Listed by the USPTO as MIAN, MUHAMMAD U
Tech Center 2600 • Art Units: 2163 2656
This examiner grants 67% of resolved cases
MIAN, MUHAMMAD U is assigned to tech center 2600 and art unit 2163. The profile records 369 resolved cases and a 67.2% allowance rate. The interview lift is 22.1%, indicating a positive but moderate association with allowance outcomes. The median time to allowance is 1036 days.
The listed companies are Beijing Volcano Engine Technology Co., Ltd., Capital One Services LLC, and Snap Inc. The listed firms are Anova Law Group, PLLC, ARENTFOX SCHIFF LLP, and BANNER & WITCOFF, LTD. The outcome measure supports a generally favorable prosecution assessment, while the interview result suggests that examiner discussions can help but should not replace written claim analysis. The timing figure supports building a structured response and continuation plan before prosecution becomes urgent.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 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 |
| 18733116 | Recurrent Neural Network-Based Analog Cache System | Non-Final OA | Bank of America Corporation |
| 18583605 | ASYMMETRICALLY DISTRIBUTED CONVOLUTION-ATTENTION NEURAL NETWORKS | Non-Final OA | Snap Inc. |
| 19068993 | ENSEMBLE OF VECTOR AND GRAPH BASED EMBEDDINGS FOR LARGE LANGUAGE PROMPT AUGMENTATION | Non-Final OA | Salesforce, Inc. |
| 19066050 | RETRIEVAL AUGMENTED GENERATION BASED QUERY REFORMULATION PIPELINE FOR A QUESTION AND ANSWER SYSTEM | Non-Final OA | Salesforce, Inc. |
| 19338962 | METHOD AND APPARATUS FOR GENERATING QUESTION-ANSWERING SERVICE, DEVICE, AND READABLE STORAGE MEDIUM | Non-Final OA | TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED |
| 17457181 | GENERATING A STATISTIC USING ELECTRONIC TRANSACTION DATA | Non-Final OA | Palantir Technologies Inc. |
| 18947055 | DYNAMIC CONTEXT-BASED CONVERSATIONAL SEARCH OVER ENTERPRISE GRAPH DATABASES | Non-Final OA | International Business Machines Corporation |
| 18335715 | MACHINE LEARNING TRANSFORMATION OPERATIONS FOR INTERLEAVED DATA | Non-Final OA | International Business Machines Corporation |
| 18983139 | MANAGING DATASETS GENERATED BY SEARCH QUERIES | Non-Final OA | Cisco Technology, Inc. |
| 18629402 | GRAPH MODIFICATION USING DECLARATIVE COMMANDS | Non-Final OA | ServiceNow, Inc. |
| 18725464 | DIALOG STRATEGY OBTAINING METHOD AND APPARATUS AND RELATED DEVICE | Non-Final OA | CHINA MOBILE COMMUNICATIONS GROUP CO., LTD. |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy67.2% of resolved applications examined by Muhammad U Mian were allowed (369 resolved cases), compared with 63.8% across Art Unit 2163 over the last five years.
This examiner's interview lift is +22.1 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Muhammad U Mian took 1,036 days on average from filing to allowance.
Muhammad U Mian examines applications in Art Unit 2163 in Tech Center 2600 (Communications).
