USPTO Examiner PATEL HIREN P - Art Unit 2196

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19219859AI AGENT-DRIVEN INTERACTION MODEL FOR APPLICATIONSMay 2025September 2025Allow300YesNo
19206035METHODS, SYSTEMS, AND STORAGE MEDIA FOR COMPUTATION SCHEDULING BASED ON IIOT DATA CENTERSMay 2025August 2025Allow300NoNo
19179572SEQUENTIAL WORKFLOW ORCHESTRATION MODEL SYSTEM AND METHODApril 2025October 2025Allow710NoNo
19068551METHOD OF HANDLING A FAILURE IN A TASK PIPELINE BETWEEN A SOURCE OF ALERTS AND A SECURITY INCIDENT & EVENT MANAGEMENT (SIEM) SYSTEMMarch 2025May 2025Allow300YesNo
19064870SYSTEMS AND METHODS FOR GENERATING AND EXECUTING FUNCTION CALLS USING MACHINE LEARNINGFebruary 2025January 2026Allow1020YesNo
19029511AUTOMATED RIGHTSIZING OF CONTAINERIZED APPLICATION WITH OPTIMIZED HORIZONTAL SCALINGJanuary 2025November 2025Allow1010YesNo
18878029TASK SCHEDULING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUMDecember 2024March 2025Allow300YesNo
18983455RULES-BASED RESOURCE DISTRIBUTIONDecember 2024October 2025Allow1020YesNo
18951880SECURITY INCIDENT & EVENT MANAGEMENT CASE CREATION SYSTEM AND METHODNovember 2024January 2025Allow200YesNo
18917643CONTEXT-AWARE APPLICATION PROVISIONINGOctober 2024July 2025Allow920YesNo
18901209METHOD FOR THE COMPUTER-AIDED EXECUTION OF A TECHNICAL PROCESS IN PROCESSING UNITS, COMPUTING ENVIRONMENT, AND STORAGE MEDIUMSeptember 2024June 2025Allow900YesNo
18900098BUILDING MANAGEMENT SYSTEMS WITH SUSTAINABILITY IMPROVEMENT ARCHITECTURESSeptember 2024July 2025Allow1010YesNo
18844249Method, System, and Computer Program Product for Dynamic Data Allocation to Nodes in Distributed SystemsSeptember 2024March 2025Allow600YesNo
18794248SECURITY INCIDENT & EVENT MANAGEMENT CASE CREATION SYSTEM AND METHODAugust 2024October 2024Allow300NoNo
18785954SYSTEMS AND METHODS TO FACILITATE ADAPTIVE RESOURCE CAPACITY PREDICTION AND CONTROL USING CLOUD INFRASTRUCTURESJuly 2024December 2024Allow400YesNo
18745825OFFLOADING PACKET PROCESSING PROGRAMS FROM VIRTUAL MACHINES TO A HYPERVISOR AND EFFICIENTLY EXECUTING THE OFFLOADED PACKET PROCESSING PROGRAMSJune 2024March 2025Allow900YesNo
18736305Examining A Cloud-Based Storage System Using Codified StatesJune 2024January 2026Allow2020YesNo
18736094AUTOMATED RIGHTSIZING OF CONTAINERIZED APPLICATION WITH OPTIMIZED HORIZONTAL SCALINGJune 2024September 2025Abandon1610NoNo
18732305DYNAMICALLY SELECTING ARTIFICIAL INTELLIGENCE MODELS AND HARDWARE ENVIRONMENTS TO EXECUTE TASKSJune 2024April 2025Allow1020YesNo
18680247DIFFERENTIAL CONTROL OF AGGREGATED CRYPTOGRAPHIC HARDWARE ASSETSMay 2024March 2025Allow1020YesNo
18653936MAGNIFYING RESOURCES FOR A LOCATIONMay 2024July 2024Allow300YesNo
18639016METHOD, DEVICE, COMPUTER DEVICE AND STORAGE DEVICE FOR REQUEST PROCESSINGApril 2024June 2024Allow200YesNo
18636927MANAGING A DIGITAL ASSISTANT WORKFLOWApril 2024February 2025Allow1020NoNo
18635907SYSTEMS AND METHODS OF AUTO-SCALING A VIRTUAL DESKTOP ENVIRONMENTApril 2024November 2024Allow700YesNo
18622214NEURAL PROCESSING DEVICE, NEURAL PROCESSING SYSTEM AND METHOD FOR PROCESSING COMMAND BRANCH OF NEURAL PROCESSING DEVICEMarch 2024August 2024Allow400YesNo
18434110System and Method for Queuing Work within a Virtualized Scheduler Based on In-Unit Accounting of In-Unit EntriesFebruary 2024September 2024Allow700YesNo
18394232HYBRID VIRTUAL GPU CO-SCHEDULINGDecember 2023November 2025Abandon2320NoNo
18499901CLUSTER NODE RECOMMENDATION SYSTEMNovember 2023January 2024Allow300YesNo
18364182MEASUREMENT SEQUENCE DETERMINATION FOR QUANTUM COMPUTING DEVICEAugust 2023April 2024Allow800YesNo
18361529SERVER-BASED WORKFLOW MANAGEMENT USING PRIORITIESJuly 2023August 2024Allow1230YesNo
18351388DYNAMIC TASK ALLOCATION AND DATASTORE SCALINGJuly 2023October 2024Allow1530YesNo
18343196Distributed Quantum Computing SystemJune 2023February 2024Allow800YesNo
18341588Generic Concurrency RestrictionJune 2023March 2024Allow900YesNo
18339735RESOURCE PRE-FETCH USING AGE THRESHOLDJune 2023February 2024Allow800YesNo
18337566High Availability Multi-Single-Tenant ServicesJune 2023June 2024Allow1210YesNo
18295344System and Method for Managing a Hybrid Compute EnvironmentApril 2023August 2024Abandon1720NoNo
18185296ARBITRARY DESTINATION CALLBACK INVOCATION BETWEEN A TRUSTED EXECUTION ENVIRONMENT AND A VIRTUAL MACHINEMarch 2023August 2025Allow2900NoNo
18180497System and Method for Queuing Work within a Virtualized Scheduler Based on In-Unit Accounting of In-Unit EntriesMarch 2023November 2023Allow810YesNo
18162546Reducing Cluster Start Up TimeJanuary 2023March 2025Allow2530YesNo
18093824INTERNET OF THINGS SOLUTION DEPLOYMENT IN HYBRID ENVIRONMENTJanuary 2023November 2023Allow1110NoNo
18091691Automated Job Flow Cancellation for Multiple Task Routine Instance Errors in Many Task ComputingDecember 2022June 2023Allow600YesNo
18091569Data Object Preparation for Execution of Multiple Task Routine Instances in Many Task ComputingDecember 2022April 2023Allow400YesNo
18091672Message Queue Protocol for Sequential Execution of Related Task Routines in Many Task ComputingDecember 2022May 2023Allow400YesNo
18066632COMPILER MANAGED TENSOR PARALLEL EXECUTIONDecember 2022June 2025Allow3000YesNo
17993552SYSTEMS AND METHODS OF AUTO-SCALING A VIRTUAL DESKTOP ENVIRONMENTNovember 2022September 2025Allow3400YesNo
17993529SYSTEMS AND METHODS OF AUTO-SCALING A VIRTUAL DESKTOP ENVIRONMENTNovember 2022October 2025Allow3500YesNo
17992550Resource Tapping Method, Resource Tapping Apparatus and Electronic DeviceNovember 2022September 2025Allow3410NoNo
18056400SUSTAINABILITY-BASED COMPUTING RESOURCE ALLOCATIONNovember 2022May 2023Allow600YesNo
17988237AUTOMATED TASK MANAGEMENT IN ANALYTICS COMPUTING SYSTEMSNovember 2022November 2025Allow3610NoNo
18055598SEMICONDUCTOR DEVICE, CONTROL METHOD FOR THE SAME, AND PROGRAMNovember 2022December 2025Allow3710NoNo
17985120Deep Learning Scheduler ToolkitNovember 2022June 2025Allow3100YesNo
18045742MEASUREMENT SEQUENCE DETERMINATION FOR QUANTUM COMPUTING DEVICEOctober 2022March 2023Allow500YesNo
17916616RESOURCE CAPACITY MANAGEMENT IN CLOUDSOctober 2022December 2025Allow3820NoNo
17902520SYSTEMS AND METHODS OF AUTO-SCALING A VIRTUAL DESKTOP ENVIRONMENTSeptember 2022April 2023Allow810YesNo
17887113SYSTEMS AND METHODS FOR REAL-TIME PROCESSINGAugust 2022March 2024Allow1920YesYes
17792252FAAS DISTRIBUTED COMPUTING METHOD AND APPARATUSJuly 2022June 2023Allow1110YesNo
17791484PLUG-IN FOR ENHANCING RESOURCE ELASTIC SCALING OF DISTRIBUTED DATA FLOW AND METHOD FOR ENHANCING PLUG-IN FOR ENHANCING RESOURCE ELASTIC SCALING OF DISTRIBUTED DATA FLOWJuly 2022August 2023Allow1310YesNo
17856606LCS LIFE-CYCLE MANAGEMENT SYSTEMJuly 2022November 2025Allow4010YesNo
17810472Scaling A Cloud-Based Storage System In Response To A Change In WorkloadJuly 2022November 2023Allow1620YesNo
17853564DYNAMIC RESOURCE ALLOCATION BASED ON QUALITY-OF-SERVICE PREDICTIONJune 2022November 2025Allow4110NoNo
17809115Enabling Virtual Functions on Storage MediaJune 2022February 2023Allow800YesNo
17848669INTELLIGENT RESOURCE EVALUATOR SYSTEM FOR ROBOTIC PROCESS AUTOMATIONSJune 2022December 2024Allow3000YesNo
17663861Dynamic Allocation of ResourcesMay 2022June 2023Allow1310YesNo
17777323DATA PREPROCESSING FOR A SUPERVISED MACHINE LEARNING PROCESSMay 2022November 2025Abandon4210NoNo
17734122DEPLOYMENT AND ISOLATION OF PLUGINS IN A VIRTUALIZED COMPUTING ENVIRONMENTMay 2022October 2023Allow1720YesNo
17733075COMPUTING RESOURCE PREDICTION FOR OPTIMIZING RESOURCE UTILIZATION AND COMPUTING WORKLOAD DENSITYApril 2022March 2026Allow4620YesNo
17733196Automated Job Flow Generation to Provide Object Views in Container-Supported Many Task ComputingApril 2022August 2022Allow300YesNo
17733090AUTOMATED VIRTUAL MACHINE RESOURCE MANAGEMENT IN CONTAINER-SUPPORTED MANY TASK COMPUTINGApril 2022August 2022Allow300YesNo
17726053INTERRUPTION DETECTION DURING AUTOMATED WORKFLOWApril 2022January 2026Allow4520YesNo
17725482DEVICE FOR MANAGING VIRTUALIZED RESOURCESApril 2022April 2025Abandon3510NoNo
17659775MACHINE LEARNING MODEL LAYERApril 2022October 2025Allow4210YesNo
17721611RESOURCE PRE-FETCH USING AGE THRESHOLDApril 2022February 2023Allow1000YesNo
17718692SYSTEM AND METHOD FOR DYNAMIC TASK SCHEDULINGApril 2022March 2026Allow4720YesNo
17657524Counters For Ensuring Transactional Ordering in I/O AgentMarch 2022January 2026Allow4620YesNo
17709229METHOD AND SYSTEM FOR DYNAMICALLY AND RELIABLY SCALING DATA PROCESSING PIPELINES IN A COMPUTING ENVIRONMENTMarch 2022November 2022Allow710NoNo
17707767ALGORITHMICALLY OPTIMIZED DETERMINATION OF RESOURCE ASSIGNMENTS IN MACHINE REQUEST ANALYSESMarch 2022September 2024Allow3000YesNo
17696311SYSTEMS AND METHODS OF AUTO-SCALING A VIRTUAL DESKTOP ENVIRONMENTMarch 2022December 2023Allow2110YesNo
17695446VIRTUAL MACHINE MIGRATION BASED ON POWER UTILIZATIONMarch 2022March 2025Allow3600YesNo
17694026OPTIMIZING RAN COMPUTE RESOURCES IN A VERTICALLY SCALED VRAN DEPLOYMENTMarch 2022July 2025Allow4010YesNo
17653215SYSTEM AND METHOD FOR COMPARING BEHAVIOR OF SOFTWARE COMPONENTSMarch 2022September 2024Allow3000YesNo
17682783Federated Area Coherency Across Multiple Devices in Many-Task ComputingFebruary 2022May 2022Allow300YesNo
17680058System and Method for Queuing Work within a Virtualized Scheduler Based on In-Unit Accounting of In-Unit EntriesFebruary 2022January 2023Allow1100YesNo
17678702MANAGEMENT AND UTILIZATION OF NETWORK INTERFACE CARD RESOURCES FOR WORKLOAD EXECUTIONFebruary 2022April 2025Allow3710YesNo
17586571EXECUTING A NEURAL NETWORK GRAPH USING A NON-HOMOGENOUS SET OF RECONFIGURABLE PROCESSORSJanuary 2022August 2023Allow1900YesNo
17582925TRAINING A NEURAL NETWORK USING A NON-HOMOGENOUS SET OF RECONFIGURABLE PROCESSORSJanuary 2022September 2023Allow1900YesNo
17576828MULTI-THREADED TRAFFIC SHAPERJanuary 2022September 2024Allow3200YesNo
17569092METHOD AND SYSTEM FOR PERFORMING PREDICTIVE COMPOSITIONS FOR COMPOSED INFORMATION HANDLING SYSTEMS USING TELEMETRY DATAJanuary 2022December 2024Allow3500YesNo
17568591ROBUST RESOURCE REMOVAL FOR VIRTUAL MACHINESJanuary 2022January 2026Allow4830YesNo
17563697COORDINATED PERFORMANCE CONTROLLER FAILOVER IN MANY TASK COMPUTINGDecember 2021April 2022Allow300YesNo
17564093Controlling Remote Electronic Device with Wearable Electronic DeviceDecember 2021June 2025Allow4150YesNo
17563034METHOD OF PERFORMING SPLITTING IN NEURAL NETWORK MODEL BY MEANS OF MULTI-CORE PROCESSOR, AND RELATED PRODUCTDecember 2021May 2025Abandon4110NoNo
17559251Multi-Cycle Scheduler with Speculative Picking of Micro-OperationsDecember 2021September 2025Allow4530YesNo
17558237IMPLICIT STATUS IN MANY TASK COMPUTINGDecember 2021March 2022Allow300YesNo
17618797SYSTEM, METHOD AND COMPUTER-ACCESSIBLE MEDIUM FOR A DOMAIN DECOMPOSITION AWARE PROCESSOR ASSIGNMENT IN MULTICORE PROCESSING SYSTEM(S)December 2021June 2024Allow3000YesNo
17618016COMPUTER SYSTEM AND PROGRAM EXECUTION METHODDecember 2021May 2024Allow2900NoNo
17547505Generic Concurrency RestrictionDecember 2021March 2023Allow1510YesNo
17548303TASK EXECUTION METHOD, APPARATUS, DEVICE AND SYSTEM, AND STORAGE MEDIUMDecember 2021October 2022Allow1000YesNo
17539108WORKSTATION UPTIME, MAINTENANCE, AND REBOOT SERVICENovember 2021October 2025Allow4640NoYes
17534943Job Shop Scheduling Method with Buffer Constraints Based on Improved Genetic AlgorithmNovember 2021February 2022Allow200YesNo
17613203METHOD, APPARATUS AND SYSTEM FOR HIGH PERFORMANCE PERIPHERAL COMPONENT INTERCONNECT DEVICE RESOURCE SHARING IN CLOUD ENVIRONMENTSNovember 2021September 2025Abandon4620NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner PATEL, HIREN P.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
18
Examiner Affirmed
14
(77.8%)
Examiner Reversed
4
(22.2%)
Reversal Percentile
35.2%
Lower than average

What This Means

With a 22.2% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
39
Allowed After Appeal Filing
15
(38.5%)
Not Allowed After Appeal Filing
24
(61.5%)
Filing Benefit Percentile
63.3%
Higher 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, 38.5% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.

Strategic Recommendations

⚠ Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.

✓ Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Examiner PATEL, HIREN P - Prosecution Strategy Guide

Executive Summary

Examiner PATEL, HIREN P works in Art Unit 2196 and has examined 491 patent applications in our dataset. With an allowance rate of 84.1%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 31 months.

Allowance Patterns

Examiner PATEL, HIREN P's allowance rate of 84.1% places them in the 59% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by PATEL, HIREN P receive 1.75 office actions before reaching final disposition. This places the examiner in the 38% percentile for office actions issued. This examiner issues fewer office actions than average, which may indicate efficient prosecution or a more lenient examination style.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by PATEL, HIREN P is 31 months. This places the examiner in the 54% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +39.3% benefit to allowance rate for applications examined by PATEL, HIREN P. This interview benefit is in the 87% percentile among all examiners. Recommendation: Interviews are highly effective with this examiner and should be strongly considered as a prosecution strategy. Per MPEP § 713.10, interviews are available at any time before the Notice of Allowance is mailed or jurisdiction transfers to the PTAB.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 27.9% of applications are subsequently allowed. This success rate is in the 50% 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 11.8% of cases where such amendments are filed. This entry rate is in the 12% 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, 47.6% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 42% percentile among all examiners. Note: Pre-appeal conferences show below-average success with this examiner. Consider whether your arguments are strong enough to warrant a PAC request.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 64.0% of appeals filed. This is in the 44% percentile among all examiners. Of these withdrawals, 34.4% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.

Petition Practice

When applicants file petitions regarding this examiner's actions, 21.2% are granted (fully or in part). This grant rate is in the 11% 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 0.4% of allowed cases (in the 58% 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 15% 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:

  • Prioritize examiner interviews: Interviews are highly effective with this examiner. Request an interview after the first office action to clarify issues and potentially expedite allowance.
  • 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.