USPTO Group 2190 Prosecution Statistics

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19067902Machine Learning Engine for Workflow Enhancement in Digital WorkflowsMarch 2025May 2025Allow300YesNo
19067471AUTOMATED TEST CASE VALIDATION EXECUTION CORRESPONDING TO A DEFINED VALIDATION PROTOCOLFebruary 2025May 2025Allow200NoNo
19055944BEHAVIOR DATA DRIVEN AUTOMATION TEST CODE GENERATING SYSTEM AND METHODFebruary 2025April 2025Allow200NoNo
19022083Integrated AI-Driven System for Automating IT and Cybersecurity OperationsJanuary 2025June 2025Allow510YesNo
19015513HYBRID LANGUAGE MODEL ARCHITECTURE FOR API ORCHESTRATION INCLUDING CHAIN OF THOUGHTJanuary 2025March 2025Allow300YesNo
19007241SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSDecember 2024March 2025Allow200NoNo
19004567Realtime Distribution of Granular Data Streams on a NetworkDecember 2024April 2025Allow300NoNo
19000697SYSTEMS AND METHODS FOR MULTI-LANGUAGE TRAINING OF MACHINE LEARNING MODELSDecember 2024March 2025Allow200NoNo
19000671SYSTEMS AND METHODS FOR EXECUTING AN ANALYTICAL OPERATION ACROSS A PLURALITY OF COMPUTER PROCESSESDecember 2024February 2025Allow200YesNo
19000691SYSTEMS AND METHODS FOR MULTI-LANGUAGE TRAINING OF MACHINE LEARNING MODELSDecember 2024March 2025Allow200NoNo
19000641SYSTEMS AND METHODS FOR EXECUTING AN ANALYTICAL OPERATION ACROSS A PLURALITY OF COMPUTER PROCESSESDecember 2024April 2025Allow300NoNo
18878029TASK SCHEDULING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUMDecember 2024March 2025Allow300YesNo
18991051Reachability Analysis for Binary ExecutablesDecember 2024March 2025Allow300YesNo
18991123Apparatus and Methods for Generating A Technical Debt Management and Data Management MachineDecember 2024February 2025Allow200YesNo
18989920RUNTIME CREATION OF CONTAINER IMAGES FOR EVENT STREAM PROCESSINGDecember 2024March 2025Allow300YesNo
18990453DOCKER IMAGE REGISTRY SYNCHRONIZATION SERVICEDecember 2024June 2025Allow510YesNo
18988714PROCESSING TASK DISTRIBUTION AND RECOVERYDecember 2024February 2025Allow200YesNo
18988734Machine Learning Technique for Efficiently Scheduling Tasks for Large-Scale Analysis of Binary ExecutablesDecember 2024April 2025Allow410YesNo
18987030REQUEST PROCESSING METHOD AND APPARATUS, AND DEVICE AND NONVOLATILE READABLE STORAGE MEDIUMDecember 2024February 2025Allow200YesNo
18969593HARDWARE APPARATUS FOR NETWORK COMMUNICATIONSDecember 2024February 2025Allow200NoNo
18967974DATA DELAY DETECTION METHOD AND APPARATUS, ELECTRONIC DEVICE, AND COMPUTER-READABLE MEDIUMDecember 2024June 2025Allow610NoNo
18871459RESOURCE ALLOCATION METHOD AND APPARATUS AND ARTIFICIAL INTELLIGENCE TRAINING SYSTEMDecember 2024June 2025Allow610NoNo
18964747DYNAMIC ENDPOINT MATCHING IN ASSET MANAGEMENT SYSTEMDecember 2024April 2025Allow410NoNo
18957563SOFTWARE SYSTEMS AND METHODS FOR MULTIPLE TALP FAMILY ENHANCEMENT AND MANAGEMENTNovember 2024April 2025Allow510NoNo
18957506SYSTEM, METHOD, AND COMPUTER PROGRAM PRODUCT FOR EXCHANGING IMAGESNovember 2024May 2025Allow510NoNo
18951880SECURITY INCIDENT & EVENT MANAGEMENT CASE CREATION SYSTEM AND METHODNovember 2024January 2025Allow200YesNo
18950323SYSTEM FOR ARTIFICIAL INTELLIGENCE AGENT AND METHOD OF OPERATION OF THE SYSTEMNovember 2024April 2025Allow511NoNo
18949392Structured Data Containers and Their Use in Making an Electronically Transmissible Information ProductNovember 2024March 2025Allow410YesNo
18949736GENERAL PURPOSE COMMAND SYSTEM AND INTERFACE FOR A LIVE BROADCASTNovember 2024May 2025Allow610YesNo
18945838COMPILATION AND EXECUTION OF CODE CHANGES WITHIN A RUNNING JAVA VIRTUAL MACHINENovember 2024March 2025Allow400NoNo
18942096SYSTEMS AND METHODS FOR REVIEWING CODENovember 2024April 2025Allow610YesNo
18939286DATA RESOURCE HEALTH MAINTENANCE METHOD AND APPARATUS, AND DEVICENovember 2024January 2025Allow300YesNo
18845712METHOD, APPARATUS, DEVICE, AND STORAGE MEDIUM FOR COMPATIBILITY OF SDK WITH ACCESS APPLICATIONNovember 2024May 2025Allow800NoNo
18934437METHOD FOR EXECUTING DATA PROCESSING TASK IN CLUSTER MIXED DEPLOYMENT SCENARIO, ELECTRONIC DEVICE AND STORAGE MEDIUMNovember 2024June 2025Allow810NoNo
18933693Interoperable Composite Data Units for use in Distributed Computing Execution EnvironmentsOctober 2024March 2025Allow510YesNo
18861627DEBUGGING ASSISTANCE DEVICE, CONTROL SYSTEM, DEBUGGING ASSISTANCE METHOD, AND RECORDING MEDIUMOctober 2024February 2025Allow400YesNo
18929702INSTANT INSTALLATION OF APPSOctober 2024February 2025Allow300NoNo
18925534SOFTWARE SYSTEMS AND METHODS FOR MULTIPLE TALP FAMILY ENHANCEMENT AND MANAGEMENTOctober 2024January 2025Allow200NoNo
18925723MESSAGING APPLICATION INFORMATION ORGANIZEROctober 2024February 2025Allow310NoNo
18859208RESOURCE ALLOCATION METHOD AND APPARATUS FOR PERIPHERAL, SERVER, AND STORAGE MEDIUMOctober 2024February 2025Allow300NoNo
18923539GENERATING DEGREE OF DEVELOPMENT OF STRUCTURED PROCESSES USING AUTOMATICALLY CALIBRATED QUERIESOctober 2024January 2025Allow300NoNo
18922050SYSTEM AND METHOD FOR MANAGING AI AGENTS USING CENTRAL AGENT NAME AND ATTRIBUTE REGISTRYOctober 2024January 2025Allow300NoNo
18922360COMPLEX COMPUTING NETWORK FOR CONTROLLING COMPUTING OPERATIONS BASED ON A COMPUTING LOADOctober 2024July 2025Allow810NoNo
18918811ARTIFICIAL INTELLIGENCE AUTOMATIC TEST SELECTIONOctober 2024January 2025Allow200YesNo
18915875VIRTUAL CURRENT REPRESENTATION OF MAGNETIC FIELDS FOR ELECTRIC MOTOR DESIGNOctober 2024March 2025Allow510NoNo
18914748CENTRAL DYNAMIC HELM CHART REPOSITORY FOR STANDARDIZED KUBERNETES RESOURCE MANAGEMENTOctober 2024March 2025Allow510NoNo
18910381MONITORING FULLNESS OF CONTAINERSOctober 2024May 2025Allow711NoNo
18910794APPARATUS AND METHOD FOR PERFORMING GROUP COMPUTING IN A SAFETY-CRITICAL OPERATING ENVIRONMENT (SCOE)October 2024December 2024Allow200YesNo
18906863COMMUNICATION AND COMPUTATION INTEGRATED NETWORK ARCHITECTURE AND RESOURCE ADAPTATION METHODOctober 2024January 2025Allow300NoNo
18905078Machine Learning Technique for Efficiently Scheduling Tasks for Large-Scale Analysis of Binary ExecutablesOctober 2024December 2024Allow200NoNo
18903851NIC BASED COLLECTIVE ACCELERATIONOctober 2024March 2025Allow510NoNo
18903570DISTRIBUTED DATA PROCESSING AND MACHINE LEARNING WORKLOAD SCALINGOctober 2024December 2024Allow200NoNo
18901057ITERATIVE SYSTEM FOR MASSIVELY PARALLEL PROCESSING AND METHODS FOR USE THEREWITHSeptember 2024June 2025Allow910NoNo
18901209METHOD FOR THE COMPUTER-AIDED EXECUTION OF A TECHNICAL PROCESS IN PROCESSING UNITS, COMPUTING ENVIRONMENT, AND STORAGE MEDIUMSeptember 2024June 2025Allow900YesNo
18895119SYSTEMS, METHODS, AND GRAPHICAL USER INTERFACES FOR TRAINING A CODE GENERATION MODEL FOR LOW-RESOURCE LANGUAGESSeptember 2024December 2024Allow200YesNo
18893600SYSTEM AND METHOD FOR TASK SCHEDULING IN VEHICULAR FOG COMPUTING NETWORKSSeptember 2024April 2025Allow610NoNo
18889946APPARATUS AND METHOD FOR INCREASING SECURITY OF A VIRTUAL MACHINESeptember 2024February 2025Allow510YesNo
18884687TRANSFORMER-BASED PROGRAMMING CODE VALUE QUANTIFICATION SYSTEMSeptember 2024April 2025Allow710NoNo
18883746SYSTEM AND METHOD FOR PROVIDING A GAMING SYSTEM OVER A SOFTWARE APPLICATION EXTENSIONSeptember 2024November 2024Allow200NoNo
18882687IMPROVING AN APPLICATION PROGRAMMING INTERFACE CALLING MECHANISM OF A PLATFORM CONFIGURED TO PROVIDE DATA OR SOFTWARE SERVICESSeptember 2024April 2025Allow710YesNo
18882056AUTOMATING SOFTWARE APPLICATION INFRASTRUCTURE DEPLOYMENT IN A CLOUD COMPUTING ENVIRONMENTSeptember 2024March 2025Allow610NoNo
18830410SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSSeptember 2024November 2024Allow200NoNo
18844249Method, System, and Computer Program Product for Dynamic Data Allocation to Nodes in Distributed SystemsSeptember 2024March 2025Allow600YesNo
18820979DETERMINISTIC REPLAY OF RECORDED USER INTERACTION AND EXECUTED EVENTSAugust 2024January 2025Allow400NoNo
18820696METHOD FOR PERFORMING A TECHNICAL PROCESS IN REGULAR OPERATION AND REPAIR OPERATIONAugust 2024June 2025Allow1000YesNo
18818202SYSTEMS, DEVICES, AND METHODS FOR CREATING, DEPLOYING, AND INTEGRATING PLUGINS WITH LARGE LANGUAGE MODEL APPLICATIONSAugust 2024February 2025Allow610YesNo
18817035METHOD FOR PROCESSING INFORMATIONAugust 2024February 2025Allow610NoNo
18804618ENTITY RELATIONSHIPS AND VERSIONINGAugust 2024March 2025Allow710NoNo
18800731METHOD FOR CONVERTING MODELS TO PROGRAMSAugust 2024April 2025Allow810YesNo
18795102INCREMENTAL COMPILING METHOD AND SYSTEM BASED ON HETEROGENEOUS DEVICEAugust 2024November 2024Allow300NoNo
18794248SECURITY INCIDENT & EVENT MANAGEMENT CASE CREATION SYSTEM AND METHODAugust 2024October 2024Allow300NoNo
18789112AUTOMATED MULTI-STAGE COMPUTER CODE GENERATIONJuly 2024November 2024Allow300NoNo
18785954SYSTEMS AND METHODS TO FACILITATE ADAPTIVE RESOURCE CAPACITY PREDICTION AND CONTROL USING CLOUD INFRASTRUCTURESJuly 2024December 2024Allow400YesNo
18785993SYSTEMS AND METHODS TO FACILITATE ADAPTIVE RESOURCE CAPACITY PREDICTION AND CONTROL USING CLOUD INFRASTRUCTURES WITH A CAPACITY PREDICTION INTERFACEJuly 2024December 2024Allow510YesNo
18784011Automating behaviors based on entity modelingJuly 2024February 2025Allow710YesNo
18781985SYSTEMS AND METHODS FOR DETECTING REQUIRED RULE ENGINE UPDATED USING ARTIFICIAL INTELLIGENCE MODELSJuly 2024December 2024Allow510NoNo
18781965SYSTEMS AND METHODS FOR DETECTING REQUIRED RULE ENGINE UPDATES USING ARTIFICIAL INTELLIGENCE MODELSJuly 2024December 2024Allow410YesNo
18781977SYSTEMS AND METHODS FOR DETECTING REQUIRED RULE ENGINE UPDATED USING ARTIFICIAL INTELLIGENCE MODELSJuly 2024December 2024Allow510NoNo
18780334Machine Learning-Based Universal Software Component IdentificationJuly 2024October 2024Allow310NoNo
18730782Software-Code-Defined Digital Threads in Digital Engineering Systems with Artificial Intelligence (AI) AssistanceJuly 2024March 2025Allow800YesNo
18775670METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM FOR CONTROLLING MICROSERVICE GOVERNANCE SERVICEJuly 2024June 2025Allow1120NoNo
18770567Distributed Activity Control Systems For Artificial Intelligence Task Execution Direction Including Task Adjacency And Reachability AnalysisJuly 2024March 2025Allow800NoNo
18768900DISTRIBUTED FUNCTIONAL MODULES INTEGRABLE IN MULTIPLE APPLICATIONSJuly 2024September 2024Allow200YesNo
18764996UNIFIED EVENT PROCESSING AND LOG MANAGEMENT OVER MULTIPLE DOMAINSJuly 2024May 2025Allow1010NoNo
18762356ACCESSING STORED CODE STRINGS FOR EXECUTION TO PRODUCE RESOURCES FOR DIVERSE SITUATIONSJuly 2024April 2025Allow900YesNo
18762239CODE EXECUTION AND DATA PROCESSING PIPELINEJuly 2024February 2025Allow700YesNo
18762480EXTERNAL-LANGUAGE EXECUTION NODE FOR VISUAL FORECASTINGJuly 2024December 2024Allow510YesNo
18760057AUTOMATIC GENERATION OF DOCUMENTATION USING CODING PATTERNSJuly 2024May 2025Allow1010NoNo
18760152CLOUD RESOURCES FOR SMARTPHONE APPLICATIONSJuly 2024May 2025Allow1010NoNo
18759563METHODS AND SYSTEMS OF SCHEDULING COMPUTER PROCESSES OR TASKS IN A DISTRIBUTED SYSTEMJune 2024February 2025Allow700YesNo
18758418AUTOMATED SOFTWARE CONTAINER REHYDRATION AND DEPLOYMENTJune 2024August 2024Allow200NoNo
18756694SYSTEMS AND METHODS FOR MANAGING MULTI-COMPONENT, MULTI-DEPLOYMENT INFRASTRUCTURE-AS-CODE CONFIGURATIONS FOR CLOUD COMPUTING PLATFORMSJune 2024January 2025Allow710YesNo
18757455Apparatus and Methods for Generating A Technical Debt Management and Data Management MachineJune 2024August 2024Allow200NoNo
18755254SYSTEMS AND METHODS FOR VERIFIED COMMUNICATION BETWEEN MOBILE APPLICATIONSJune 2024February 2025Allow700YesNo
18755209SYSTEMS AND METHODS FOR VERIFIED COMMUNICATION BETWEEN MOBILE APPLICATIONSJune 2024January 2025Allow700YesNo
18724351CODE UPDATING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND NON-VOLATILE COMPUTER-READABLE STORAGE MEDIUMJune 2024January 2025Allow700YesNo
18723866PROGRAMMABLE CONTROLLER SYSTEM, DEVELOPMENT SUPPORT DEVICE, AND RECORDING MEDIUMJune 2024March 2025Allow910YesNo
18753989APPLICATION PROGRAMMING INTERFACE TO LOCATE INCOMPLETE GRAPH CODEJune 2024May 2025Allow1110YesNo
18752865SYSTEM AND METHOD FOR MANAGING COMPUTERIZED NODES IN COMPUTER CLUSTER ENVIRONMENTSJune 2024November 2024Allow510NoNo
18752104COMPILER FOR MACHINE LEARNING PROGRAMSJune 2024December 2024Allow610YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for group 2190.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
1569
Examiner Affirmed
1156
(73.7%)
Examiner Reversed
413
(26.3%)
Reversal Percentile
9.1%
Lower than average

What This Means

With a 26.3% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.

Strategic Value of Filing an Appeal

Total Appeal Filings
5645
Allowed After Appeal Filing
2313
(41.0%)
Not Allowed After Appeal Filing
3332
(59.0%)
Filing Benefit Percentile
91.1%
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, 41.0% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the top 25% across the USPTO, indicating that filing appeals is particularly effective here. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

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.

Group 2190 - Prosecution Statistics Summary

Executive Summary

Group 2190 is part of Technology Center 2100. This group has examined 74,206 patent applications in our dataset, with an overall allowance rate of 81.8%. Applications typically reach final disposition in approximately 32 months.

Prosecution Patterns

Applications in Group 2190 receive an average of 1.96 office actions before reaching final disposition. The median prosecution time is 32 months.

Strategic Overview

This group-level data aggregates statistics across multiple art units. For more targeted prosecution strategies, review the individual art unit and examiner statistics within this group.

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.