Prosecution Insights
Last updated: May 29, 2026

Examiner: TRAN, TAN H

Tech Center 2100 • Art Units: 2141 2173

This examiner grants 60% of resolved cases

Performance Statistics

60.4%
Allow Rate
+5.4% vs TC avg
368
Total Applications
+32.1%
Interview Lift
1279
Avg Prosecution Days
Based on 313 resolved cases, 2023–2026

Rejection Statute Breakdown

2.6%
§101 Eligibility
4.8%
§102 Novelty
92.1%
§103 Obviousness
0.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18752142 TASK CREATION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM Non-Final OA Beijing Zitiao Network Technology Co., Ltd.
18349424 AUTOMATED CONTACT CENTER BASED ON OBFUSCATED KNOWLEDGE BASE Non-Final OA Cisco Technology, Inc.
18429285 Systems and Methods for Providing Continuous-Path and Delete Key Gestures at a Touch-Sensitive Keyboard Non-Final OA Apple Inc.
18185918 NEURAL NETWORK PROCESSORS Final Rejection Arm Limited
18341397 Adaptive Learning Rates for Training Adversarial Models with Improved Computational Efficiency Non-Final OA Google LLC
17951870 ADVERSARIAL ATTACKS FOR IMPROVING COOPERATIVE MULTI-AGENT REINFORCEMENT LEARNING SYSTEMS Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17502484 Knowledge Graph Driven Content Generation Non-Final OA International Business Machines Corporation
17476401 FRAUD SUSPECTS DETECTION AND VISUALIZATION Non-Final OA International Business Machines Corporation
18384525 RESOURCE EFFICIENT FEDERATED EDGE LEARNING WITH HYPERDIMENSIONAL COMPUTING Non-Final OA Intel Corporation
17551929 ELECTRONIC DEVICE PERFORMING IMITATION LEARNING FOR BEHAVIOR AND OPERATION METHOD THEREOF Non-Final OA ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18153805 Method and Apparatus for Training and Evaluating an Evaluation Model for a Classification Application Final Rejection Robert Bosch GmbH
17773100 EXECUTING ARTIFICIAL INTELLIGENCE AGENTS IN AN OPERATING ENVIRONMENT Non-Final OA ServiceNow, Inc.
17832733 NEURAL NETWORK SYSTEM, NEURAL NETWORK LEARNING METHOD, AND NEURAL NETWORK LEARNING PROGRAM Final Rejection FUJITSU LIMITED
17829142 HYBRID MACHINE LEARNING ARCHITECTURE AND ASSOCIATED METHODS Final Rejection THALES NEDERLAND B.V.
18328631 NEURAL NETWORKS PROCESSING UNITS ACTIVATION SPARSITY REMOVAL Non-Final OA NEURONIX AI LABS INC.
18196412 Hybrid Fixed/Flexible Neural Network Architecture Non-Final OA PolyN Technology Limited
17744565 Systems and Methods for Human Activity Recognition Using Analog Neuromorphic Computing Hardware Non-Final OA PolyN Technology Limited
17196960 ANALOG HARDWARE REALIZATION OF TRAINED NEURAL NETWORKS FOR VOICE CLARITY Final Rejection PolyN Technology Limited
18194564 KNOWLEDGE BASED ARTIFICIAL INTELLIGENCE ARCHITECTURE FOR INDUSTRIAL SYSTEMS Non-Final OA Aitomatic, Inc.
17780989 MACHINE LEARNING PERFORMANCE MONITORING AND ANALYTICS Non-Final OA Mona Labs 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