stock.solutions
Optimize inventory, minimize stockouts with predictive purchasing planning.
En DATO tenemos la solución ideal para optimizar tu inventario.
Usa el poder de los datos para optimizar quiebres o sobre stock con una planificación predictiva de las compras.
SOLUTION ARCHITECTURE
RECOMMENDATION ENGINE RESULT
Purchase suggestions are generated for each SKU / Location / Supplier
PREDICCIÓN DE LA DEMANDA
#MachineLearning
IMPLEMENTATION IN STAGES ACCORDING TO ROTATION
The segments with the highest rotation/contribution should be statistically easier and more accurate (in the prediction models due to the sample volume of their behavior).
Those with intermediate rotation and seasonality require more complex prediction models.
Those with low rotation are normally worked with replenishment alarms.
PILOT SETUP STAGE
INTEGRATION
01. Survey of current purchasing processes
02. Installation of the platforms necessary for work on the
03. Company's infrastructure. Integration of the different sources of information. Data cleaning and grouping.
DIAGNOSIS
01. Product and Channel Segmentation
02. Product Classification
03. Development of analytical panels for the analysis of Inventory Management Diagnostics and Product Segments
MODELS
01. Development of the Forecasting model applying different advanced analytics techniques depending on the rotation and other factors.
02. Safety Stock KPI calculations by Product and Location, specifying the suggested purchase from the supplier
IMPLEMENTATION
01. Development of analytical panels for monitoring purchase orders and acceptances by suppliers.
02. Pilot test.
03. High Rotation Products. Adjustments. Integration of model results into the ERP (by the client)
* This is the first complete iteration (SETUP), in the following iterations (RUN), the other SKUs will be added progressively according to the planning.
EXPECTED RESULTS
The purchase recommendation process routine will be executed daily
The result will be a list of suppliers with the following columns:
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Sales from the previous week
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Current inventory (stock days calculation)
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Recommended purchases by SKU and LOCATION.
The recommended purchases will consider:
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Minimum purchase amount established by the supplier per location
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Stock days / safety inventory defined for each SKU
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Purchase multiple by SKU (defined by the supplier)
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Other factors.
OPTIONAL MODULE FOR YOUR SUPPLIERS
an efficient assortment is good business for the entire value chain
The goal is to provide your suppliers with an analysis platform that allows them to:
• Offer structured information on product rotation
• Access purchasing recommendations based on predictive calculations.
• Analyze product category trends.
• Identify market opportunities and new businesses
• Understand the impact of competitors' actions, allowing them to react quickly
• Access data, download it and incorporate it into their existing BI systems or management systems