Prosecution Insights
Last updated: April 19, 2026

Examiner: ALGHAZZY, SHAMCY

Tech Center 2100 • Art Units: 2128

This examiner grants 48% of resolved cases

Performance Statistics

48.4%
Allow Rate
-6.6% vs TC avg
87
Total Applications
+0.7%
Interview Lift
1454
Avg Prosecution Days
Based on 62 resolved cases, 2023–2026

Rejection Statute Breakdown

34.9%
§101 Eligibility
11.1%
§102 Novelty
39.3%
§103 Obviousness
10.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17144299 Evaluating Supervised Learning Models Through Comparison of Actual and Predicted Model Outputs Non-Final OA Bank of America Corporation
16527411 PERSONALIZED COMPLIMENTARY ITEM RECOMMENDATIONS USING SEQUENTIAL AND TRIPLET NEURAL ARCHITECTURE Non-Final OA Walmart Apollo, LLC
18389022 CONTROL POLICIES FOR ROBOTIC AGENTS Final Rejection Google LLC
16969964 SEARCH SYSTEM, SEARCH METHOD, AND PROGRAM Non-Final OA RAKUTEN GROUP, INC.
17725172 TIME SERIES DATA PROCESSING DEVICE CONFIGURED TO PROCESS TIME SERIES DATA WITH IRREGULARITY Non-Final OA Electronics and Telecommunications Research Institute
17117153 HYBRID ENSEMBLE APPROACH FOR IOT PREDICTIVE MODELLING Non-Final OA Caterpillar Inc.
17714884 GRADIENT GROUPING FOR COMPRESSION IN FEDERATED LEARNING FOR MACHINE LEARNING MODELS Final Rejection QUALCOMM Incorporated
17214583 ARCHITECTURE FOR MACHINE LEARNING (ML) ASSISTED COMMUNICATIONS NETWORKS Non-Final OA QUALCOMM Incorporated
17449165 ADAPTIVE AGGREGATION FOR FEDERATED LEARNING Non-Final OA SIEMENS HEALTHINEERS AG
17361974 DETECTION OF ABNORMAL BEHAVIOUR OF DEVICES FROM ASSOCIATED UNLABELED SENSOR OBSERVATIONS Non-Final OA Tata Consultancy Services Limited
17759359 MACHINE LEARNING-SUPPORTED PIPELINE FOR DIMENSIONING AN INTRAOCULAR LENS Non-Final OA Carl Zeiss Meditec AG
18225674 TEMPORALLY STABLE DATA RECONSTRUCTION WITH AN EXTERNAL RECURRENT NEURAL NETWORK Non-Final OA NVIDIA Corporation
17062387 PREDICTION MODELS INCORPORATING STRATIFICATION OF DATA Non-Final OA THE CHINESE UNIVERSITY OF HONG KONG
17356235 MACHINE LEARNING APPROACH FOR SOLVING BEAM ANGLE OPTIMIZATION Non-Final OA SIEMENS HEALTHINEERS INTERNATIONAL AG
17214379 Computationally Efficient System And Method For Observational Causal Inferencing Non-Final OA Amplitude, Inc.

Facing This Examiner?

IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.

Build Your Strategy

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month