Abstract: Methods and systems for the automatic deduplication of a set of data records corresponding to a plurality of unique items are described. An automated engine generates corresponding metadata for each data record in the set of data records. A graph network is generated based on the set of data records, including the generated metadata, where the graph network comprises a plurality of nodes and a plurality of edges connecting the nodes, each node corresponding to a respective data record of the set of data records and each edge representing a relationship between two associated nodes. A subset of nodes in the graph network is assigned to a respective item of the plurality of unique items and verified using an LLM. The graph network is updated, based on the verification. The disclosed methods and systems enable the effective deduplication of data records in a computationally efficient manner.

Abstract: Systems and methods are provided for identifying a mismatch between data maintained by third party apps that provide extended functionality to a software platform, and metrics generated in the software platform based on interactions with the third party apps. This can be used to trigger appropriate actions such as, for example, corrective actions to remedy the mismatch. As a result, data consistency between the software platform and the app may be monitored and maintained.

Abstract: Systems and methods are provided for identifying a mismatch between data maintained by third party apps that provide extended functionality to a software platform, and metrics generated in the software platform based on interactions with the third party apps. This can be used to trigger appropriate actions such as, for example, corrective actions to remedy the mismatch. As a result, data consistency between the software platform and the app may be monitored and maintained.

Abstract: Systems and methods for selectively providing post-transaction offers are described. During a transaction process for a first transaction associated with an online store, a request to provide a post-transaction offer is received. A first trust indicator associated with the online store is determined. The first trust indicator is based on historical customer response to the same or a different post-transaction offer. After determining that the first trust indicator satisfies a first trust threshold, the post-transaction offer is provided after completion of the first transaction.