Abstract: In embodiments, diagnostics are electronically determined and provided as to why historical resource values differ from resource values determined according to more-trusted ways. Historical relationship instance data regarding a plurality of historical relationship instances between a primary entity and a plurality of secondary entities are received along with a plurality of historical resource values, in which each historical relationship instance of the plurality of historical relationship instances is associated with a respective historical resource value of the plurality of historical resource values. The system produces a respective trusted resource values based on the respective historical relationship instance. Based on differences between the respective trusted resource value and the respective historical resource value associated with the dataset, the system outputs one or more diagnostic comments associated with the detected difference.

Abstract: Some embodiments of the present disclosure may relate generally to software-based service platforms and graphical user interface (GUI) architectures for determining and presenting rule-based conclusions, along with explanations identifying the factor or factors influencing the conclusions. Other embodiments may be disclosed and/or claimed.

Abstract: Some embodiments of the present disclosure may relate generally to software-based service platforms and graphical user interface (GUI) architectures for determining and presenting rule-based conclusions, along with explanations identifying the factor or factors influencing the conclusions. Other embodiments may be disclosed and/or claimed.

Abstract: An online software platform (OSP) classifies challenges to digital rules into buckets according to respective challenged digital rules that were applied to produce respective challenged resources. The OSP computes respective statistics for the buckets. Each bucket may have a corresponding statistic associated with the bucket based on a current total number of challenges that have been classified into that bucket. The OSP ranks the buckets according to the respective statistics of the buckets. The OSP may correct, based on the ranking of the buckets, the respective challenged stored digital rule of the selected bucket without yet correcting the respective challenged digital rule of at least one of the other buckets. This correction is stored and included in digital rules to be used to produce resources going forward.

Abstract: An online software platform (OSP) classifies challenges to digital rules into buckets according to respective challenged digital rules that were applied to produce respective challenged resources. The OSP computes respective statistics for the buckets. Each bucket may have a corresponding statistic associated with the bucket based on a current total number of challenges that have been classified into that bucket. The OSP ranks the buckets according to the respective statistics of the buckets. The OSP may correct, based on the ranking of the buckets, the respective challenged stored digital rule of the selected bucket without yet correcting the respective challenged digital rule of at least one of the other buckets. This correction is stored and included in digital rules to be used to produce resources going forward.

Abstract: In embodiments, diagnostics are electronically determined and provided as to why historical resource values differ from resource values determined according to more-trusted ways. Historical relationship instance data regarding a plurality of historical relationship instances between a primary entity and a plurality of secondary entities are received along with a plurality of historical resource values, in which each historical relationship instance of the plurality of historical relationship instances is associated with a respective historical resource value of the plurality of historical resource values. The system produces a respective trusted resource values based on the respective historical relationship instance. Based on differences between the respective trusted resource value and the respective historical resource value associated with the dataset, the system outputs one or more diagnostic comments associated with the detected difference.

Abstract: In embodiments, an Online Software Platform (OSP) is configured to receive datasets having dataset values that represent relationship instance data of relationship instances between a client primary entity and other secondary entities, select digital rules responsive to these dataset values, produce resources for the datasets by applying the selected digital rules to the dataset values, derive a total value of the produced resources, generate a report document that mentions at least derived the total value, and prepare an instantiation that enables viewing a data record that substantiates the derived total value. The OSP may further make this instantiation available for viewing to a domain entity that has access to the report document and wants to confirm the derived total value. For instance, the OSP may provide an access instruction for viewing the instantiation, or even augment the report document itself with such an access instruction.

Abstract: An online software platform (OSP) classifies challenges to digital rules into buckets according to respective challenged digital rules that were applied to produce respective challenged resources. The OSP computes respective statistics for the buckets. Each bucket may have a corresponding statistic associated with the bucket based on a current total number of challenges that have been classified into that bucket. The OSP ranks the buckets according to the respective statistics of the buckets. The OSP may correct, based on the ranking of the buckets, the respective challenged stored digital rule of the selected bucket without yet correcting the respective challenged digital rule of at least one of the other buckets. This correction is stored and included in digital rules to be used to produce resources going forward.

Abstract: Some embodiments of the present disclosure may relate generally to software-based service platforms and graphical user interface (GUI) architectures for determining and presenting rule-based conclusions, along with explanations identifying the factor or factors influencing the conclusions. Other embodiments may be disclosed and/or claimed.

Abstract: Some embodiments of the present disclosure may relate generally to a dynamic graphical user interface (GUI) architecture that helps provide a user-friendly and flexible capability for software users to create and manage software application rules. These rules may help with processing by a software service or software platform. Other embodiments may be disclosed and/or claimed.

Abstract: An online software platform (OSP) may look up one or more alignment digital rules that determine exemptibility of a relationship instance; apply the one or more alignment digital rules to the relationship instance based on one or more attributes of the relationship instance; determine the exemptibility of the relationship instance based on the application of the one or more alignment digital rules to the relationship instance; and transmit a notification regarding the exemptibility of the relationship instance, thus helping to prevent unnecessary or incorrect production of resources by automated systems.