Intuit, Inc.

Phouphet Sihavong

Amir R Eftekhari

Courtney Ferguson

Systems and methods are described for ingesting and interpretation email messages. A pattern registry is generated for emails associated with a plurality of users based on a machine learning model interpretation of the emails. Email messages are received by a server computer, which performs pattern matching for each email message with the pattern registry. For example, embeddings for the emails may be extracted and compared to embeddings stored in a pattern database. Information for the emails is extracted based on the results of the pattern matching. For example, if a matching pattern is present in the pattern registry, the information for the email may be extracted based on the matching pattern. On the other hand, if no matching pattern is present in the pattern registry, the information for the email may be extracted using a machine learning model, such as a large language model, and the pattern registry is updated.

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Etobicoke, Canada

Phouphet Sihavong