ADAPTIVE BUDGET MANAGEMENT SYSTEM AND METHOD

Abstract

The invention relates to a system and method that, using artificial intelligence, optimizes content and budget utilization by adaptively creating user-specific content and service packages according to defined budget constraints.

Description

1 TARIFF ADAPT IF BUDGET MANAGEMENT SYSTEM AND METHOD Technical Area The invention depends on users' viewing habits and the budgets they define. 5 with a system and method that enables the creation of a dynamic subscription system It is related. The invention specifically enables adaptive, user-specific content tailored to defined budget constraints. Aimed at creating a service package, AI-powered content and It relates to a system and method that ensures the optimization of budget utilization. State of the Art 10 Today, OTT (Over-the-Top) services are media and other services offered over the internet. content services. Not through traditional cable, satellite or broadcasters, but directly. These services, accessible via an internet connection, include television shows, movies, and music. It delivers news and other media content to the user. Netflix, YouTube, Amazon Prime Video, Disney+, and Spotify are examples of OTT services. 15 Today, the importance of OTT services has increased significantly. The main reason for this is... One of the reasons is that users can access the content anytime, from any device. Their ability to provide this. Unlike traditional television broadcasting, OTT services provide a personalized experience. It offers a personalized viewing experience; users can watch the program or movie they want, at their own pace. They can watch at their own time and usually without commercials. This flexibility is a hallmark of the modern consumer 20 It offers a model that is very suitable for their habits. Furthermore, with increasing digitalization and rising internet speeds, OTT (Over-the-Top) Access to these platforms has also become more widespread, especially on mobile devices. With the increasing use of these services, users can access them wherever and whenever they want. can benefit from it. 25 Another important aspect of OTT services lies in the variety and quality of their content. Unlike traditional publishing, OTT platforms are able to produce original content and It can appeal to a global audience. This means more content options and different It offers the opportunity to watch productions from different cultures. It also takes into account users' viewing habits and... 2 Algorithms that can make suggestions based on your preferences, providing a personalized experience. provides. In current practices, users access services offered by OTT service providers. To gain access, users purchase membership / authorization packages determined by the companies. In return for the fee they receive and therefore pay, they will receive a predetermined 5 It is limited by resources. Some platforms offer all their content with a single membership system. While some platforms can offer their services to users, others are limited to free versions. They can offer subscription plans such as unlimited access, ad-supported, and fixed-term. However, direct payment is made manually or intelligently, personalized to the individual. There is no dynamic package system that can accommodate the specified packages or contents. 10 Platforms that operate on a pay-as-you-go basis are mostly in the technology sector. Offering services as SaaS (Software as a Service) and IaaS (Infrastructure as a Service) It is used for infrastructure or certain technological components. It is used for video streaming services. No usage plan of this scale has been found on the platforms. That month's current 15 Mobile and home internet apps that show usage and remaining package content. Service providers also offer some examples. As a result of the research conducted on this subject, it was determined that the regulation numbered 2023 / 015813, “IPTV and OTT The application titled "A System Proposing Interactive Applications for Platforms" received 20 votes. It has been observed that the system uses IPTV (Internet Protocol Television) and OTT (Over The Top). Service providers offering content services from their platforms provide personalized service to their customers. It describes a solution that enables the product to be delivered within a defined budget. to create user-specific content and service packages adaptively according to their limitations 25 aimed at optimizing content and budget usage with the help of artificial intelligence. There is no feature that enables this. In conclusion, due to the negative aspects described above and the current solutions being the subject of discussion... Due to its shortcomings, an improvement is needed in the relevant technical field. It has been made. The purpose of the invention is 30 The invention was created by drawing inspiration from existing situations and overcoming the aforementioned drawbacks. It aims to solve the problem. 3 The main purpose of the invention is to provide a user-specific solution that adapts to the defined budget constraints. Aimed at creating content and service packages, in an AI-powered way. a system and method that enables the optimization of content and budget usage It is to create. Another aim of the invention is to provide users with AI-powered solutions within a predetermined budget of 5. adaptively weighting and creating content / service packages according to the constraint. The goal is to develop a system and method that provides the following benefits. In this context, the invention offers the following advantages: It provides: - Annual Budget Creation: The user's annual budget is created by the content service provider. by 10 based on the user's past spending and tracking habits This annual budget is structured so that regular expenses are made each month. It provides a framework. - Monthly Budget Creation: The user can create a monthly budget according to their preferences. It can also create a system. Thus, how much will be spent on content and services each month? 15 You can check if it will be done. - Prioritization of Seasonal (Prime) Content: During special periods (for example) season finales, major derby matches, first matches after transfers, etc.), annual A specific portion of the budget is allocated to this content, and it is prioritized for that month. 20 This allows the user to use their budget more efficiently for that month. - Establishment of a Year-End Budget Forecasting System: At the end of the year, artificial intelligence Algorithms provide personalized budget estimates for the user. This allows for the remaining budget for the year. The budget and potential spending for next year can be estimated. 25 - Earning Balance If Remaining Budget is Insufficient: The user, If the estimated remaining budget is insufficient as the end of the year / month approaches, additional advertising balance by watching, viewing different content, or making certain clicks They can earn. This allows the user to access content without exceeding their budget. 30 - Generating a Return on Investment Through Shopping with Stakeholder Companies: The user, It will determine its budget through purchases from stakeholder companies included in the system. It can provide a return on investment in certain percentages. This system provides the user with both content services. It encourages both purchasing and shopping from other companies. 35 4 - Monitoring and Analysis of User Data: As a core component of the system, AI servers for user viewing history and spending habits It is analyzed by [the system / organization]. This allows us to determine when and how the most relevant content is presented to the user. How it should be presented is determined. For example, the season finale of certain series, the cluster Content such as matches of teams in the relegation zone is highlighted. 5 Another purpose of the invention is to track a person's basic characteristics and surveillance history. interpretation and period content (episodes of specific series, season finales, Final season matches, relegation battles, derby matches, (e.g., the first matches played by important new transfers) should be optimized. The goal is to create a system and method that provides this. To achieve the purposes described above, the invention enables users to monitor a dynamic subscription system depending on their habits and defined budgets It is the system that enables its creation. Accordingly, the system;  15 related to the user's viewing history, content preferences, and subscription status User database where information is recorded,  all content accessible to the user and the dates when the content will be published content management system that manages  the data contained in the aforementioned user database, the aforementioned content management The system retrieves calendar data from the content and agenda 20 from social media. By analyzing user data using artificial intelligence algorithms, it monitors the user. Based on their habits, what content will interest them the most and when throughout the year? According to the analysis results, this content should be given priority. A server that optimizes user spending and offers suggestions.  25 that the user wants to create for annual, monthly, weekly or periodic content A budget management system is a system in which the expenditure budget is structured and managed.  Purchases to be made by the user and budget defined in the budget management system stakeholder company that enables it to generate additional revenue for its spending budget platform,  The user contributes 30% to the budget management system by watching ads or interacting with them. ad viewing allows you to generate additional income for your defined spending budget. and interaction module It includes. The invention also takes into account users' viewing habits and defined budgets. depending on the method, it also enables the creation of a dynamic subscription system. It includes the following: Accordingly, the system;  content that the user wants to create for annual, monthly, weekly or periodic periods Creating the expenditure budget on a budget management module, 5  related to the user's viewing history, content preferences, and subscription status recording the information into a database,  User content preferences obtained from the aforementioned database, the user's content that manages all the content it can access and the dates on which the content will be published. content calendar information obtained from the management system and 10 from social media The agenda data is processed on a server that runs artificial intelligence algorithms. analysis through intelligence algorithms,  performed by the aforementioned server through artificial intelligence algorithms The analysis results showed that the user was most interested in this based on their viewing habits. 15 content to attract and when to prioritize that content throughout the year It identifies what is needed and makes suggestions by optimizing the user's spending. presenting,  the budget previously defined by the user in the budget management module If it runs out or the user wants to obtain a larger budget; He made the purchase through a stakeholder company platform and 20 a certain portion of the expenditure made by the budget management module to be added to the budget defined therein and / or that user watches ads through an ad tracking and interaction module earning money by watching or interacting and the balance going towards the budget Adding to the defined budget on the management module 25 It includes the steps involved in the process. The structural and characteristic features and all the advantages of the invention are given in the figures below. Thanks to the detailed explanation written with references to these figures, a clearer 30 This will be understood as such, and therefore the evaluation will also take these forms and detailed explanations into account. This should be done taking that into consideration. Ways to Help Understand the Discovery Figure 1 shows a schematic representation of the system that is the subject of the invention. 6 Explanation of Part References 1. User database 2. Server 3. Budget management system 4. Content management system 5 5. Stakeholder company platform 6. Ad tracking and interaction module 7. User Detailed Description of Find This detailed explanation describes the preferred 10 system and method for the invention. Their structures are explained solely to facilitate a better understanding of the subject. The invention is based on the users' (7) monitoring habits and the budgets they define. It is a system that enables the creation of a dynamic subscription system. Figure 1 shows the subject of the invention. It gives a schematic view of the system. Accordingly, the system is the user's (7) Information regarding viewing history, content preferences, and subscription status is recorded. 15 The user database (1) contains all the content that the user (7) can access and content management system (4), which manages the dates on which the content will be published, mentioned data in the user database (1) from the mentioned content management system (4) Artificial intelligence uses calendar data and trending topics data from social media. By analyzing the user's (7) viewing habits, the 20 content to attract and when to prioritize that content throughout the year determining, optimizing the user's (7) spending according to the analysis results and The server (2) that offers suggestions, the user (7) annual, monthly, weekly or periodic content Budget management is the management of the spending budget that the company wants to create. The system (3) includes the purchases made by the user (7) and the budget management system 25 (3) stakeholder firm that enables it to generate additional income for the defined expenditure budget platform (5), user (7) budget management by watching ads or interacting enabling the system to generate additional income for the defined expenditure budget (3). It includes an advertising tracking and interaction module (6). 7 User (7) is a user who uses any OTT platform. User's (7) viewing history and content preferences (favorite series, sports they want to watch) (such as competitions) is kept in the user database (1). This information shows which content 5 AI algorithms to decide which should be prioritized for the user It is used by the operating server (2). Server (2) prioritizes only the user. not only from the data (1) but also from the real-time social media data it receives taking into account the agenda data or the content calendar (4) received from the content management system It is accomplished by possessing. 10 The server (2) displays the content that will be of most interest to the user (7) according to their viewing habits. It identifies and predicts when to prioritize this content throughout the year. For example, an important event such as the season finale of the user's favorite TV show or a football derby. During these periods, the system prioritizes and presents this content to the user. 15 Server (2) prioritizes not only user data (1) but also real-time trending data or content management from social media It analyzes the content calendar (4) it receives from the system. The user's (7) annual budget is configured in the budget management system (3). Annual budget Monthly expenses are determined and optimized according to the prioritization determined by the server (2). The server (2) also determines how to best utilize the user's budget. It recommends using it, for example, for months when prime content like season finales are airing. By dedicating the relevant portion of the budget to that date, the remaining portion is distributed monthly and weekly. 25 Content management system (4) includes all series, movies, sports events, etc. that the user can access. manages the content. User (7) accesses the content they prefer through the system. Based on artificial intelligence analysis, it will also be possible to recommend certain content to the user. It is determined thanks to the server (2). 30 When the user (7) has insufficient budget or needs to obtain more budget When requested, the stakeholder company platform (5) is activated. User (7) stakeholder company by shopping from (5) contracted firms on the platform, in the budget management system 8 (3) A return on the defined budget can be achieved. For example, the user can use a technology You make purchases from the store, and 5% of those purchases are added to your content budget. If the user's budget is insufficient again at the end of or during the year, they can watch ads. and can watch ads or interact with specific content via the interaction module (6) 5 By finding (e.g., clicking on a specific sequence) you can earn extra balance. Server (2) analyses made by and budgets created in the budget management system (3) Thanks to this, the user can access the content that interests him and is presented through the content module (4). It can be accessed without exceeding the budget. The system continuously updates based on the user's viewing habits. It is optimized and the most suitable content recommendations are made for each month or at the end of the year. 10 uploaded how long you can consume content depending on your balance and habits It guides the user by making predictions. A sample use case for the system described in this invention is given below. Example Scenario: Let's assume that Ali is a user who likes to watch football and TV series (7). Ali's annual content Let's assume the annual budget is set as 1200 TL on the budget management system (3). Let's say the budget covers content expenses of approximately 100 TL per month. Ali normally spends 20 TL. While regularly watching episodes of his favorite TV shows and matches each month, at the end of the year It will be a big derby match and the season finale of a popular series. Based on the analyses performed on the server (2) during this period, Ali’s A portion of its budget is prioritized for this special period. Ali's 25 during derby week. Normally, Ali has set aside a portion of his monthly spending of 100 TL for the derby. When he realized he needed an additional budget to watch the derby match, the system told him It offers several options: by watching ads or by watching and clicking on specific content. They can earn additional budget. Ali is a stakeholder firm platform (5) from the technology store that is included in the system. After making a purchase, he receives a 5% return on his budget. This makes him the best customer of the year. This allows him to comfortably watch the derby match and the season finale of the series. 9 Ali also monitors advertising through an advertising tracking and interaction module (6). It generates income by watching or interacting and balance budget management module (3) It is added to the allocated budget. In short, the system allows Ali to find the content he's most interested in, in the top 5 most suitable options, without exceeding his budget. By presenting it at times, the user experience is optimized (7). Artificial intelligence The server (2) that runs the algorithms, provides content recommendations based on Ali’s viewing habits. This also allows him to use his budget in the most efficient way.

Claims

REQUESTS 1. Depending on the users' (7) monitoring habits and the budgets they have defined It is a system that enables the creation of a dynamic subscription system, and its feature is;  regarding the user's (7) viewing history and content preferences and subscription status User database where information is recorded (1), 5  all content that the user (7) can access and the dates on which the content will be published content management system (4),  the data in the mentioned user database (1) the mentioned content content calendar data received from the management system (4) and from social media By analyzing the collected agenda data with artificial intelligence algorithms, the user's 10 (7) the content that will interest them most according to their viewing habits and throughout the year the analysis results that determine when to prioritize this content According to the server (2), which optimizes the user's (7) spending and offers suggestions,  the user can create (7) annual, monthly, weekly or periodic content budget management system 15 where the desired spending budget is structured and managed (3),  purchases to be made by the user (7) and in the budget management system (3) a stakeholder company that enables it to generate additional revenue for a defined spending budget platform (5),  User's (7) budget management by watching or interacting with ads 20 It allows the system to generate additional income for the defined expenditure budget (3). advertising tracking and interaction module (6) It includes.

2. Depending on the users' (7) monitoring habits and the budgets they define, 25 It is a method that enables the creation of a dynamic subscription system, and its characteristic feature is;  the user can create (7) annual, monthly, weekly or periodic content the desired spending budget on a budget management module (3) creation,  30 regarding the user's (7) viewing history, content preferences and subscription status recording information onto a database (1),  User (7) content preferences obtained from the mentioned database (1), all content that the user (7) can access and the dates on which the content will be published content calendar information and social media information received from the content management system (4) 11 a system that uses artificial intelligence algorithms to process news data gathered from the media analysis on server (2) by means of artificial intelligence algorithms,  performed by the mentioned server (2) through artificial intelligence algorithms As a result of the analysis, the user's (7) most interest according to the viewing habits 5. What content will be attracted and when to prioritize that content throughout the year. determines what is needed and makes recommendations by optimizing the user's (7) spending. presenting,  the budget management module (3) that the user (7) previously defined the budget is exhausted or the user (7) wants to obtain more budget in this case; 10 he makes purchases through a stakeholder company platform (5) and a certain part of the expenditure made by the budget management module (3) to be added to the budget defined therein and / or through an advertising tracking and interaction module (6) of that user (7) earning money by watching or interacting with ads, and the balance is 15 Adding to the defined budget on the budget management module (3) It includes the steps of the process.

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