Changes for page Loymax AI
From version 37.1
edited by Mariia Safronova
on 2026/09/11 09:54
on 2026/09/11 09:54
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To version 3.1
edited by Andrej Rylov
on 2025/10/15 09:50
on 2025/10/15 09:50
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... ... @@ -10,7 +10,7 @@ 10 10 1. Generation of personalized online content through ranking and prediction of the most likely purchases. Real-time adaptation to behavioral changes: Loymax AI continuously tracks shifts in customer behavior, preferences, and external factors such as seasonal fluctuations, assortment changes, holidays, etc. 11 11 1. Optimization of [[communication channels>>doc:Main.Usage.Communications_ways.WebHome]]: the system selects the most effective communication channel for each Loyalty Program member, increasing the likelihood of response. 12 12 13 -== How Loymax AI works ==13 +== How Loymax AI works == 14 14 15 15 The module operates according to the following scheme: 16 16 ... ... @@ -20,23 +20,21 @@ 20 20 1*. Points of sale: POS attributes, customer and product price segments, brand availability, etc.; 21 21 1*. Receipt parameters: purchase amount, receipt length, breadth of assortment in the receipt, etc.; 22 22 1*. Calendar: purchase patterns linked to seasonality, time of year, day of week, holidays, etc. 23 -1. Loymax AI employs a hybrid recommendation system: multiple competing ML models are used to select the optimal [[personalized offer>>doc:Main.General_information.Loymax_Loyalty.Offer _mechanics.Individual_offers.Personal_offers.WebHome]]. Offers are chosen based on predicted purchase uplift.23 +1. Loymax AI employs a hybrid recommendation system: multiple competing ML models are used to select the optimal [[personalized offer>>doc:Main.General_information.Loymax_Loyalty.Offers.Individual_offers_in_LP.Personal_offers.WebHome]]. Offers are chosen based on predicted purchase uplift. 24 24 1. After selecting the best-performing model, the system learns from the new data, continually improving the accuracy of future recommendations. 25 25 26 26 == Results == 27 27 28 -As a result of using Loymax AI, Loyalty Program members receive [[personalized>>doc:Main.General_information.Loymax_Loyalty.Offer _mechanics.Individual_offers.Personal_offers.WebHome]] and relevant offers via their most effective [[communication channel>>doc:Main.Usage.Communications_ways.WebHome]]. This creates additional value for customers, enhances loyalty, unlocks customer potential, supports retention and win-back efforts, and ultimately drives sales growth.28 +As a result of using Loymax AI, Loyalty Program members receive [[personalized>>doc:Main.General_information.Loymax_Loyalty.Offers.Individual_offers_in_LP.Personal_offers.WebHome]] and relevant offers via their most effective [[communication channel>>doc:Main.Usage.Communications_ways.WebHome]]. This creates additional value for customers, enhances loyalty, unlocks customer potential, supports retention and win-back efforts, and ultimately drives sales growth. 29 29 30 -|(% style="border-color:white; text-align:center" %){{lightbox image=" diagram_ML.png"/}}30 +|(% style="border-color:white; text-align:center" %){{lightbox image="ML_scheme.png"/}} 31 31 32 32 (% class="box" %) 33 33 ((( 34 34 **See also:** 35 35 36 -* [[Loymax AI integration>>doc:Main.Loymax_AI.Loymax_AI_Integration.WebHome]] 37 -* [[Recommendation system integration>>doc:Main.General_information.Loymax_Loyalty.Recommendation_systems.WebHome]] 38 -* [[Product recommendations for personalized mailings and website>>doc:Main.Loymax_AI.Commercial_recommendations.WebHome]] 39 -* [[Attributes related to ML>>doc:Main.Usage.MMP.Admin_panel.Customer_attributes.Attributes.WebHome||anchor="ML"]] 40 -* [[ML-powered personalized offers>>doc:Main.Installation_and_configuration.Additional_modules_configuring.CommunicationService_ML.WebHome]] 41 -* [[Personalized offers based on customer attributes>>doc:Main.General_information.Loymax_Loyalty.Offer_mechanics.Individual_offers.Personal_offers.WebHome]] 36 +* [[Recommendation system integration>>doc:Main.General_information.Loymax_Loyalty.recommendation_systems.WebHome]] 37 +* [[Product recommendations for personalizing messaging and website content>>doc:Main.General_information.Loymax_Loyalty.recommendation_systems.Commercial_recommendations.WebHome]] 38 +* [[Attributes related to ML>>doc:Main.Usage.MMP.Admin_panel.Client_attributes.Common_attributes.WebHome||anchor="ML"]] 39 +* [[Personal offers using Machine Learning mechanics>>doc:Main.Installation_and_configuration.Extra_modules.CommunicationService_ML.WebHome]] 42 42 )))
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