All Work PREDICTIVE INTELLIGENCE

AI Forecasting &
Decision Support Engine

Data intelligence system providing demand forecasting, churn prediction, and operational recommendations. Trained on client-specific historical data with a live reporting dashboard updated in real time.

AI Forecasting & Decision Support Engine
THE OUTCOME
  • Demand forecasts updated automatically
  • At-risk customers flagged before they churn
  • Operational recommendations surfaced in dashboard
  • Decisions driven by data, not gut feel
  • Live reporting visible to the full team
STACK USED

Python · FastAPI · Power BI · Supabase · OpenAI · n8n

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THE CHALLENGE

Decisions made on instinct, not intelligence

The client had years of operational data sitting in spreadsheets and databases — untouched. Leadership was making inventory, staffing, and marketing decisions based on feel rather than evidence.

They needed a system that could turn that historical data into actionable intelligence: demand forecasts, churn signals, and prioritized operational recommendations delivered automatically.

THE SYSTEM

What we built

Historical data pipeline — ingestion, cleaning, normalization
Demand forecasting model trained on 2+ years of data
Churn prediction with configurable risk thresholds
Automated recommendation engine surfacing next actions
Live Power BI dashboard for leadership visibility
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