# AI-Powered Treasury Management & Predictive Liquidity
> Discover how LeanSoft transforms treasury operations with Odoo 18, AI predictive cash forecasting (XGBoost/Random Forest), and automated Airflow pipelines.

Tags: treasury-management, ai, liquidity-forecasting, odoo-erp, fintech, machine-learning, digital-transformation, enterprise-software
## Intelligent Treasury Management System
* Overview of an AI-driven solution for predictive liquidity and automated financial operations.
* Built on a 3-layer architecture: Transactional (Odoo 18), Orchestration (Apache Airflow), and Analytical (FastAPI & Streamlit).

## Core Features & Data Modeling
* **Odoo 18 ERP Core:** Custom models for master cash flow ledgers, Moroccan banking instruments (LCN), credit facilities, and amortization.
* **Automation Layer:** Real-time billing/payment sync and automated instrument lifecycle management.

## Machine Learning & Predictive Intelligence
* **Model Performance:** Random Forest and XGBoost models achieved a 78.6% reduction in forecasting error compared to naive baselines.
* **Feature Engineering:** 1,090 days of data used to train on 28 features including seasonal flags, cash lags, and volatility regimes.
* **Explainability:** SHAP-based AI explainability for CFO decision-making.

## Technical Architecture & Deployment
* **Nightly Pipelines:** Apache Airflow automates ETL, ML retraining, and API hot-reloading at 02:00 CET.
* **Cloud Infrastructure:** Docker microservices including Odoo-ERP, Airflow-Scheduler, ML-Trainer, and Streamlit-Cockpit.

## Business Results & Roadmap
* **Impact:** 100% Excel replacement with 0 manual steps in the ETL process.
* **Roadmap:** Future integration of LSTM neural networks, Open Banking APIs, and automated liquidity action alerts by 2026.
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