Prosecution Insights
Last updated: August 17, 2026

Examiner: STANDKE, ADAM C

Tech Center 2100 • Art Units: 2122 2125 2129

This examiner grants 51% of resolved cases

Performance Statistics

51.4%
Allow Rate
-3.6% vs TC avg
171
Total Applications
+27.5%
Interview Lift
1574
Avg Prosecution Days
Based on 140 resolved cases, 2023–2026

Rejection Statute Breakdown

18.5%
§101 Eligibility
9.0%
§102 Novelty
56.1%
§103 Obviousness
14.6%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
19436695 PLATFORMS, SYSTEMS, AND METHODS FOR OPTIMIZATION USING MACHINE LEARNING MODELS Non-Final OA X Development LLC
19436349 MACHINE LEARNING FOR PERFORMANCE AND VIABILITY PREDICTION Non-Final OA X Development LLC
17160004 DEVICE, METHOD AND MACHINE LEARNING SYSTEM FOR DETERMINING A VELOCITY FOR A VEHICLE Final Rejection Robert Bosch GmbH
18575929 Detecting and Determining Relevant Variables of an Object by Means of Ultrasonic Sensors Non-Final OA Volkswagen Aktiengesellschaft
18328708 MACHINE LEARNING FOR NETWORK CONTENT RECOMMENDATIONS USING EMBEDDINGS REPRESENTING DIFFERENT USER INSTANCES Non-Final OA Capital One Services, LLC
18125062 MACHINE LEARNING (ML) BASED SOFTWARE KERNEL SELECTION Final Rejection QUALCOMM Incorporated
17319313 METHOD AND APPARATUS FOR NEURAL NETWORK MODEL COMPRESSION WITH MICRO-STRUCTURED WEIGHT PRUNING AND WEIGHT UNIFICATION Non-Final OA TENCENT AMERICA LLC
18534566 DEEP LEARNING HARDWARE Non-Final OA Intel Corporation
18141663 METHOD AND SYSTEM FOR FACILITATING REAL-TIME AUTOMATED DATA ANALYTICS Final Rejection JPMorgan Chase Bank, N.A.
16175422 MEMORY BANDWIDTH MANAGEMENT FOR DEEP LEARNING APPLICATIONS Final Rejection Microsoft Technology Licensing, LLC
18164018 APPARATUSES, SYSTEMS, AND METHODS FOR MACHINE LEARNING USING ON-MEMORY PATTERN MATCHING Final Rejection MICRON TECHNOLOGY, INC.
18367020 GENERATIVE RECOMMENDATION MODEL LEVERAGING VERBALIZED SEQUENTIAL DATA Non-Final OA Adobe Inc.
18153439 FOCUSING UNSTRUCTURED DATA AND GENERATING FOCUSED DATA DETERMINATIONS FROM AN UNSTRUCTURED DATA SET Final Rejection Optum Services (Ireland) Limited
17530959 IDENTIFY RECIPIENT(S) BASED ON CONTEXT AND PROMPT/SUGGEST SENDER TO ADD IDENTIFIED RECIPIENT(S) BEFORE SENDING MESSAGE Final Rejection Avaya Management L.P.
17554454 Machine Learning in Metrology Measurements Final Rejection KLA-TENCOR CORPORATION

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