Prosecution Insights
Last updated: April 19, 2026

Examiner: ROY, SANCHITA

Tech Center 2100 • Art Units: 2143 2146 2178

This examiner grants 72% of resolved cases

Performance Statistics

72.2%
Allow Rate
+17.2% vs TC avg
335
Total Applications
+46.0%
Interview Lift
1204
Avg Prosecution Days
Based on 316 resolved cases, 2023–2026

Rejection Statute Breakdown

11.3%
§101 Eligibility
10.9%
§102 Novelty
45.4%
§103 Obviousness
27.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17589306 SYSTEMS AND METHODS FOR GENERATING A CUSTOMIZED GUI Non-Final OA Walmart Apollo, LLC
17516999 AUTOMATIC ANALYSIS SYSTEM FOR QUALITY DATA BASED ON MACHINE LEARNING Final Rejection HYUNDAI MOBIS CO., LTD.
17477314 PREDICTION RULE CALIBRATION SYSTEM AND PREDICTION RULE CALIBRATION METHOD Final Rejection Hitachi, Ltd.
19236821 LARGE LANGUAGE MODEL SECURITY SUMMARIZATION Final Rejection Andromeda Security
17737065 ANOMALY DETECTION AND ANOMALOUS PATTERNS IDENTIFICATION Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17358448 TECHNOLOGY FOR MEMORY-EFFICIENT AND PARAMETER-EFFICIENT GRAPH NEURAL NETWORKS Final Rejection Intel Corporation
18760889 SYSTEMS AND METHODS OF ORGANIZING AND PROVIDING BOOKMARKED CONTENT Final Rejection Adeia Guides Inc.
17828613 FEDERATED LEARNING USING SECURE CENTERS OF CLIENT DEVICE EMBEDDINGS Non-Final OA QUALCOMM Incorporated
17106027 MONITORING BIAS METRICS AND FEATURE ATTRIBUTION FOR TRAINED MACHINE LEARNING MODELS Final Rejection Amazon Technologies, Inc.
18175681 LAYER-WISE EFFICIENT UNIT TESTING IN VERY LARGE MACHINE LEARNING MODELS Non-Final OA Dell Products L.P.
17933348 GAN-BASED DATA GENERATION FOR CONTINUOUS CENTRALIZED ML TRAINING Non-Final OA Dell Products L.P.
17754621 EFFICIENT COMPUTATIONAL INFERENCE Non-Final OA SECONDMIND LIMITED
17662157 PREDICTIVE DATA ANALYSIS TECHNIQUES USING A HIERARCHICAL RISK PREDICTION MACHINE LEARNING FRAMEWORK Non-Final OA Optum Services (Ireland) Limited
17643457 MACHINE-LEARNING BASED BEHAVIOR MODELING Final Rejection SparkCognition, Inc.
18151684 SYSTEMS AND METHODS FOR ATTRIBUTION OF FACTS TO MULTIPLE INDIVIDUALS IDENTIFIED IN TEXTUAL CONTENT Non-Final OA Grapevine Solutions, Inc.

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