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  Industrial AI · OEM Manufacturing & Remanufacturing

Maximize Throughput without

System Overhauls

Nexus iMES  is a self-adjusting execution layer that dynamically re-plans your shop floor- Building on top of your existing hardware, ERP and MES in real time.

  • 5–30% Throughput Gain
  • <45 Days Payback
  • 60–90 Days Go Live
  • Zero-Disruption Integration

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Built for Both Sides of OEM Production

Which One Describes Your Floor?

Engineering team analysing production data in a smart factory

OEM Manufacturing

You build new parts

High-mix, custom orders, constant changeovers. Your ERP schedule assumes capacity that isn't really there — and the gap only shows up when it's too late to fix.

  • Rush orders that break the weekly plan
  • Machines double-booked without anyone knowing
  • Operators waiting while jobs queue at the wrong station

One of our customers had 56% of their machines double-booked — their ERP showed no conflicts at all.

Technicians in protective glasses inspecting a rebuilt component

OEM Remanufacturing

You rebuild used cores

Every core comes back in different condition. Your schedule needs to adapt before you even know what you're working with — and that's before the first bolt is turned.

  • Core condition unknown until it's already on the bench
  • Rework paths that split, merge, and change mid-job
  • Capacity that can't be matched to actual inflow

A project-based reman shop cut 73-day cycle times in half after Nexus iMES modelled variable rework paths dynamically.

One Root Cause. Two Different Symptoms.

Static Schedules Assume a Predictable World

Manufacturing and remanufacturing rarely give you one.

Rush Orders Break the Plan

Manual re-scheduling after a rush order or machine breakdown costs hours and causes cascading delays no one sees coming.

Hidden Idle Capacity

Without real-time visibility, machines sit idle, operators are misallocated, and production runs at 60–70% of true potential.

Knowledge Walks Out the Door

Critical tribal knowledge about cycle times, changeovers, and quality requirements leaves with experienced operators and never comes back.

“A plan that looks right and doesn't hold is not a plan — it's a liability.”

The shared outcome of every broken static schedule

One Live Schedule

Built for Whichever Kind of Uncertainty You Face

Same platform, same AI engine. The constraints it models depend on what your floor actually deals with.

If you're building new

OEM Manufacturing

If you're rebuilding used

OEM Remanufacturing

Models real machine, labor, and material constraints before publishing a schedule

Dynamically adjusts routing per core as inspection data comes in

Handles frequent changeovers and custom orders without breaking the plan

Models disassembly → inspection → rework/reuse/scrap → reassembly → test as one live flow

Closes the loop between plan and floor with real-time operator updates

Matches recovery capacity to actual core inflow — not forecasted guesses

Orchestrates across ERP, MES, and SCADA — no rip-and-replace

Adds a live routing layer on top of your existing reverse logistics network

Constraint-Aware Planning

Machines, skills, tooling, shifts, maintenance, and materials — all at once.

Adaptive Re-Planning

Machine fails? Operator absent? The schedule updates before the floor notices.

Learning from Actuals

Cycle times improve continuously from real execution data.

Bottleneck Visibility

Surface overloads and lateness risks before the delay happens.

Real Outcomes

No New Machines. No New Headcount.
Just a Schedule That Holds.

5–30%

Throughput Improvement

From better resource utilization

<45

Days to Payback

Typical across deployments

60–90

Days to Go Live

Without changing your floor layout

29%

Max Throughput Gain

Documented, bottom-line result

Industrial manufacturing floor

Industrial Manufacturing

29% throughput gain

A high-mix, low-volume manufacturer was running significantly below theoretical capacity. Manual scheduling could not keep up with the complexity of diverse job types and shift patterns. Nexus iMES digitized operations, learned cycle times, and generated optimal weekly plans.

Custom project manufacturing workshop

Custom Project Manufacturing

73-day cycles cut in half

A project-based manufacturer was averaging 73-day order cycle times, leading to customer complaints and margin erosion from overtime. nScheduler analyzed historical job data, built ML models for cycle time prediction, and generated AI-optimized production sequences.

Energy and resources plant control room

Energy & Resources

Reduced OPEX & carbon footprint

An energy company sought to reduce operational costs while maintaining throughput with hundreds of interdependent process variables. NTWIST deployed a prescriptive AI layer with Real-Time Optimization on top of existing DCS and historian infrastructure.

No Disruption Required

You Don't Need to Rebuild Your Systems to Use This

Nexus iMES connects to your existing ERP, MES, SCADA, and reverse logistics processes — it doesn't replace them. Most sites go live in 60–90 days with no shop floor layout or process changes required, regardless of whether your production is forward, reverse, or both.

Connects to SAP, Oracle, Epicor
Works with existing SCADA & DCS
No shop floor layout changes

NTWIST adapts to your current digital maturity — start where you are

01

Data Collection

Connect your PLC, ERP, DCS, and historian systems. Nexus iMES aggregates machine data, inventory, staff schedules, and job routings into a unified view.

02

Descriptive Analytics

Gain historical variability analysis, real-time dashboards integrated with your HMI, and influencer analysis based on PLC/DCS signals.

03

Predictive Models

AI detects anomalies, creates virtual instruments, forecasts output, and provides real-time influencer analysis to surface what drives your KPIs.

04

Prescriptive AI

Real-Time Optimization generates optimal plans and sends actionable recommendations directly to operators and supervisors.

One More Thing

See Your Schedule the Way
It Actually Runs

In 20 minutes, our manufacturing AI specialists will map exactly where your plan and your real capacity don't match — no commitment required.

Book My Free Schedule Assessment

Scroll to the top to fill in the form — takes 60 seconds.

5–30%

Throughput Improvement

<45 Days

Typical Payback

60–90 Days

To Go Live

5

Named Enterprise Clients

 

Industry Solutions

Purpose-built AI platforms designed for the unique challenges of mining and manufacturing operations

mining

Mining: MineMax

Quantified stockpile resources. Predictable feed. Better throughput. Improved recovery

For geologists, planners and metallurgists responsible for stockpiles and plant operation.

  • Reveal hidden variability and reduce unplanned excursions

  • Improve forecasting confidence from stockpiles to short-term feed

  • Optimize operating targets while existing control keeps stability

manufacture

Nexus iMES

Your shop floor runs on plans. Nexus iMES makes those plans deliver - increasing throughput while hitting 95%+ OTIF. 

Built for operations teams who lose hours every shift to unplanned stoppages, late materials, and schedules that drift from reality.

  • Know which work orders are at risk - before the shift starts 

  • Cut downtime caused by missing materials or unavailable machines

  • Give supervisors a single view of what’s on track and what isn’t

What changes on day 91 ?

Real outcomes  not dashboards, not reports. Production results your ops team will feel.

You stop firefighting

Catch material shortages, machine conflicts, and capacity gaps before they halt a line -  not after. 

Your plan survives contact with the floor

Schedules built on real time constraints don’t collapse when a machine goes down or a shift runs short.

You get more throughput - same assets

Recover the output hidden in scheduling gaps, idle time, and underutilized equipment. No capex required.

Trusted by leading companies

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