Prosecution Insights
Last updated: April 19, 2026

Examiner: SINGLETARY, TYRONE E

Tech Center 3600 • Art Units: 3623 3625

This examiner grants 30% of resolved cases

Performance Statistics

30.1%
Allow Rate
-21.9% vs TC avg
222
Total Applications
+29.0%
Interview Lift
1241
Avg Prosecution Days
Based on 186 resolved cases, 2023–2026

Rejection Statute Breakdown

42.8%
§101 Eligibility
7.5%
§102 Novelty
37.6%
§103 Obviousness
10.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18639171 OIL AND GAS EXPLORATION PORTFOLIO OPTIMIZATION WITH GEOLOGICAL, ECONOMICAL, AND OPERATIONAL DEPENDENCIES Final Rejection Saudi Arabian Oil Company
18103357 DYNAMIC SINGLE ROUTE OPTIMIZATION AND TRAILER LOADING FEASBILITY CHECK Final Rejection Walmart Apollo, LLC
19012926 MANAGEMENT SYSTEM AND MANAGEMENT METHOD Non-Final OA TOYOTA JIDOSHA KABUSHIKI KAISHA
18440339 Machine Management System Final Rejection The Boeing Company
17526183 GENERATING GREENHOUSE GAS EMISSIONS ESTIMATIONS ASSOCIATED WITH LOGISTICS CONTEXTS USING MACHINE LEARNING TECHNIQUES Final Rejection International Business Machines Corporation
18601268 TARGET ZONES FOR PREDICTIVE DATA FEATURES Non-Final OA State Farm Mutual Automobile Insurance Company
19029301 Determining VTOL Departure Time in an Aviation Transport Network for Efficient Resource Management Non-Final OA Joby Aero, Inc.
18405250 Determining VTOL Departure Time in an Aviation Transport Network for Efficient Resource Management Final Rejection Joby Aero, Inc.
19016401 ELECTRONIC SYSTEMS AND METHODS FOR HYDROCARBON PRODUCING WELLS Non-Final OA Ranger Energy Services LLC
18422964 METHOD AND SYSTEM FOR ENHANCING SALES REPRESENTATIVE PERFORMANCE USING MACHINE LEARNING MODELS Non-Final OA Dell Products L.P.
17397460 SYSTEMS AND METHODS FOR REINFORCEMENT LEARNING WITH SUPPLEMENTED STATE DATA Final Rejection ROYAL BANK OF CANADA
18947253 SYSTEMS AND METHOD FOR MESSAGE-BASED CONTROL AND MONITORING OF A BUSINESS PROCESS Non-Final OA CONTROLS FORCE LTD
18847973 METHOD, DEVICE AND SYSTEM FOR MEASURING PROCESS PERFORMANCE AND/OR AUTOMATING CERTIFICATION PROCEDURES Non-Final OA THINGS GO ONLINE - CONSULTORIA, DESENVOLVIMENTO E TECNOLOGIA EM METRICAS E TOKENS DE IMPACTOS AMBIENTAIS E SOCIAIS LTDA
17867310 ZAAF - Augmented Analytics Framework with Deep Metrics Discovery Non-Final OA Zoho Corporation Private Limited
18442132 SYSTEM AND METHOD FOR CALCULATING A SCORE OF AN OUTBOUND-MARKETING INTERACTION Non-Final OA NICE LTD.
18093107 SYSTEMS AND METHODS FOR AUTOMATIC HANDLING OF SCORE REVISION REQUESTS Final Rejection Nice Ltd.
18612043 AB Testing on Edge Computing System Non-Final OA NOSTRA, INC.
18568164 SYSTEMS AND METHODS FOR EMISSIONS DATA MANAGEMENT Final Rejection U.S. Venture, Inc.
18319195 SYSTEMS AND METHODS FOR OPTIMIZING BUSINESS WORKFLOWS Final Rejection FlowPatterns
18090158 AI-GENERATED PLANS WITHIN MERGED USER STRUCTURES Final Rejection KWIKCLICK, LLC

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