Jaish K
All products
Live SandboxSteel & Metal Manufacturing

Steel Manufacturing Intelligence Platform

Defect Precognition · RCA Rule Engine · SHAP Explainability · Batch Prediction

An end-to-end predictive manufacturing intelligence system that forecasts rolling-mill defects, generates human-readable root-cause rules for shop-floor operators, and provides transparent SHAP-based factor attribution — eliminating black-box decision-making in production environments.

25–35%

25–35% reduction in total cost of quality

>30%

>30% direct defect rate decrease across rolling mills

>60%

>60% reduction in inspection & root-cause analysis time

Transparent

Transparent rule induction replacing opaque model outputs

// INTERACTIVE SANDBOX

Try each module live.

Adjust process parameters and watch deterministic client-side inference respond in real time.

Quality Precognition Engine

RANDOM FOREST + STAGE-WISE MILL CLASSIFIERS

Multi-stage Random Forest classifier predicting defect likelihood at each manufacturing stage — from casting through finishing. Parameter-aware, it responds to real-time process variables to forecast defect risk before physical inspection.

BUSINESS METRIC → PREDICTED DEFECT PROBABILITY

1220 °C
1150 °C1280 °C
0.10 %
0.02 %0.18 %
11.0 m/s
8.5 m/s14.2 m/s
3.5 bar
2 bar5.5 bar
38%DEFECT PROB.

Stage: Hot Strip Mill

MODERATE RISK

Deterministic client-side inference based on multi-stage Random Forest hazard model.

RULE #000

IF all parameters within safe band THEN Defect Risk = 38%

SUGGESTED ACTION → Continue current recipe — no intervention required

// ARCHITECTURE & STACK

Production technology foundation.

PIPELINE STAGES

  1. 01High-frequency IoT sensor ingestion & spurious outlier filtering
  2. 02Feature engineering across chemistry, thermal history, and mill mechanics
  3. 03Multi-stage predictive models (Random Forest, DNN with Transfer Learning)
  4. 04SHAP attribution & decision-tree rule induction for operator guidance
  5. 05Batch prediction feed into production scheduling & recipe planning

TECH STACK

PythonRandom ForestDeep LearningTransfer LearningSHAPPDPScikit-learnTensorFlowPandasSQL

This platform represents the production architecture of Steel Manufacturing Intelligence Platform, built around explainability by design and deterministic business value — no black-box outputs in the control room.