FIELD SERVICE · SPARE PARTS · OPTIMIZATION

Service Parts & Field Operations Optimizer

Predict-then-optimize platform for aftermarket field service. ML failure prediction, multi-echelon inventory, technician routing, and Monte Carlo SLA validation.

Dataset Solver Config Gradio Bundle
7
Algorithms
9
Industries
—
Avg SLA %
—
Avg MTTR
—
FTF Rate

Two-Stage Decision Model

Stage 1 — Pre-Failure Planning

  • Technician positioning across regions
  • Multi-echelon spare parts inventory
  • Supply contract parameters
  • Repair shop capacity allocation

Stage 2 — Post-Failure Response

  • Mission assignment to technicians
  • OR-Tools route optimization
  • Parts sourcing (stock / substitute / expedite)
  • Repair scheduling with deferral

Scenario Explorer

Pre-computed two-stage stochastic optimization results. Select an industry scenario.

Benchmark Summary

IndustryStressSLA %MTTR (h)FTF %Logistics $Solve (s)

Stack

OR-Tools VRP · Multi-echelon inventory · Two-stage stochastic · ALNS · SAA · Monte Carlo · Pre-trained ML · Plotly · Gradio console (bundled)