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Case Study Category: AI & Machine Learning

The Churn Nobody Saw Coming: How a Subscription Box Company Got 2 Weeks of Early Warning

Recommendation engine diagram showing a user node connected to product icons (shoes, shirt, bag, cap, watch) through a hybrid recommendation model, with recommended items highlighted.

The Patient No-Show Problem: How a Medical Clinic Reduced No-Shows With Predictive ML

Diagram showing appointment history data feeding a prediction model trained on 18 months of appointment data, producing a no-show probability score with high-risk visits flagged

The Support Ticket Backlog: How a SaaS Startup Cut Response Time in Half With ML Routing

diagram of incoming support tickets passing through an ML classifier that tags, routes, and suggests responses, splitting into auto-resolved and escalated outcomes

The Overwhelmed Spreadsheet: How a Small Online Store Eliminated Stockouts With ML

chart comparing stockout rates before and after ML model deployment, showing markedly lower bars after the model, titled 'Stockout Reduction After ML Deployment

A small e-commerce owner was manually tracking inventory across three sales channels in spreadsheets, leading to constant overselling and stockouts. We built a lightweight ML model trained on six months of sales history that predicted reorder points automatically and flagged low-stock risks 48 hours in advance.

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