An AI specialized in logistics, making anyone a forecasting expert.
With just 7 days of shipping performance data, it quickly learns and predicts shipping volumes with high accuracy. Even new products without historical data are automatically estimated by AI. In the shipping field, there are instances where, despite having order data from stores, the packaging and quantity are unknown, making it difficult to predict shipping volumes. "LYNA Packaging Quantity Prediction" solves this problem. There is no need for any management of product master data. LYNA's unique AI automatically learns the relationship between past order data and shipping volumes, calculating shipping volumes for each store or route.
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basic information
General machine learning requires vast amounts of training data, which poses challenges in the fast-changing environment of distribution, such as product modifications. "LYNA Package Quantity Forecast" utilizes a unique learning algorithm specialized for logistics data, developed based on the latest machine learning algorithms, achieving high accuracy predictions even from about a week's worth of training data. Since all learning is done automatically, there is no need for any product master data. For new products without shipping history, the AI automatically estimates package types and quantities based on category information. Furthermore, once actual shipments begin, it immediately learns and adjusts predictions based on a few days of actual data, enhancing accuracy. This frees busy site managers from the cumbersome and time-consuming task of managing size and packaging method masters for each product, eliminating unnecessary burdens and waste for picking operators and truck numbers through accurate predictions.
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Applications/Examples of results
- Based on the order, the AI automatically predicts the actual load (number of baskets, number of weights, etc.). - Since the AI calculates automatically, data organization skills (master management) are not required.
Company information
Rinalogics boasts 20 years of industry experience as a group of specialists responsible for advanced software development. Through results in combinatorial optimization, cutting-edge AI, and algorithm research, we have flexibly adapted to the ever-changing times and environments. As a result, we have gained solid trust and recognition, and have been able to contribute to our clients' business growth. We aspire to be a partner that, together with our clients, tirelessly paves the way to the future beyond growth and a new world.