Prosecution Insights
Last updated: August 18, 2026

Examiner: SMITH, PAULINHO E

Tech Center 2100 • Art Units: 2100 2123 2124 2125 2127 2129 2145

This examiner grants 80% of resolved cases

Performance Statistics

80.4%
Allow Rate
+25.4% vs TC avg
567
Total Applications
+9.7%
Interview Lift
1178
Avg Prosecution Days
Based on 545 resolved cases, 2023–2026

Rejection Statute Breakdown

19.0%
§101 Eligibility
15.8%
§102 Novelty
40.1%
§103 Obviousness
14.4%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18232964 SYSTEMS AND METHODS FOR PREDICTING PRESENCE OF OBJECTS USING DECENTRALIZED DATA COLLECTION AND MAP DATA-BASED INFORMATION COMPRESSION Non-Final OA Toyota Motor Engineering & Manufacturing North America, Inc.
19344215 PERSONALIZED ARTIFICIAL INTELLIGENCE AGENT OPERATION BASED ON USER-SPECIFIC PROFILES AND HISTORICAL INTERACTION PATTERNS Final Rejection monday.com Ltd.
18303157 COMMUNICATION METHOD, APPARATUS, AND SYSTEM Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
18498540 SYSTEMS AND METHODS FOR MINIMIZING DEVELOPMENT TIME IN ARTIFICIAL INTELLIGENCE MODELS BASED ON DATASET FITTINGS Non-Final OA Capital One Services, LLC
18691081 LEARNING DEVICE Non-Final OA NEC Corporation
18324454 MACHINE-LEARNING MODEL-BASED LIFE-CYCLE CLASSIFICATION FOR SELECTION OF A FORECASTING MODEL Non-Final OA Oracle International Corporation
17976655 DEEP NEURAL NETWORK SLIMMING DEVICE AND OPERATING METHOD THEREOF Final Rejection ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18522952 PREDICTION MODEL FOR DEBUGGING Non-Final OA Truist Bank
17948460 METHOD FOR CALCULATING INTERACTION BETWEEN FEATURE AMOUNTS AND SYSTEM FOR CALCULATING INTERACTION BETWEEN FEATURE AMOUNTS Final Rejection Hitachi High-Tech Corporation
18113492 REPARAMETERIZATION OF SELECTIVE NETWORKS FOR END-TO-END TRAINING Final Rejection Royal Bank of Canada
17699170 DETECTION METHOD, COMPUTER-READABLE RECORDING MEDIUM, AND COMPUTNG SYSTEM Non-Final OA FUJITSU LIMITED
17980906 LOGISTICS PROVIDER RECOMMENDATION USING MACHINE LEARNING Non-Final OA Dell Products L.P.
18520767 OPTIMIZED REINFORCEMENT LEARNING FOR ARTIFICIAL INTELLIGENCE MODELS Non-Final OA SRI International
17783981 CONSTRUCTING AND OPERATING AN ARTIFICIAL RECURRENT NEURAL NETWORK Final Rejection INAIT SA

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