Abstract: Computer systems and software methods configured to automatically correlate subject matter items and provider data across multiple platforms. These platforms can include newsfeeds, websites, social websites, apps and networks, internet and social network posts, online reviews, online queries, and the like. The system automatically generates a targeted list of relevant subject matter items, associated with entity-provided workflow steps, to be matched with enhanced preferences, and generating a list of options to be presented to the subject matter users or clients. Subject matter items can be listed in order based on third-party reviews, if any, and the best fit for client preferences, with or without associated providers. Subject matter item providers who interact with the system operator can ensure that their goods and services are included within the system.

Abstract: Computer systems and software methods configured to automatically correlate subject matter items and provider data across multiple platforms. These platforms can include newsfeeds, websites, social websites, apps and networks, internet and social network posts, online reviews, online queries, and the like. The system automatically generates a targeted list of relevant subject matter items, associated with entity-provided workflow steps, to be matched with enhanced preferences, and generating a list of options to be presented to the subject matter users or clients. Subject matter items can be listed in order based on third-party reviews, if any, and the best fit for client preferences, with or without associated providers. Subject matter item providers who interact with the system operator can ensure that their goods and services are included within the system.

Abstract: Computer systems and software methods configured to automatically correlate subject matter items and provider data across multiple platforms. These platforms can include newsfeeds, websites, social websites, apps and networks, internet and social network posts, online reviews, online queries, and the like. The system automatically generates a targeted list of relevant subject matter items, associated with entity-provided workflow steps, to be matched with enhanced preferences, and generating a list of options to be presented to the subject matter users or clients. Subject matter items can be listed in order based on third-party reviews, if any, and the best fit for client preferences, with or without associated providers. Subject matter item providers who interact with the system operator can ensure that their goods and services are included within the system.

Abstract: Computer systems and software methods can be configured to automatically correlate novice actor preferences of subject matter items (e.g., goods and services) and provider data across multiple platforms, guided by item displayers. The displayers can use novice actor preferences, available items with third-party evaluations, and generative Artificial Intelligence (AI) to guide toward stated goals. The system can automatically generate a list of items, associated with displayer-provided workflow steps, to be matched with preferences. These items can be listed in order based on the AI-determined probability of each meeting novice actor goals. Providers who interact with the system operator can ensure that their goods and services are included within the system.

Abstract: Computer systems and software methods configured to automatically correlate subject matter items and provider data across multiple platforms. These platforms can include newsfeeds, websites, social websites, apps and networks, internet and social network posts, online reviews, online queries, and the like. The system automatically generates a targeted list of relevant subject matter items, associated with entity-provided workflow steps, to be matched with enhanced preferences, and generating a list of options to be presented to the subject matter users or clients. Subject matter items can be listed in order based on third-party reviews, if any, and the best fit for client preferences, with or without associated providers. Subject matter item providers who interact with the system operator can ensure that their goods and services are included within the system.