USPTO Examiner MIAN MUHAMMAD U - Art Unit 2163

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19221957SYSTEMS FOR ITERATIVE POPULATION, QUERY PROCESSING, AND RELEVANCE RANKING OF GOVERNMENTAL DATA ACROSS HETEROGENEOUS DATABASES AND METHODS OF USE THEREOFMay 2025August 2025Allow200NoNo
18947385SYSTEMS AND METHODS FOR CATEGORIZING AND PRESENTING PERFORMANCE ASSESSMENT DATANovember 2024March 2026Abandon1610NoNo
18930926SYSTEMS AND METHODS FOR NODE GRAPH DATA STORAGE ACROSS DISPARATE DATA SOURCESOctober 2024May 2025Allow720YesNo
18903204MATCHING RESULT DISPLAY DEVICE, MATCHING RESULT DISPLAY METHOD, PROGRAM, AND RECORDING MEDIUMOctober 2024July 2025Allow900NoNo
18658765METHOD, APPARATUS, DEVICE, AND STORAGE MEDIUM FOR DATA PROCESSING OF GRAPH DATABASEMay 2024November 2024Allow610NoNo
18658418Dataflow Graph Processing with ExpectationsMay 2024October 2025Allow1820YesNo
18651655DATA MODEL GENERATOR LEVERAGING A LANGUAGE MODELApril 2024September 2025Allow1710YesNo
18650903SYSTEM AND METHOD FOR DYNAMIC QUERY MANAGEMENT USING META-DESCRIPTIONS IN A CONVERSATIONAL SEARCH ENGINEApril 2024January 2026Allow2120YesNo
18637624DATA QUERY REQUEST PROCESSING METHOD, ELECTRONIC DEVICE, AND STORAGE MEDIUMApril 2024September 2025Allow1710YesNo
18610495METHOD AND SYSTEM FOR INCREMENTAL METAPATH STORAGE AND DYNAMIC MAINTENANCEMarch 2024December 2025Allow2130YesNo
18599945Methods and Systems for Building and/or Using a Graph Data StructureMarch 2024March 2025Allow1200NoNo
18598055SYSTEMS AND METHODS FOR BIDIRECTIONAL CONTENT SYNCHING AND COLLABORATION THROUGH EXTERNAL SYSTEMSMarch 2024April 2025Allow1310YesNo
18435258INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING SYSTEM, AND INFORMATION PROCESSING METHODFebruary 2024December 2025Abandon2220NoNo
18428595AUTOMATIC RECOMPILATION FOR PARAMETERIZED QUERIESJanuary 2024July 2025Allow1710YesNo
18406735Systems and Methods for Full Lateral Traversal Across Layers of a Tree-Based RepresentationJanuary 2024September 2025Allow2120YesNo
18537409SYSTEMS AND METHODS FOR CATEGORIZING AND PRESENTING PERFORMANCE ASSESSMENT DATADecember 2023February 2025Abandon1410NoNo
18384946MATCHING RESULT DISPLAY DEVICE, MATCHING RESULT DISPLAY METHOD, PROGRAM, AND RECORDING MEDIUMOctober 2023June 2024Allow800NoNo
18384950MATCHING RESULT DISPLAY DEVICE, MATCHING RESULT DISPLAY METHOD, PROGRAM, AND RECORDING MEDIUMOctober 2023June 2024Allow700NoNo
18496684REAL-TIME STREAMING GRAPH QUERIESOctober 2023November 2025Allow2520YesNo
18477137AGGREGATED PHYSICAL AND LOGICAL NETWORK MESH VIEWSeptember 2023May 2024Allow700NoNo
18370163PRODUCTIVITY IMPROVEMENTS IN DOCUMENT COMPREHENSIONSeptember 2023October 2025Allow2520NoNo
18362149Systems and Methods for Full Lateral Traversal Across Layers of a Tree-Based RepresentationJuly 2023November 2023Allow310NoNo
18331468ENHANCED SEARCH AUTOCOMPLETION FRAMEWORKJune 2023November 2024Allow1810YesNo
18331820APPARATUS AND METHOD FOR GUARANTEEING EXACTLY ONCE DELIVERY OF CHANGE DATA EVENTS TO A DOCUMENT-ORIENTED DATABASE ON RECOVERYJune 2023October 2025Allow2820NoNo
18331274File Access Method, Storage Node, and Network Interface CardJune 2023December 2025Allow3030YesNo
18205393DEDUPLICATED STORAGE DISK SPACE UTILIZATIONJune 2023August 2025Allow2730YesNo
18201310Methods and Systems for Building and/or Using a Graph Data StructureMay 2023December 2023Allow610YesNo
18117306REAL-TIME PROCESSING OF A DATA STREAM USING A GRAPH-BASED DATA MODELMarch 2023April 2025Allow2520NoNo
18017875SUB-GRAPH MATCHING POLICY DETERMINATION METHOD, SUB-GRAPH MATCHING METHOD, SUB-GRAPH COUNTING METHOD AND CALCULATION DEVICEJanuary 2023June 2024Abandon1620YesNo
18159028MONITORING SEARCH PERFORMANCE FOR SCHEDULED SEARCHES AT A COMPONENT LEVEL GRANULARITYJanuary 2023August 2025Allow3130YesNo
18091253SYSTEMS AND METHODS FOR CATEGORIZING AND PRESENTING PERFORMANCE ASSESSMENT DATADecember 2022April 2024Abandon1510NoNo
18089349DATAFLOW GRAPH PROCESSINGDecember 2022February 2024Allow1410NoNo
18067902COMPRESSED GRAPH NOTATIONDecember 2022April 2025Allow2820NoNo
18068497METHODS AND SYSTEMS FOR MANAGING LIST DATA STRUCTURES IN EVENT-DRIVEN SYSTEMSDecember 2022December 2025Abandon3640NoNo
18067848OPTIMIZING SPARQL QUERIES IN A DISTRIBUTED GRAPH DATABASEDecember 2022December 2025Allow3640NoNo
18010319Systems and Methods for Generating Contextual Dynamic ContentDecember 2022June 2025Abandon3020NoNo
18009213IMAGE SELECTION APPARATUS, IMAGE SELECTION METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUMDecember 2022May 2025Abandon2920YesNo
18009155IMAGE PROCESSING APPARATUS, IMAGE PROCESSING METHOD, AND NON-TRANSITORY STORAGE MEDIUMDecember 2022August 2024Allow2110YesNo
18073541SYSTEM AND METHOD FOR INFORMATION STORAGE USING BLOCKCHAIN DATABASES COMBINED WITH POINTER DATABASESDecember 2022October 2025Allow3530NoNo
18054642GARBAGE COLLECTION BASED ON METADATA INDICATING UNMODIFIED OBJECTSNovember 2022May 2024Allow1810NoNo
18054323DATA QUERY APPARATUS, METHOD AND STORAGE MEDIUMNovember 2022April 2025Allow2930YesNo
17981746METHOD AND SYSTEM FOR DATA MININGNovember 2022October 2025Allow3640NoNo
17979498AGGREGATED PHYSICAL AND LOGICAL NETWORK MESH VIEWNovember 2022June 2023Allow810NoNo
17973286Method for Obtaining Manufacturer Usage Description Mud File, Device, and SystemOctober 2022December 2024Abandon2520NoNo
17950628METHOD AND SYSTEM FOR ONLINE USER PROFILINGSeptember 2022November 2025Allow3850NoNo
17903781DATA INGESTION TO GENERATE LAYERED DATASET INTERRELATIONS TO FORM A SYSTEM OF NETWORKED COLLABORATIVE DATASETSSeptember 2022December 2025Allow4040NoNo
17902749DATA INGESTION TO GENERATE LAYERED DATASET INTERRELATIONS TO FORM A SYSTEM OF NETWORKED COLLABORATIVE DATASETSSeptember 2022February 2026Abandon4140NoNo
17897472STREAMLINED DATA ENGINEERINGAugust 2022July 2023Allow1010NoNo
17828073GEO-CLUSTERING FOR DATA DE-IDENTIFICATIONMay 2022July 2024Allow2510YesNo
17663493TIME AWARE GRAPHSMay 2022April 2025Allow3530NoNo
17663044METHOD, DEVICE AND STORAGE MEDIUM FOR DEDUPLICATING ENTITY NODES IN GRAPH DATABASEMay 2022February 2024Allow2110NoNo
17738677INFRASTRUCTURE FOR QUERYABLE SUPERGRAPH SUBSET REPRESENTATIONSMay 2022July 2025Allow3830NoNo
17726357ARCHITECTURE FOR DATA PROCESSING AND USER EXPERIENCE TO PROVIDE DECISION SUPPORTApril 2022February 2025Abandon3421YesNo
17700394METHOD AND SYSTEM FOR FACILITATING GRAPH CLASSIFICATIONMarch 2022January 2024Abandon2210NoNo
17700417SYSTEM AND METHOD FOR INFORMATION STORAGE USING BLOCKCHAIN DATABASES COMBINED WITH POINTER DATABASESMarch 2022August 2022Allow400NoNo
17694100Related Data Extraction Apparatus, Related Data Extraction System, Related Data Extraction Method, and Related Data Extraction ProgramMarch 2022August 2024Allow2910NoNo
17688669SYSTEMS AND METHODS FOR CATEGORIZING AND PRESENTING PERFORMANCE ASSESSMENT DATAMarch 2022April 2023Abandon1310NoNo
17669156MANAGING DATASETS GENERATED BY SEARCH QUERIESFebruary 2022August 2024Allow3030YesNo
17667974VISUALLY EXPLORING IMPLICIT FEATURES OF HIERARCHICAL GRAPHS BASED ON ATTRIBUTES OF NODES OF THE GRAPHSFebruary 2022August 2024Allow3030YesNo
17631095DATA INTERPRETATION APPARATUS, METHOD, AND PROGRAM, DATA INTEGRATION APPARATUS, METHOD, AND PROGRAM, AND DIGITAL CITY ESTABLISHING SYSTEMJanuary 2022February 2023Allow1310NoNo
17519157SYSTEM AND METHOD FOR DATABASE REPLICATION BENCHMARK TESTING USING A PIPELINE-BASED MICROSERVICES MODELNovember 2021February 2024Allow2710NoNo
17508654Systems and Methods for Multi-system Networking and Content Delivery Using Taxonomy SchemesOctober 2021July 2025Allow4560YesNo
17484670GENERATING AND PRESENTING A TEXT-BASED GRAPH OBJECTSeptember 2021August 2024Allow3420YesNo
17474270INTELLIGENT INSIGHTS ACROSS APPLICATIONSSeptember 2021January 2024Abandon2810YesNo
17466566Systems and Methods for Identifying Groups Relevant to Stored Objectives and Recommending ActionsSeptember 2021January 2024Abandon2820NoNo
17459661CYGRAPH GRAPH DATA INGEST AND ENRICHMENT PIPELINEAugust 2021October 2025Allow5040YesNo
17408146PROXIMITY GRAPH MAINTENANCE FOR FAST ONLINE NEAREST NEIGHBOR SEARCHAugust 2021April 2024Allow3220YesNo
17402405Interactive Map-Based User Search for Online Dating CandidatesAugust 2021January 2024Allow3020YesYes
17400719Identity Graph Data Structure with Entity-Level Opt-InsAugust 2021October 2023Allow2610NoNo
17399671PREDICTIVE ASSET OPTIMIZATION FOR COMPUTER RESOURCESAugust 2021July 2022Allow1210YesNo
17443029MATCHING RESULT DISPLAY DEVICE, MATCHING RESULT DISPLAY METHOD, PROGRAM, AND RECORDING MEDIUMJuly 2021July 2024Allow3640YesNo
17372381GATHERING INFORMATION ON USER INTERACTIONS WITH NATURAL LANGUAGE PROCESSOR (NLP) ITEMS TO DETERMINE AN ORDER IN WHICH TO PRESENT NLP ITEMSJuly 2021March 2023Abandon2010NoNo
17362450DATAFLOW GRAPH PROCESSINGJune 2021September 2022Allow1510NoNo
17361504SEVERITY COMPUTATION OF ANOMALIES IN INFORMATION TECHNOLOGY OPERATIONSJune 2021September 2023Allow2720YesNo
17362456DATAFLOW GRAPH PROCESSING WITH EXPECTATIONSJune 2021February 2024Allow3130YesNo
17357925INGESTION SYSTEM FOR DISTRIBUTED GRAPH DATABASEJune 2021April 2024Allow3312YesNo
17356192Graph Storage in a DatabaseJune 2021February 2023Allow2010NoNo
17356113SYSTEM AND ARCHITECTURE FOR STANDARDIZING AND CENTRALIZING DATA MOVEMENT BETWEEN SYSTEMSJune 2021August 2023Allow2620YesNo
17353878STREAMLINED DATA ENGINEERINGJune 2021August 2022Allow1410NoNo
17349059COMPUTER-IMPLEMENTED METHOD FOR KEYWORD SEARCH IN A KNOWLEDGE GRAPHJune 2021April 2022Allow1010NoNo
17341430DUPLICATE DETERMINATION IN A GRAPHJune 2021July 2022Allow1310NoNo
17335338SYSTEM AND METHOD FOR INFORMATION STORAGE USING BLOCKCHAIN DATABASES COMBINED WITH POINTER DATABASESJune 2021November 2021Allow600NoNo
17334420MAPPING OF PERSONALLY-IDENTIFIABLE INFORMATION TO A PERSON BASED ON NATURAL LANGUAGE COREFERENCE RESOLUTIONMay 2021April 2023Allow2210NoNo
17334440MAPPING OF PERSONALLY-IDENTIFIABLE INFORMATION TO A PERSON-BASED ON TRAVERSAL OF A GRAPHMay 2021January 2024Allow3230NoNo
17329892DISTRIBUTED PROMOTIONAL PLATFORM FOR PROMOTING SECURITIES INFORMATIONMay 2021December 2022Abandon1910NoNo
17328983REAL-TIME PROCESSING OF A DATA STREAM USING A GRAPH-BASED DATA MODELMay 2021January 2023Allow2010NoNo
17325097REAL-TIME STREAMING GRAPH QUERIESMay 2021July 2023Allow2620YesNo
17318701DEVICE AND METHOD FOR DISCOVERING CAUSAL PATTERNSMay 2021September 2023Allow2830YesNo
17313958ARCHITECTURE FOR DATA PROCESSING AND USER EXPERIENCE TO PROVIDE DECISION SUPPORTMay 2021April 2022Abandon1230YesNo
17313485System for automatically discovering, enriching and remediating entities interacting in a computer networkMay 2021March 2026Allow5890NoNo
17246359DATA INGESTION TO GENERATE LAYERED DATASET INTERRELATIONS TO FORM A SYSTEM OF NETWORKED COLLABORATIVE DATASETSApril 2021June 2022Allow1310NoNo
17239261AUTOMATIC MODEL SELECTION FOR A TIME SERIESApril 2021July 2023Allow2730YesNo
17236725CREATING AND MANAGING EXECUTION OF WORKFLOW PORTIONS USING CHAOS ACTION SETSApril 2021July 2024Abandon3940NoNo
17231237SYSTEMS AND METHODS FOR RESOLVING ERRORS IN DATASETS FOR ONLINE ORDERSApril 2021July 2023Allow2720NoNo
17228192METHOD AND SYSTEM FOR KEYWORD SEARCH OVER A KNOWLEDGE GRAPHApril 2021March 2024Abandon3540NoNo
17228297METHOD AND SYSTEM FOR KEYWORD SEARCH OVER A KNOWLEDGE GRAPHApril 2021September 2022Allow1820NoNo
17225228RANGE OVERLAP QUERY RESPONSE SYSTEM FOR GRAPH DATAApril 2021July 2021Allow310NoNo
17223470ASSERTED RELATIONSHIP DATA STRUCTUREApril 2021August 2022Allow1610NoNo
17206633CONCURRENT COMPUTATION ON DATA STREAMS USING COMPUTATIONAL GRAPHSMarch 2021March 2024Allow3640YesNo
17207460QUERY METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUMMarch 2021July 2022Allow1610NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner MIAN, MUHAMMAD U.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
12
Examiner Affirmed
7
(58.3%)
Examiner Reversed
5
(41.7%)
Reversal Percentile
64.2%
Higher than average

What This Means

With a 41.7% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
21
Allowed After Appeal Filing
6
(28.6%)
Not Allowed After Appeal Filing
15
(71.4%)
Filing Benefit Percentile
42.0%
Lower than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 28.6% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.

Strategic Recommendations

Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner MIAN, MUHAMMAD U - Prosecution Strategy Guide

Executive Summary

Examiner MIAN, MUHAMMAD U works in Art Unit 2163 and has examined 322 patent applications in our dataset. With an allowance rate of 67.7%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 32 months.

Allowance Patterns

Examiner MIAN, MUHAMMAD U's allowance rate of 67.7% places them in the 29% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by MIAN, MUHAMMAD U receive 2.47 office actions before reaching final disposition. This places the examiner in the 72% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by MIAN, MUHAMMAD U is 32 months. This places the examiner in the 50% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +23.0% benefit to allowance rate for applications examined by MIAN, MUHAMMAD U. This interview benefit is in the 69% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 26.6% of applications are subsequently allowed. This success rate is in the 45% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 11.1% of cases where such amendments are filed. This entry rate is in the 11% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 0.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 6% percentile among all examiners. Note: Pre-appeal conferences show limited success with this examiner compared to others. While still worth considering, be prepared to proceed with a full appeal brief if the PAC does not result in favorable action.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 42.9% of appeals filed. This is in the 9% percentile among all examiners. Of these withdrawals, 11.1% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner rarely withdraws rejections during the appeal process compared to other examiners. If you file an appeal, be prepared to fully prosecute it to a PTAB decision. Per MPEP § 1207, the examiner will prepare an Examiner's Answer maintaining the rejections.

Petition Practice

When applicants file petitions regarding this examiner's actions, 24.4% are granted (fully or in part). This grant rate is in the 12% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 1.6% of allowed cases (in the 72% percentile). This examiner makes examiner's amendments more often than average to place applications in condition for allowance (MPEP § 1302.04).

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 12% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.

Relevant MPEP Sections for Prosecution Strategy

  • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
  • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
  • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
  • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
  • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
  • MPEP § 1214.07: Reopening prosecution after appeal

Important Disclaimer

Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.