Predictive Analytics That Actually Predicts
At Whetstonez, No crystal balls—just machine learning models that deliver 90%+ accuracy
🚀 Key Problem We Solve:
post-deployment.
Predictive Analytics
We Turn Historical Data Into Future Wins
Risk Mitigation
✅ Example: Reduce loan defaults by 40% with behavioral scoring models
✅ How? Ensemble models analyzing 200+ micro-patterns
Demand Forecasting
✅ Example: Cut inventory costs by 28% while improving stockouts models
✅ How? LSTM neural networks with market sentiment inputs
Customer Intelligence
✅ Example: Identify 65% of churn risks 90 days before they leave
✅ How? Survival analysis + real-time engagement scoring
Phase 1: Data Archaeology (Days 1-7)
✅ Hidden signal discovery
✅ “Dirty data” cleaning recipes
Phase 2: Model Olympics (Weeks 2-4)
✅ Compete 5+ algorithms
✅ Stress-test under 2008-like conditions
Phase 3: Decision Integration (Weeks 5-8)
✅ API or Excel plugin deployment
✅ Field team training
Implementation Framework
From Prototype to Production in 8 Weeks
Phase 1: Data Archaeology (Days 1-7)
✅ Hidden signal discovery
✅ “Dirty data” cleaning recipes
Phase 2: Model Olympics (Weeks 2-4)
✅ Compete 5+ algorithms
✅ Stress-test under 2008-like conditions
Phase 3: Decision Integration (Weeks 5-8)
✅ API or Excel plugin deployment
✅ Field team training
Development Approach
No "Big Bang" Projects That Never Deliver
Challenge
- Time Series
- Classification
- Deep Learning
- Explainability
Our Arsenal
- Prophet, NeuralProphet, TFT
- XGBoost, LightGBM, CatBoost
- Temporal Fusion Transformers
- SHAP, LIME, Counterfactuals
Why It Wins
- Handle seasonality + special events
- Tabular data dominance
- Multivariate forecasting
- Boardroom-ready insights
Our Predictive Tech Stack
Beyond Simple Regression
Enterprise-Level Trust
Why Enterprises Trust Our Forecasts
✅ Economic Reality Checks – Models tested on recessions, not just calm periods
✅ Continuous Learning – Auto-retraining as patterns shift
✅ Actionable Outputs – Not just scores, but prescribed actions
✅ Audit Trails– Full model lineage for compliance
Trust Badges
Recognizing Excellence, Celebrating Achievement.
