USPTO Group 2190 Prosecution Statistics

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19354378PLATFORM FOR AUTOMATED INFRASTRUCTURE-AS-CODE GENERATION AND DEPLOYMENT USING MULTI-AGENT ARCHITECTUREOctober 2025December 2025Allow200YesNo
19340639INVESTIGATION PROCEDURES FOR VIRTUAL MACHINESSeptember 2025December 2025Allow300NoNo
19320770CONTEXT-AWARE CODE GENERATION USING SYNTAX TREE MODIFICATION AND LEVEL-OF-DETAIL PROCESSINGSeptember 2025November 2025Allow200NoNo
19306592REGULATIONS AND DIRECTIVES TO CODE PLATFORMAugust 2025October 2025Allow200NoNo
19305454SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSAugust 2025February 2026Allow500NoNo
19302038SOFTWARE SYSTEMS AND METHODS FOR MULTIPLE TALP FAMILY ENHANCEMENT AND MANAGEMENTAugust 2025December 2025Allow400NoNo
19275796PROGRAMMING IMPROVEMENT USING EXPANDED DATA STRUCTURE TO IDENTIFY A SOURCE OF A CHANGE IN A METRIC INFERRED FROM A NON-MONOTONIC FUNCTIONJuly 2025October 2025Allow300NoNo
19274090Scheduling a request using an inference large scale model and rescheduling on a different inference large scale model in response to not meeting a conditionJuly 2025September 2025Allow200YesNo
19274076TRANSFORMING PROGRAM CONTROL FLOW DATA INTO SPACE-FILLING CURVES FOR ANOMALY DETECTIONJuly 2025November 2025Allow410NoNo
19270932SYSTEM AND METHOD FOR MACHINE LEARNING DEVELOPMENTJuly 2025September 2025Allow200NoNo
19270389VISUAL DESIGN OF A RUNNING SOFTWARE APPLICATIONJuly 2025October 2025Allow300YesNo
19264180METHOD AND SYSTEM FOR ADAPTIVE QUANTUM BACKEND SELECTIONJuly 2025December 2025Allow510YesNo
19260306SYSTEM AND METHOD FOR OPERATION, MAINTENANCE, AND RESOURCE MANAGEMENT OF MEGA-CONSTELLATIONS BASED ON COMPUTING-NETWORK INTEGRATIONJuly 2025August 2025Allow200NoNo
19250276FRAMEWORK FOR HIGH PERFORMANCE BLOCKCHAINSJune 2025December 2025Allow510YesNo
19249499GENERATING NEW SOFTWARE CODE FROM LEGACY SOFTWARE CODE USING LARGE LANGUAGE MODELSJune 2025January 2026Allow600NoNo
19249502SYSTEM AND METHOD FOR IMPROVED WEB PLATFORMJune 2025September 2025Allow200NoNo
19234327System For Identifying Same Or Similar Instances Of Source CodeJune 2025January 2026Allow810YesNo
19234215Managed Design and Generation of Artificial Intelligence AgentsJune 2025August 2025Allow200YesNo
19227007ARTIFICIAL INTELLIGENCE-BASED SOFTWARE IMAGE RECIPE CREATION AND USES THEREOFJune 2025August 2025Allow200NoNo
19222922MODEL ENSEMBLE FOR MATCHING NEAREST SCRIPT TO A NEW SCRIPT PAGEMay 2025August 2025Allow301NoNo
19222564SYSTEM AND METHOD FOR EXPOSED SOFTWARE SERVICE DETECTIONMay 2025August 2025Allow200YesNo
19219859AI AGENT-DRIVEN INTERACTION MODEL FOR APPLICATIONSMay 2025September 2025Allow300YesNo
19217630SYSTEMS, METHODS, AND GRAPHICAL USER INTERFACES FOR DETECTING AND EXPLAINING ANOMALOUS BEHAVIOR IN A DEPLOYED AI APPLICATIONMay 2025November 2025Allow600NoNo
19217943AUTOMATIC GENERATION AND EXECUTION OF COMPUTER-EXECUTABLE COMMANDS USING ARTIFICIAL INTELLIGENCE MODELSMay 2025July 2025Allow200YesNo
19215045GENERATING, MANAGING, AND ORGANIZING PERSISTED DATA ELEMENTS BASED ON ONE OR MORE STATES OF AN AGENTMay 2025October 2025Allow510YesNo
19215313DOCUMENT OBJECT MODEL NAVIGATOR AGENTIC SYSTEMMay 2025January 2026Allow810YesNo
19214907SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSMay 2025June 2025Allow100NoNo
19214099REUSING THREAD IDENTIFICATION VALUES WHEN EXECUTING CONCURRENT THREADSMay 2025July 2025Allow200NoNo
19212942SYSTEM AND METHOD FOR MONITORING AND MANAGING COMPUTERIZED RESOURCES IN A COMPUTER CLUSTER ENVIRONMENTMay 2025October 2025Allow510NoNo
19212424PROCESSING DEVICE AND METHOD FOR MANAGING TASKS THEREOFMay 2025July 2025Allow200NoNo
19211641INTEGRATED MULTI-PLATFORM TEST VALIDATORMay 2025October 2025Allow510YesNo
19210278ACYCLIC ARCHITECTURE FOR AI PROCESSORSMay 2025August 2025Allow310NoNo
19209694METHOD AND SYSTEM FOR HUMAN-COMPUTER INTERACTION PERFORMANCE EVALUATION BASED ON VIRTUAL REALITYMay 2025February 2026Abandon920NoNo
19207677SYSTEMS, METHODS, AND GRAPHICAL USER INTERFACES FOR ACCELERATING A CONSTRUCTION OF A DATA INTEGRATION FOR A NON-INTEGRATED TECHNOLOGY DATA SOURCEMay 2025December 2025Allow710YesNo
19206035METHODS, SYSTEMS, AND STORAGE MEDIA FOR COMPUTATION SCHEDULING BASED ON IIOT DATA CENTERSMay 2025August 2025Allow300NoNo
19204472CENTRALIZED PARAMETER MANAGEMENT FOR AUTOMATIC EXECUTION OF PARAMETERIZED INSTRUCTIONSMay 2025September 2025Allow510YesNo
19202283SYSTEM AND METHOD FOR COMBINING LANGUAGE MODELS WITH NATURAL LANGUAGE PROCESSING FOR SUMMARIZATIONMay 2025December 2025Allow710YesNo
19201782AI-POWERED ITERATIVE HUMAN-IN-THE-LOOP FEEDBACK SYSTEMMay 2025July 2025Allow200YesNo
19199308SYSTEMS AND METHODS FOR INTEGRATING SCRIPT DEVELOPMENT AND SCRIPT VALIDATION PLATFORMS BASED ON DETECTED DEPENDENCY BRANCHES IN SCRIPT CODEMay 2025August 2025Allow310NoNo
19199163SYSTEM AND METHOD FOR AUTOMATED TECHNOLOGY MIGRATIONMay 2025October 2025Allow510NoNo
19199299SYSTEMS AND METHODS PROVIDING CENTRALIZED COMMUNICATION ACROSS FEATURE PROGRAMMING WORKFLOWSMay 2025October 2025Allow510YesNo
19198817INTEGRATED AI-DRIVEN AND COMPLIANCE-AWARE MULTI-STATE ENCODING FRAMEWORKMay 2025October 2025Allow610YesNo
19195490ENHANCE CODEGEN EFFICIENCY BY ELIMINATING REDUNDANT CONTEXTS IN LOSSLESS MANIFOLD OPTIMIZATIONApril 2025June 2025Allow200NoNo
19193912UPDATING SUPPORT DOCUMENTATION FOR DEVELOPER PLATFORMS WITH TOPIC CLUSTERING OF FEEDBACKApril 2025October 2025Allow610YesNo
19191343STANDARDIZING ENTERPRISE SOFTWARE CODE THROUGH LLMSApril 2025September 2025Allow400NoNo
19191013SOFTWARE IMAGE UPDATE MANAGEMENT PLATFORMApril 2025August 2025Allow400YesNo
19184603CONTEXT ENGINE AND INTERPRETER EXECUTING COMPUTER CODE FOR MULTI-TURN INTERACTIONSApril 2025November 2025Allow710YesNo
19181384INTELLIGENT TESTING METHOD FOR AUTONOMOUS DRIVING BASED ON INTERACTION OF MULTIPLE BACKGROUND TRAFFIC PARTICIPANTSApril 2025November 2025Allow710NoNo
19179061METHODS FOR IMPLEMENTING ARTIFICIAL INTELLIGENCE CAPABILITIES IN SOFTWARE APPLICATIONSApril 2025September 2025Allow510NoNo
19179572SEQUENTIAL WORKFLOW ORCHESTRATION MODEL SYSTEM AND METHODApril 2025October 2025Allow710NoNo
19175972AI-BASED SYSTEM AND METHOD FOR AUTOMATED API DISCOVERY AND ACTION WORKFLOW GENERATIONApril 2025August 2025Allow400YesNo
19171788CUSTOMIZED SOCKET APPLICATION PROGRAMMING INTERFACE FUNCTIONSApril 2025November 2025Allow810NoNo
19171172SOFTWARE SYSTEMS AND METHODS FOR ADVANCED OUTPUT-AFFECTING LINEAR PATHWAYSApril 2025May 2025Allow200YesNo
19170093INSTANT INSTALLATION OF APPSApril 2025November 2025Allow710NoNo
19169671TECHNIQUES FOR CODE FINGERPRINTINGApril 2025June 2025Allow200NoNo
19170013Apparatus and Methods for Generating A Technical Debt Management and Data Management MachineApril 2025August 2025Allow500YesNo
19097220ARTIFICIAL INTELLIGENCE (AI) AGENTS ORCHESTRATIONApril 2025September 2025Allow610YesNo
19096698METHODS FOR DYNAMICALLY GENERATING GENERATIVE OPERATING SYSTEMS BASED ON HARDWARE AND SOFTWARE ENVIRONMENT FEATUREMarch 2025October 2025Allow710NoNo
19094569APPLICATION MODERNIZATION PLATFORM THAT AUTOMATICALLY INTEGRATES, AUGMENTS, AND UPDATES COMPUTER SYSTEMS WITH NO-CODE AND FULL-CODE OPERATIONSMarch 2025July 2025Allow410YesNo
19094587INTERACTION MANAGEMENT FOR SUPERVISED, ASSISTED, OR AUTONOMOUS MODERNIZATION AGENTS OF AN APPLICATION MODERNIZATION PLATFORMMarch 2025July 2025Allow410YesNo
19094601SELECTING A CUSTOM FUNCTION FROM AVAILABLE CUSTOM FUNCTIONS TO BE ADDED INTO A PLAYBOOKMarch 2025December 2025Allow820NoNo
19115811FIRMWARE UPGRADING METHOD AND APPARATUS, BMC, SERVER AND MEDIUMMarch 2025March 2026Allow1100YesNo
19090291AI-BASED APPLICATION BUILD AND DEPLOYMENT SUPPORT SYSTEM AND METHODMarch 2025May 2025Allow200NoNo
19088740DATA ANALYTICS FOR DIGITAL CATALOGSMarch 2025June 2025Allow210NoNo
19081709AUTOMATED MULTI-STAGE COMPUTER CODE GENERATIONMarch 2025October 2025Allow710YesNo
19080750AUTOMATICALLY VARYING SYSTEM CLOCKS TO SIMULATE TEST ENVIRONMENTS FOR APPLICATION TRIGGERS GENERATED USING MACHINE LEARNINGMarch 2025September 2025Allow610YesNo
19079153SOFTWARE SYSTEMS AND METHODS FOR MULTIPLE TALP FAMILY ENHANCEMENT AND MANAGEMENTMarch 2025September 2025Allow610NoNo
19077531REMOTE FLASHING DURING INFUSIONMarch 2025January 2026Allow1110YesNo
19071631METHODS FOR CREATING TEST SCRIPTS AND/OR UPDATING A MODEL OF AN APPLICATIONMarch 2025April 2025Allow200NoNo
19068551METHOD OF HANDLING A FAILURE IN A TASK PIPELINE BETWEEN A SOURCE OF ALERTS AND A SECURITY INCIDENT & EVENT MANAGEMENT (SIEM) SYSTEMMarch 2025May 2025Allow300YesNo
19067902Machine Learning Engine for Workflow Enhancement in Digital WorkflowsMarch 2025May 2025Allow300YesNo
19067471AUTOMATED TEST CASE VALIDATION EXECUTION CORRESPONDING TO A DEFINED VALIDATION PROTOCOLFebruary 2025May 2025Allow200NoNo
19064870SYSTEMS AND METHODS FOR GENERATING AND EXECUTING FUNCTION CALLS USING MACHINE LEARNINGFebruary 2025January 2026Allow1020YesNo
19064640SYSTEM AND METHOD OF REPOSITORY-LEVEL SEMANTIC GRAPH FOR CODE COMPLETIONFebruary 2025July 2025Allow410NoNo
19064670INTERPRETING COMPUTER CODE WITH A MULTIMODAL MACHINE LEARNING MODELFebruary 2025August 2025Allow610YesNo
19057008AUTOMATIC GENERATION OF COMPLIANT USER INTERFACE CODEFebruary 2025August 2025Allow610YesNo
19055944BEHAVIOR DATA DRIVEN AUTOMATION TEST CODE GENERATING SYSTEM AND METHODFebruary 2025April 2025Allow200NoNo
19056633SYSTEMS AND METHODS FOR COMPUTING PROCESS MANAGEMENT AND COMPUTING RESOURCE ALLOCATION USING SERVERLESS CLOUD COMPUTATIONAL COMPUTING MODELSFebruary 2025September 2025Allow710YesNo
19052264ROBUST METHODS FOR AUTOMATIC DISCRIMINATION OF ANOMALOUS SIGNAL PROPAGATION FOR RUNTIME SERVICESFebruary 2025August 2025Allow710YesNo
19049790LIGHTWEIGHT CODE INTEGRITY SOLUTION WITH BYTE-PATTERN ENTANGLEMENT IN PROGRAM CODEFebruary 2025August 2025Allow610YesNo
19049533CODE GENERATION METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUMFebruary 2025February 2026Allow1330NoNo
19049359SYSTEM AND METHOD FOR IMPROVED DATA MIGRATION BETWEEN AN RDBMS SOURCE AND RDBMS TARGETFebruary 2025August 2025Allow610NoNo
19049229METHODS AND SYSTEMS FOR DYNAMICALLY OPTIMIZING AND MODIFYING ALLOCATION OF VIRTUAL RESOURCES TO PROCESSESFebruary 2025May 2025Allow300YesNo
19048513DYNAMICALLY COMPOSABLE DATA-IN-PLACE SYSTEMFebruary 2025April 2025Allow200NoNo
19045999DYNAMIC MULTI-STAGE QUALIFICATION ANALYSIS FOR MULTIPLE PROGRAMSFebruary 2025January 2026Allow1220YesNo
19044565TRANSPILER TO EXTRACT AND USE INTERMEDIATE REPRESENTATIONS OF A CODE BASEFebruary 2025July 2025Allow510YesNo
19042367CYPHERGENICS-ENABLED DIGITAL ECOSYSTEMS AND CYPHERGENICS-ENABLED DIGITAL SIGNATURESJanuary 2025August 2025Allow610NoNo
19041564DETECTION OF PHANTOM DEPENDENCIES WITHIN A CONSTRUCTED SOFTWARE APPLICATIONJanuary 2025March 2026Allow1321YesNo
19033142SECURED TRANSFER MEDIUM MANAGEMENT AND GRADUATIONJanuary 2025April 2025Allow200NoNo
19032177METHOD OF OPTIMIZING DEPENDENT TASK OFFLOADING IN INTERNET OF VEHICLES USING DEEP REINFORCEMENT LEARNINGJanuary 2025July 2025Allow610NoNo
19029511AUTOMATED RIGHTSIZING OF CONTAINERIZED APPLICATION WITH OPTIMIZED HORIZONTAL SCALINGJanuary 2025November 2025Allow1010YesNo
19024870COMPUTER LANGUAGE AND CODE FOR APPLICATION DEVELOPMENT AND ELECTRONIC AND OPTICAL COMMUNICATIONJanuary 2025February 2026Allow1310NoNo
19025662AUTOMATED BACKEND BACKGROUND TESTING OF WEBPAGESJanuary 2025April 2025Allow300YesNo
19022083Integrated AI-Driven System for Automating IT and Cybersecurity OperationsJanuary 2025June 2025Allow510YesNo
19017861METHOD AND SYSTEM FOR PROCESSING OFFLOADING TASKS OF UNMANNED AERIAL VEHICLE BASED ON EDGE COMPUTING SCENARIOJanuary 2025August 2025Allow710NoNo
19017290Systems and Methods for Updating Textual Notation File in Post-Cloud Engineering Data Management InfrastructureJanuary 2025February 2026Abandon1320NoNo
19017310Systems and Methods for Review and Merger of Textual Notation Files of Complex Hardware Systems Model in Post-Cloud Engineering Data Management InfrastructureJanuary 2025November 2025Allow1120NoNo
19015513HYBRID LANGUAGE MODEL ARCHITECTURE FOR API ORCHESTRATION INCLUDING CHAIN OF THOUGHTJanuary 2025March 2025Allow300YesNo
19012062NOVEL METHOD OF MEASURING CONFIDENTIAL COMPUTING APPLICATION LAYER AND SYSTEM THEREOFJanuary 2025July 2025Allow610YesNo
19007241SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSDecember 2024March 2025Allow200NoNo

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
1717
Examiner Affirmed
1276
(74.3%)
Examiner Reversed
441
(25.7%)
Reversal Percentile
9.1%
Lower than average

What This Means

With a 25.7% 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
6081
Allowed After Appeal Filing
2480
(40.8%)
Not Allowed After Appeal Filing
3601
(59.2%)
Filing Benefit Percentile
92.6%
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, 40.8% 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 73,082 patent applications in our dataset, with an overall allowance rate of 80.5%. Applications typically reach final disposition in approximately 35 months.

Prosecution Patterns

Applications in Group 2190 receive an average of 2.05 office actions before reaching final disposition. The median prosecution time is 35 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.