Prosecution Insights
Last updated: May 29, 2026

Examiner: SINGLETARY, TYRONE E

Tech Center 3600 • Art Units: 3623 3625

This examiner grants 30% of resolved cases

Performance Statistics

29.8%
Allow Rate
-22.2% vs TC avg
225
Total Applications
+27.7%
Interview Lift
1294
Avg Prosecution Days
Based on 188 resolved cases, 2023–2026

Rejection Statute Breakdown

6.4%
§101 Eligibility
7.5%
§102 Novelty
79.7%
§103 Obviousness
4.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18103357 DYNAMIC SINGLE ROUTE OPTIMIZATION AND TRAILER LOADING FEASBILITY CHECK Final Rejection Walmart Apollo, LLC
18422964 METHOD AND SYSTEM FOR ENHANCING SALES REPRESENTATIVE PERFORMANCE USING MACHINE LEARNING MODELS Non-Final OA Dell Products L.P.
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
18632973 SOLUTION UPGRADE RECOMMENDATION ENGINE Final Rejection SAP SE
18440339 Machine Management System Final Rejection The Boeing Company
19029301 Determining VTOL Departure Time in an Aviation Transport Network for Efficient Resource Management Non-Final OA Joby Aero, Inc.
19016401 ELECTRONIC SYSTEMS AND METHODS FOR HYDROCARBON PRODUCING WELLS Non-Final OA Ranger Energy Services LLC
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
17867310 ZAAF - Augmented Analytics Framework with Deep Metrics Discovery Non-Final OA Zoho Corporation Private Limited
18622225 REGIONAL WILDFIRE VULNERABILITY DETECTION Non-Final OA Cabrillo Coastal General Insurance Agency, LLC
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.
17916006 METHOD FOR ONLINE EVALUATION AND ONLINE SERVER FOR EVALUATION Final Rejection VISITS Technologies, Inc.
18319195 SYSTEMS AND METHODS FOR OPTIMIZING BUSINESS WORKFLOWS Final Rejection FlowPatterns

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