US 2020/0026916 A1Published application

Systems and methods for predictive analysis reporting

AssigneeResembleTech, Inc.

InventorsJoseph M. Wood, Robert D. Bailey, Matthew Valley, Stewart A. Sintay, Stephen W. Shillingford, Wacey T. Richards, Damon A. Darais, Michael E. Kiemel, Samuel Z. Shillingford

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Abstract

Systems and methods may utilize a predictive analysis model to analyze a contract or other document. A system may parse a document and/or a repository of information associated with the document. The system may identify one or more terms in the document and corresponding terms in the repository. The system may determine a difference parameter between a first term extracted from the document and a second term extracted from the repository. The system may determine whether the difference between the first term and the second term, represented by the difference parameter, is likely to be acceptable to the user using a predictive analysis model. The system may report a validation parameter indicating a level of acceptability associated with the difference. User feedback on the accuracy of the predictive analysis model is used to train, modify, and improve the predictive analysis model.

Claims20

Dependent claims

A system, comprising:

a term extraction module to:
extract a first contract term from a contract document, and
extract a second contract term from a repository of contract terms based at least in part on the first contract term extracted from the contract document;
a comparison module to:
identify a difference parameter between the first contract term extracted from the contract document and the second contract term extracted from the repository of contract terms, and
determine whether the difference parameter between the first contract term and the second contract term satisfies a threshold based on predictive analysis model;
a validation module to identify a validation parameter based on the determination of whether the difference parameter satisfies the threshold, wherein the validation parameter indicates a quantified level of acceptability of a difference between the first contract term and the second contract term;
a feedback module to receive feedback from a user to validate the validation parameter that was generated using the predictive analysis model;
a predictive analysis module to dynamically modify the predictive analysis model when the received feedback indicates that the comparison module assigned an incorrect different parameter;
and
a report module to generate a report indicating the first contract term, the second contract term, the validation parameter, and the feedback from the user.

8 more elements

An apparatus, comprising:

means for extracting a first contract term from a contract document;
means for extracting a second contract term from a repository of contract terms based at least in part on the first contract term extracted from the contract document;
means for identifying a difference parameter between the first contract term extracted from the contract document and the second contract term extracted from the repository of contract terms;
means for determining whether the difference parameter between the first contract term and the second contract term satisfies a threshold using a predictive analysis model;
means for generating a validation parameter based at least in part on determining whether the difference parameter satisfies the threshold, wherein the validation parameter indicates a level of acceptability of a difference between the first contract term and the second contract term;
means for requesting feedback from a user to validate the validation parameter generated using the predictive analysis model;
means for receiving the feedback from the user;
and
means for generating a report indicating the first contract term, the second contract term, the validation parameter, and the feedback from the user that validated the validation parameter.

6 more elements

A non-transitory computer-readable medium storing code, the code comprising instructions executable by a processor to:

extract a first contract term from a contract document;
extract a second contract term from a repository of contract terms based at least in part on the first contract term extracted from the contract document;
determine a difference parameter based on a difference between the first contract term extracted from the contract document and the second contract term extracted from the repository of contract terms;
determine whether the difference parameter satisfies a threshold using a predictive analysis model;
generate a validation parameter that indicates a level of acceptability of differences between the first contract term and the second contract term;
request feedback from a user to validate the validation parameter generated using the predictive analysis model;
receive the feedback from the user indicating that the predictive analysis model is incorrect based on the validation parameter assigned to the different between the first contract term and the second contract term;
update the predictive analysis model based on the feedback from the user;
and
generate a report indicating the first contract term, the second contract term, the validation parameter, and the feedback from the user that validated the validation parameter.

7 more elements

Dependencies are inferred from the claim text.