AI Inventory Forecast
by Baris Genc https://gencbaris.com/odoo_plugins/ai_inventory_forecasting/index.html$ 129.00
| Availability |
Odoo Online
Odoo.sh
On Premise
|
| Odoo Apps Dependencies |
•
Inventory (stock)
• Purchase (purchase) • Discuss (mail) • Invoicing (account) |
| Lines of code | 1789 |
| Technical Name |
ai_inventory_forecasting |
| License | OPL-1 |
| Website | https://gencbaris.com/odoo_plugins/ai_inventory_forecasting/index.html |
| Versions | 17.0 18.0 19.0 |
| Availability |
Odoo Online
Odoo.sh
On Premise
|
| Odoo Apps Dependencies |
•
Inventory (stock)
• Purchase (purchase) • Discuss (mail) • Invoicing (account) |
| Lines of code | 1789 |
| Technical Name |
ai_inventory_forecasting |
| License | OPL-1 |
| Website | https://gencbaris.com/odoo_plugins/ai_inventory_forecasting/index.html |
| Versions | 17.0 18.0 19.0 |
AI Inventory Forecast
ML Demand Forecasting with ARIMA, Prophet, and LSTM - 90%+ Accuracy
Eliminate stockouts and overstock with machine learning powered demand forecasting. Combine proven statistical algorithms with deep learning to predict future demand, calculate optimal reorder points, and generate purchase orders at the perfect moment.
Key Features
ML-Powered Demand Forecasting
Real artificial intelligence, not simple averages. ARIMA for stable demand, Facebook Prophet for seasonality and holidays, LSTM deep learning for complex non-linear patterns, plus an ensemble model that combines all three for the highest accuracy.
Automated Reorder Points
Scientific safety stock based on Z-score, standard deviation, and lead time. Configurable service levels (90%, 95%, 99%), dynamic reorder calculation, and stockout risk classification across multiple locations.
Economic Order Quantity (EOQ)
Cost-optimized order sizing using Wilson's formula. Balance ordering costs against holding costs, minimize total inventory cost, and incorporate quantity discounts in supplier negotiations.
ABC and XYZ Analysis
Automated 9-category classification (AX through CZ) by value and demand variability. Focus your team on the items that matter most and apply differentiated strategies per segment.
Smart Purchase Order Automation
Auto-generate purchase orders when stock falls below the reorder point. Suggested quantities, supplier ranking by price and lead time, order consolidation, and priority-based scheduling for critical items.
Dead Stock & Overstock Detection
Identify slow-moving SKUs with no sales in 90 or 180+ days. Quantify excess inventory value, recommend discount, liquidation, or supplier returns, and prevent recurrence with improved forecasts.
Predictive Stockout Alerts
Receive warnings 3 to 7 days before a stockout occurs. Real-time risk scoring, automated email and SMS notifications, lost-sales calculation, and per-product fill-rate tracking.
Analytics Dashboard
Forecast accuracy (MAPE, RMSE, MAE, Bias), inventory turnover, days on hand, carrying cost, and what-if scenario planning - all in a single operational dashboard.
Use Cases
Retailers
Manage hundreds or thousands of SKUs across stores with seasonal demand swings.
Wholesalers
Balance supplier lead times, MOQs, and discount tiers to maximize margin.
Manufacturers
Plan raw materials and components for complex bills of materials.
E-commerce
Handle volatile online demand with multi-channel inventory visibility.
Distribution Centers
Optimize replenishment across multiple warehouses and zones.
Cost-Conscious SMEs
Reduce working capital tied up in inventory while improving service levels.
Why Choose This Module
90%+ forecast accuracy across SKUs, with confidence intervals and automatic model selection per product.
50-70% reduction in stockouts and 20-30% lower holding costs by ordering the right amount at the right time.
15-25% reduction in working capital tied up in inventory.
Built on proven open-source libraries: statsmodels, Prophet, TensorFlow, pandas, scikit-learn.
Specifications
- Compatible with Odoo 17, 18, and 19 (Community and Enterprise)
- License: OPL-1
- 35+ languages supported
- Author: Baris Genc
- Support: odoo@gencbaris.com
- Algorithms: ARIMA (statsmodels), Prophet, LSTM (TensorFlow/Keras), Ensemble
- Forecast horizons: 7, 14, 30, 60, 90 days with 90/95/99% confidence intervals
- Minimum 30 days of history required (90+ recommended)
Odoo Proprietary License v1.0 This software and associated files (the "Software") may only be used (executed, modified, executed after modifications) if you have purchased a valid license from the authors, typically via Odoo Apps, or if you have received a written agreement from the authors of the Software (see the COPYRIGHT file). You may develop Odoo modules that use the Software as a library (typically by depending on it, importing it and using its resources), but without copying any source code or material from the Software. You may distribute those modules under the license of your choice, provided that this license is compatible with the terms of the Odoo Proprietary License (For example: LGPL, MIT, or proprietary licenses similar to this one). It is forbidden to publish, distribute, sublicense, or sell copies of the Software or modified copies of the Software. The above copyright notice and this permission notice must be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
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