Prosecution Insights
Last updated: April 19, 2026

Examiner: ABOU EL SEOUD, MOHAMED

Tech Center 2100 • Art Units: 2142 2148 2172 2174 2176

This examiner grants 38% of resolved cases

Performance Statistics

38.5%
Allow Rate
-16.5% vs TC avg
254
Total Applications
+38.7%
Interview Lift
1541
Avg Prosecution Days
Based on 208 resolved cases, 2023–2026

Rejection Statute Breakdown

16.1%
§101 Eligibility
15.1%
§102 Novelty
48.2%
§103 Obviousness
14.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18206859 SYSTEM AND METHOD FOR PROVIDING PERSONAL MACHINE LEARNING MODELS Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
18387984 PROVIDING RESPONSES AMONG A PLURALITY OF USER INTERFACES BASED ON STRUCTURE OF USER INPUT Non-Final OA Wells Fargo Bank, N.A.
18012408 INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, NON-TRANSITORY COMPUTER READABLE MEDIUM Final Rejection NEC Corporation
18658815 CONTEXT-SENSITIVE HANDLING OF INTERRUPTIONS Final Rejection Apple Inc.
19085969 Systems and Methods for Generating and Providing Suggested Actions Non-Final OA Google LLC
17497243 SYSTEM AND METHOD FOR AUTOMATED DETECTION AND PREDICTION OF MACHINE FAILURES USING ONLINE MACHINE LEARNING Non-Final OA Aktiebolaget SKF
18338671 OUTLIER DETECTION WITH TRANSFER LEARNING Non-Final OA International Business Machines Corporation
18176779 COMPUTATIONAL ESTIMATION OF A CHARACTERISTIC OF A POSTERIOR DISTRIBUTION Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17655523 MACHINE LEARNING MODEL TRAINING WITH EMPHASIS ON FEATURE IMPORTANCE Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17055996 FRAUD ESTIMATION SYSTEM, FRAUD ESTIMATION METHOD AND PROGRAM Non-Final OA RAKUTEN GROUP, INC.
16888052 Optimized User Interface Delivery Non-Final OA Comcast Cable Communications, LLC
18115231 SPECIAL PURPOSE QUANTUM RESOURCES INTEGRATION Non-Final OA SAP SE
18206644 LEARNING DEVICE AND LEARNING METHOD Non-Final OA HONDA MOTOR CO., LTD.
17681864 GESTURE RECOGNITION APPARATUS, MOBILE OBJECT, GESTURE RECOGNITION METHOD, AND STORAGE MEDIUM Final Rejection HONDA MOTOR CO., LTD.
17568396 Digital Video Generation depicting Edit Operations to Digital Content Final Rejection Adobe Inc.
18190461 SYSTEM AND METHOD FOR SELECTING COLLECTING DIAGNOSTIC DATA BASED ON DIAGNOSTIC DATA UTILITY Non-Final OA Dell Products L.P.
18157278 SYSTEM AND METHOD FOR DETECTION OF TRANSIENT DATA DRIFT WHILE PERFORMING ANOMALY DETECTION Non-Final OA Dell Products L.P.
18068842 MACHINE LEARNING MODEL REMOTE MANAGEMENT IN ADVANCED COMMUNICATION NETWORKS Non-Final OA Dell Products L.P.
16663120 METHODS AND APPARATUS FOR COLLECTING COLOR DOPPLER ULTRASOUND DATA Non-Final OA BFLY OPERATIONS, INC.
17976203 GRAPHICAL USER INTERFACE AND DATA TRANSFER METHODS IN A CONTROLLING DEVICE Non-Final OA Universal Electronics Inc.
17968530 Method and apparatus having a scalable architecture for neural networks Non-Final OA Roviero, Inc.

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