From raw CSV to actionable 90-day forecasts — no data science expertise required.
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Multi-Model ML Ensemble
XGBoost, LightGBM, Holt-Winters, Prophet, LSTM and 6 more models trained in parallel. Stacking meta-learner learns optimal blend weights.
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9 Accuracy Metrics
SMAPE, RMSE, MAE, MAPE, POCID directional accuracy, and Fitness Score. Every ATM ranked and compared.
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Confidence Bands
P10/P90 prediction intervals for every forecast day. Know your best- and worst-case cash requirements.
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Trend-Aware Predictions
8-week OLS trend detection with asymmetric caps. Forecasts adapt to growing or shrinking demand patterns.
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Transfer Learning
Short-history ATMs (<120 days) borrow demand patterns from donor ATMs with the same environment type.
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Group Analytics
State / city / zone / environment breakdowns. Network pivot table, demand share donut, top-ATM rankings.
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Smart Calendar Features
45+ India banking events, public holidays, and ATM master data — all fed into models for richer predictions.
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Easy Export
Download forecasts as CSV or Excel with a single click. Ready for integration with cash management systems.
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Enterprise Security
Auth0 JWT authentication, per-org data isolation, encrypted sessions. Multi-tenant architecture.