Patent ID: 11861695
Assignee: XERO LIMITED
Field: IT methods for management (Electrical engineering)
Classification: CPC G | IPC G

Claim 17:
18. A system comprising:
a memory comprising instructions; and
one or more first processors, wherein the instructions, when executed by the one or more first processors, cause the one or more first processors to perform operations comprising:
training, by one or more first processors, a community predictor with community training data to produce a trained community predictor, the community training data comprising values of features derived from previously reconciled transactions of a plurality of businesses;
training, by the one or more first processors, a user predictor with user training data to produce a trained user predictor, the user training data comprising values derived from the features for previously reconciled transactions of a first entity;
providing a machine learning tool for determining reconciliation suggestions based on previously reconciled transactions for the plurality of businesses and previously reconciled transactions of the first entity, the machine learning tool comprising the trained community predictor and the trained user predictor;
providing a user interface for presenting the reconciliation suggestions determined by the machine learning tool to a user for validation; and
re-training the user predictor with user training data including the validated reconciliation suggestion.