Runtime composition
- Aggregation compacts raw rows into gold, analysis-ready records.
- Compression reduces and reshapes noisy input before analytics begin.
- Clustering groups usage patterns with deterministic K-Means.
- Regression forecasts demand, revenue, and risk deterministically.
- Fuzzy logic produces explainable risk scores and fired-rule traces.
- Scenario evaluation compares alternative decisions side by side.
- Confidence scoring tells you how much to trust each result.
- Recommendations turn scores into structured operational actions.
- Decisions track lifecycle: suggested, approved, executed, measured.
- Genetic optimisation searches for configurations only when explicitly invoked.