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We need to predict or optimise something critical.

Decision Systems & Predictive Models

One business outcome, delivered: a predictive model or decision dashboard tied to something that moves your metrics — pricing, demand, risk, churn, or operations.

Build & Deploy4-12 weeks

What you get

  • Custom ML model (XGBoost, forecasting, or equivalent)
  • Or a decision dashboard with live data connections
  • Tied to one specific business outcome — not a wall of charts
  • Full documentation and knowledge transfer to your team

Ideal for

  • Operators who need one metric to move — not a wall of dashboards
  • Teams with historical data ready for forecasting or classification
  • Leaders who want explainable models tied to a business decision

How we deliver

  1. Define the single outcome metric with stakeholders
  2. Feature engineering and baseline model on held-out data
  3. Validation, explainability review, and deployment plan
  4. Handover with monitoring hooks and retraining guidance

Why DataDiwan

Every model validated against your business goal and tested on out-of-sample data before it ships. We don't hand over black boxes.

Related case study

Epidemic Demand Forecasting for Regional Healthcare

Typical engagement

From design to production — turn your data into working AI.

View engagement model
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