Prosecution Insights
Last updated: August 18, 2026

Examiner: MIAN, MUHAMMAD U

Tech Center 2100 • Art Units: 2163

This examiner grants 67% of resolved cases

Performance Statistics

67.0%
Allow Rate
+12.0% vs TC avg
387
Total Applications
+22.7%
Interview Lift
1037
Avg Prosecution Days
Based on 367 resolved cases, 2023–2026

Rejection Statute Breakdown

21.6%
§101 Eligibility
8.7%
§102 Novelty
48.9%
§103 Obviousness
15.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18583605 ASYMMETRICALLY DISTRIBUTED CONVOLUTION-ATTENTION NEURAL NETWORKS Non-Final OA Snap Inc.
19285848 DATABASE TASK PROCESSING METHOD AND APPARATUS, DATABASE SYSTEM, AND REDUNDANCY SYSTEM Non-Final OA Huawei Technologies Co., Ltd.
17963435 TECHNIQUES TO GENERATE AND STORE GRAPH MODELS FROM STRUCTURED AND UNSTRUCTURED DATA IN A CLOUD-BASED GRAPH DATABASE SYSTEM Final Rejection Capital One Services, LLC
18223824 DATABASE-NATIVE AUTOMATIC COMPENSATION FOR SAGAS Non-Final OA Oracle International Corporation
18629402 GRAPH MODIFICATION USING DECLARATIVE COMMANDS Non-Final OA ServiceNow, Inc.
18976237 SPACE-OPTIMIZED FOREST FOR GRAPH DATABASES Non-Final OA Beijing Volcano Engine Technology Co., Ltd.
19068993 ENSEMBLE OF VECTOR AND GRAPH BASED EMBEDDINGS FOR LARGE LANGUAGE PROMPT AUGMENTATION Final Rejection Salesforce, Inc.
19066050 RETRIEVAL AUGMENTED GENERATION BASED QUERY REFORMULATION PIPELINE FOR A QUESTION AND ANSWER SYSTEM Final Rejection Salesforce, Inc.
19193828 Dynamically Generating Descriptions Using a Multi-Modal Large-Language Model Final Rejection Maplebear Inc.
18983139 MANAGING DATASETS GENERATED BY SEARCH QUERIES Non-Final OA Cisco Technology, Inc.
18335715 MACHINE LEARNING TRANSFORMATION OPERATIONS FOR INTERLEAVED DATA Non-Final OA International Business Machines Corporation
18638253 METHOD FOR EMBEDDING GRAPH AND SYSTEM THEREFOR Final Rejection SAMSUNG SDS CO., LTD.

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