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AI for Operations

Turn Operational Data Into decisions That Pay.

Nexren's operations intelligence combines forecasting, scheduling, and optimization models trained on your enterprise data - so demand, inventory, and margin decisions stop being guesswork and start compounding into measurable business outcomes.

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The Shift

Operations Runs On Spreadsheets. It Shouldn't Have To.

Most planning decisions in industrial enterprises still flow through Excel - disconnected, slow, and biased by whoever owns the file. Nexren replaces that with a single source of truth your planners, schedulers, and finance teams trust.

Without AI for Operations

  • Weekly forecasting cycles built manually in Excel, broken by every model change
  • Stockouts on fast-movers, dead inventory on slow-movers - both at the same time
  • Production schedules rebuilt every shift after PLC alarms or order changes
  • Margin leakage hidden inside the customer and SKU mix, surfaced only at quarter-close
  • Planning decisions delayed 24–72 hours while teams reconcile conflicting data sources

With Nexren AI

  • Forecasts regenerated every night with confidence intervals planners actually trust
  • Inventory policies tuned per SKU-region-channel to your real service-level targets
  • Schedules re-optimized in seconds against current machine state, labour, and orders
  • Margin alerts surface low-profit SKUs and customers as they happen, not at month-end
  • One source of operational truth feeding ERP, MES, BI, and the leadership dashboard
Core Capabilities

Built For The Realities Of Industrial Operations

Four tightly integrated capabilities, each addressing a high-cost decision your operations team makes every single day. Deployed independently or as one unified planning system.

Demand Forecasting & Planning

Multi-horizon demand models that learn from historical sales, promotions, weather, seasonality, and external signals - producing SKU-level forecasts your planners actually trust, with confidence intervals for risk-adjusted planning.

  • Hierarchical forecasting across product, region, channel
  • Promotion & cannibalization impact modelling
  • Auto-detection of demand shifts and trend breaks
  • Confidence intervals for risk-adjusted planning

Production Scheduling

Constraint-aware scheduling engines that balance machine capacity, changeover times, labour availability, and due-date commitments - generating feasible plans in seconds, not days, with real-time re-planning on disruption events.

  • Mixed-integer optimization for finite-capacity scheduling
  • Real-time re-planning on disruption events
  • Multi-plant, multi-line, multi-shift orchestration
  • Integration with MES, ERP, and shop-floor systems

Inventory Optimization

Stock-level policies tuned to your service-level targets, lead-time variability, and working-capital constraints - eliminating both stockouts and dead inventory across the network with dynamic safety stock and reorder point calculation.

  • Dynamic safety stock & reorder point calculation
  • Multi-echelon network optimization
  • Slow-mover & obsolescence risk scoring
  • Cash-flow-aware purchasing recommendations

Profit & Margin Maximization

Pricing and product-mix recommendations grounded in elasticity models and contribution-margin analysis - surfacing the SKUs, customers, and orders that quietly erode profitability before they reach month-end reporting.

  • Price-elasticity modelling per segment
  • Margin leakage detection across SKUs & customers
  • Product-mix optimization under capacity limits
  • Scenario simulation for pricing decisions
Where It's Deployed

Built In The Field. Proven In Production.

Nexren's operations AI runs across discrete manufacturing, process industries, and distribution-heavy enterprises - wherever the cost of a wrong plan is measured in lakhs per day.

01

Automotive Components - Just-in-Sequence Scheduling

Synchronized production schedules tied to OEM call-offs - reducing premium-freight expediting and protecting line-side delivery windows for tier-1 suppliers.

−70%Expediting cost
99.4%OTIF delivery
02

FMCG & Distribution - Promotion-Aware Demand Planning

Forecasts that explicitly model trade promotions, regional festivals, and pricing actions - replacing manual lift assumptions with empirical elasticity per SKU-channel.

+22 ppForecast accuracy
−18%Excess stock
03

Industrial Equipment - Spare-Parts Inventory Optimization

Service-level-driven stock policies for long-tail spares - cutting working capital tied up in slow-movers while protecting field-service response commitments.

−28%Working capital
96%Service level
How It Works

From Data To Decision In Four Steps

A deployment methodology built for enterprise scale - secure, auditable, and structured to land business value in the first quarter.

1

Connect

Secure integration with your ERP, MES, WMS, and data warehouse. On-prem, edge, or private cloud - your data never leaves your perimeter.

2

Calibrate

Models trained on your historical data and tuned to your service-level targets, business rules, and operational constraints.

3

Decide

Forecasts, schedules, and recommendations surfaced through dashboards or pushed directly into your planning systems via API.

4

Improve

Continuous learning loop - every actual outcome retrains the model, so accuracy compounds quarter after quarter.

See What Nexren Can Forecast for Your Business.

Share a sample of your sales or production data and we'll return a benchmark accuracy estimate within five working days - no obligation, no commitment.