The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Sep. 08, 2026

Filed:

Oct. 31, 2023
Applicant:

Proofpoint, Inc., Sunnyvale, CA (US);

Inventor:

J. Trent Adams, Highlands Ranch, CO (US);

Assignee:

Proofpoint, Inc., Sunnyvale, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06N 20/00 (2019.01); H04L 61/4511 (2022.01);
U.S. Cl.
CPC ...
H04L 63/123 (2013.01); G06N 20/00 (2019.01); H04L 61/4511 (2022.05); H04L 63/0227 (2013.01); H04L 63/1416 (2013.01); H04L 63/1425 (2013.01); H04L 63/166 (2013.01); H04L 63/20 (2013.01);
Abstract

Aspects of the disclosure relate to dynamic message analysis using machine learning. A computing platform may monitor a messaging server associated with an enterprise organization. Based on monitoring the messaging server, the computing platform may identify bi-directional messaging traffic between enterprise domains associated with the enterprise organization and external domains not associated with the enterprise organization. Based on identifying the bi-directional messaging traffic, the computing platform may select external domains for a conversation detection process. The computing platform may compute an initial set of rank-ordered external domains by: determining, based on a number of messages sent to and received from each enterprise domain/external domain pair, weighted difference values and ranking the plurality of external domains selected for the conversation detection process based the weighted difference values. The computing platform may remove, from the initial set of rank-ordered external domains, known outlier domains, and may execute enhanced protection actions.


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