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LLM Generating Obfuscated Employee Feedback Summaries and Modification Suggestions

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Summary

USPTO published patent application US20260099625A1 filed by Recep Colak, Daniel Perry, and Serena Jeblee on October 4, 2024. The application discloses systems and methods for using large language models to generate obfuscated summaries of employee feedback data and to provide modification suggestions based on that feedback. The system includes a manager feedback interface that displays obfuscated summaries to managers without revealing individual employee identities.

What changed

USPTO published patent application US20260099625A1 disclosing a system that uses large language models to generate obfuscated summaries of employee feedback data and provide modification suggestions. The system receives employee feedback, generates a prompt for an obfuscation LLM to create anonymous summaries, displays these summaries via a manager feedback interface, and can generate modification suggestions based on the underlying feedback data.

For compliance officers and legal professionals, this patent application signals emerging technology for HR data anonymization using AI. Organizations developing similar systems should consider data privacy compliance, employment law requirements, and employee consent obligations when implementing LLM-based feedback processing tools.

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Archived snapshot

Apr 14, 2026

GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.

← USPTO Patent Applications

UTILIZING LARGE LANGUAGE MODELS TO GENERATE OBFUSCATED SUMMARIES OF EMPLOYEE FEEDBACK DATA AND MODIFICATION SUGGESTIONS BASED ON THE EMPLOYEE FEEDBACK DATA

Application US20260099625A1 Kind: A1 Apr 09, 2026

Inventors

Recep Colak, Daniel Perry, Serena Jeblee

Abstract

The present disclosure relates to systems, non-transitory computer-readable media, and methods for utilizing machine learning to generate an obfuscated summary for employee feedback data and generating a modification suggestion based on the employee feedback data. In particular, in one or more embodiments, the disclosed systems generate a prompt for an obfuscation and summary generation large language model to generate an obfuscated summary of employee feedback data and provide the obfuscated summary within a manager feedback interface on a manager client device. Moreover, in one or more embodiments, the disclosed systems receive a request to generate a modification suggestion from the manager feedback interface, then utilize a recommendation large language model to generate a modification suggestion based on the employee feedback data. Further, the disclosed systems provide the modification within the manager feedback interface on the manager client device.

CPC Classifications

G06F 21/6245 G06Q 10/0639

Filing Date

2024-10-04

Application No.

18906980

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Last updated

Classification

Agency
USPTO
Published
April 9th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
US20260099625A1

Who this affects

Applies to
Employers Technology companies
Industry sector
5112 Software & Technology
Activity scope
Patent application filing AI system design Employee data processing
Geographic scope
United States US

Taxonomy

Primary area
Intellectual Property
Operational domain
Legal
Topics
Artificial Intelligence Data Privacy Employment & Labor

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