility, not disruption.

How long does it take to deploy?

Most plants are up and running within 60–90 days. We focus on lightweight integration and fast time to value.

Keep Your Plant Stable. Your Teams Focused. Your Output Up.