USPTO Art Unit 2191 Prosecution Statistics

Art Unit Information

Art Unit: 2191
Group: 2190
Tech Center: 2100
Total Cases: 10,965
Last Active: February 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
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
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
18949392Structured Data Containers and Their Use in Making an Electronically Transmissible Information ProductNovember 2024March 2025Allow410YesNo
18945838COMPILATION AND EXECUTION OF CODE CHANGES WITHIN A RUNNING JAVA VIRTUAL MACHINENovember 2024March 2025Allow400NoNo
18925534SOFTWARE SYSTEMS AND METHODS FOR MULTIPLE TALP FAMILY ENHANCEMENT AND MANAGEMENTOctober 2024January 2025Allow200NoNo
18918811ARTIFICIAL INTELLIGENCE AUTOMATIC TEST SELECTIONOctober 2024January 2025Allow200YesNo
18882687IMPROVING AN APPLICATION PROGRAMMING INTERFACE CALLING MECHANISM OF A PLATFORM CONFIGURED TO PROVIDE DATA OR SOFTWARE SERVICESSeptember 2024April 2025Allow710YesNo
18795102INCREMENTAL COMPILING METHOD AND SYSTEM BASED ON HETEROGENEOUS DEVICEAugust 2024November 2024Allow300NoNo
18789112AUTOMATED MULTI-STAGE COMPUTER CODE GENERATIONJuly 2024November 2024Allow300NoNo
18784011Automating behaviors based on entity modelingJuly 2024February 2025Allow710YesNo
18770567Distributed Activity Control Systems For Artificial Intelligence Task Execution Direction Including Task Adjacency And Reachability AnalysisJuly 2024March 2025Allow800NoNo
18762356ACCESSING STORED CODE STRINGS FOR EXECUTION TO PRODUCE RESOURCES FOR DIVERSE SITUATIONSJuly 2024April 2025Allow900YesNo
18752104COMPILER FOR MACHINE LEARNING PROGRAMSJune 2024December 2024Allow610YesNo
18749646UPDATING METHOD FOR PROGRAMMABLE DATA PLANE AT RUNTIME, AND APPARATUSJune 2024August 2024Allow200NoNo
18746131SYSTEM AND METHOD OF HANDLING COMPLEX EXPERIMENTS IN A DISTRIBUTED SYSTEMJune 2024June 2025Allow1210NoNo
18744311METHOD, SYSTEM, AND CIRCUIT FOR GENERATING TOOLCHAINS AGNOSTIC LINKER SCRIPTSJune 2024March 2025Allow900NoNo
18737712REMOTE FLASHING DURING INFUSIONJune 2024January 2025Allow720NoNo
18731587PROGRAM UPDATE SYSTEM, PROGRAM TRANSMISSION DEVICE, AND PROGRAM TRANSMISSION METHODJune 2024February 2025Allow900YesNo
18731704ROBOT SYSTEMS, METHODS, CONTROL MODULES, AND COMPUTER PROGRAM PRODUCTS THAT LEVERAGE LARGE LANGUAGE MODELSJune 2024June 2025Allow1310NoNo
18731084SYSTEMS, METHODS, AND DEVICES FOR VERTICALLY INTEGRATED INSTRUMENTATION AND TRACE RECONSTRUCTIONMay 2024March 2025Allow900YesNo
18649722SOFTWARE DEVELOPMENT KIT ENGAGEMENT MONITORApril 2024January 2025Allow800NoNo
18636973SYSTEMS AND METHOD FOR AUTOMATED CODE ANALYSIS AND TAGGINGApril 2024April 2025Allow1210NoNo
18635437Digital Assistant CreationApril 2024May 2025Allow1320YesNo
18634557PROVIDER-DEFINED FUNCTIONS FOR AN INFRASTRUCTURE-AS-CODE WORKFLOWApril 2024October 2024Allow710NoNo
18631944LIFECYCLE MANAGEMENT FOR INFORMATION TECHNOLOGY INFRASTRUCTUREApril 2024May 2025Abandon1310NoNo
18618371MACHINE-LEARNED MODELS FOR GENERATING CODE SNIPPETS WITH PREDICTED PLACEHOLDERS FOR OPTIMIZING SOFTWARE DEVELOPMENTMarch 2024February 2025Allow1110NoNo
18619123System and Methods for Staging Data and Updating Vehicle Modules Using Staged DataMarch 2024August 2024Allow510NoNo
18619118System and Methods for Updating Vehicle ModulesMarch 2024August 2024Allow510NoNo
18615511SYSTEMS AND METHODS FOR DEVELOPING A WEB APPLICATION USING MICRO FRONTENDSMarch 2024March 2025Allow1210YesNo
18694703Application Program Monitoring Method and Apparatus, and Readable Storage MediumMarch 2024January 2025Allow1010NoNo
18607206APPARATUS AND METHOD FOR VIRTUAL INTEGRATION ENVIRONMENTSMarch 2024August 2024Allow510YesNo
18592866WORKFLOW FOR COMPUTER GAME DEVELOPMENTMarch 2024December 2024Allow900NoNo
18592017OILFIELD DATA LOADING SERVICES REQUEST HANDLING AND COMPLETION SYSTEMFebruary 2024December 2024Allow1010YesNo
18586490SOFTWARE SYSTEMS AND METHODS FOR MULTIPLE TALP FAMILY ENHANCEMENT AND MANAGEMENTFebruary 2024August 2024Allow610NoNo
18583845Configuration File Generation For Fracturable Data Path In A Coarse-Grained Reconfigurable ProcessorFebruary 2024June 2025Allow1610NoNo
18582248CODE GENERATION THROUGH REINFORCEMENT LEARNING USING CODE-QUALITY REWARDSFebruary 2024October 2024Allow800NoNo
18443657APPARATUS AND METHOD FOR MODIFICATION OF OPERATING ENVIRONMENTSFebruary 2024July 2024Allow510YesNo
18436515REDUCING THE SIZE OF IMAGE FILES USABLE FOR DEPLOYING SOFTWARE IN COMPUTING ENVIRONMENTSFebruary 2024April 2025Allow1420YesNo
18432136AUTOMATIC GENERATION OF PROCESSING ARCHITECTURE-SPECIFIC ALGORITHMSFebruary 2024December 2024Allow1020NoNo
18431785DEVELOPMENT ENVIRONMENT FOR PAYMENT SOLUTIONS USING SOFTWARE-DEFINED CARD PROCESSINGFebruary 2024June 2024Allow510YesNo
18422216TECHNIQUES FOR AUTOMATICALLY TRIAGING AND DESCRIBING ISSUES DETECTED DURING USE OF A SOFTWARE APPLICATIONJanuary 2024February 2025Allow1220YesNo
18421885METHOD FOR CONTROLLING THE FLOW EXECUTION OF A GENERATED SCRIPT OF A BLOCKCHAIN TRANSACTIONJanuary 2024February 2025Allow1210YesNo
18414889SYSTEM AND METHOD FOR A HETEROGENOUS SOFTWARE PLATFORMJanuary 2024June 2025Allow1710NoNo
18412757SYSTEM AND METHOD FOR SOFTWARE WORKFLOW TEST CREATIONJanuary 2024October 2024Allow920YesNo
18409002THREE-DIMENSIONAL SOFTWARE CODE REVIEW ENGINEJanuary 2024November 2024Allow1010NoNo
18402423CONTAINERIZED MODELING OF DEVICE UPDATES OR MODIFICATIONS VIA DIGITAL TWINSJanuary 2024April 2025Allow1510YesNo
18395155GENERAL BLOCKCHAIN PERFORMANCE EVALUATION METHOD BASED ON DYNAMIC PROXY AND SMART CONTRACTDecember 2023July 2024Allow710YesNo
18393785Code for Configuring & Populating Structured Data Containers to Automate the Creation of (Electronically Transmissible) Information Products and Methods of UseDecember 2023March 2025Allow1410YesNo
18392803USABILITY CLICK TRACKING WITH NAVIGABLE CLICK PATHSDecember 2023August 2024Allow810NoNo
18571884MICRO-FRONT-END-BASED PAGE INTERNATIONALIZATION CONFIGURATION METHOD AND APPARATUS, DEVICE, AND MEDIUMDecember 2023December 2024Allow1210NoNo
18544303SYSTEMS AND METHODS FOR STREAMLINING MODEL RISK DOCUMENTATION PLATFORM OUTPUTS USING NATIVELY SOURCED KERNELSDecember 2023February 2025Allow1430YesNo
18539665CONTEXT-BASED TEST SUITE GENERATION AS A SERVICEDecember 2023August 2024Allow800YesNo
18540712MANAGEMENT OF TRANSPORT SOFTWARE UPDATESDecember 2023October 2024Allow1010NoNo
18539864SYSTEM AND METHOD FOR GENERATING CYBERSECURITY REMEDIATION IN COMPUTING ENVIRONMENTSDecember 2023July 2024Allow710NoNo
18538959APPARATUS AND METHOD OF HOT-SWAPPING A COMPONENT OF A COMPONENT UNIT IN A CLUSTERDecember 2023March 2024Allow300YesNo
18535473Augmentation of Code Completion and Code Synthesis with Semantic CheckingDecember 2023May 2025Allow1720NoNo
18535001SYSTEMS AND METHODS FOR UPDATING RULE ENGINES DURING SOFTWARE DEVELOPMENT USING GENERATED PROXY MODELS WITH PREDEFINED MODEL DEPLOYMENT CRITERIADecember 2023May 2024Allow510YesNo
18529172METHOD, APPARATUS, AND COMPUTER-READABLE MEDIUM FOR INTELLIGENT EXECUTION OF A SOLUTION ON A COMPUTER NETWORKDecember 2023February 2025Allow1410NoNo
18529194REMOTE RESPIRATORY THERAPY DEVICE MANAGEMENTDecember 2023September 2024Allow900NoNo
18525804PAGE MULTIPLEXING METHOD, PAGE MULTIPLEXING DEVICE, STORAGE MEDIUM AND ELECTRONIC APPARATUSNovember 2023August 2024Allow900NoNo
18523839SYSTEMS AND METHODS FOR OPTIMIZING HARD DRIVE THROUGHPUTNovember 2023March 2025Allow1620YesNo
18523376INTELLIGENT INTERCEPTOR FOR SAAS CLOUD MIGRATION AND INTEGRATIONNovember 2023September 2024Allow1000NoNo
18521958SYSTEM AND METHOD FOR COMPILING HIGH-LEVEL LANGUAGE CODE INTO A SCRIPT EXECUTABLE ON A BLOCKCHAIN PLATFORMNovember 2023January 2025Allow1410YesNo
18518533SYSTEM AND METHOD FOR TRANSITION OF STATIC SCHEMA TO DYNAMIC SCHEMANovember 2023June 2025Allow1910NoNo
18518043METHOD FOR ASSESSING TEST ADEQUACY OF NEURAL NETWORK BASED ON ELEMENT DECOMPOSITIONNovember 2023April 2025Allow1600NoNo
18514475EXTENSIBLE COMPILATION USING COMPOSITE PROGRAMMING FOR HARDWARE PERFORMANCE ENHANCEMENTSNovember 2023April 2025Allow1710YesNo
18512162FILTERING MEASUREMENT DATA FROM AN ELECTRONIC CONTROL UNIT (ECU) OF A VEHICLENovember 2023June 2025Allow1910YesNo
18513440ROBOT SYSTEMS, METHODS, CONTROL MODULES, AND COMPUTER PROGRAM PRODUCTS THAT LEVERAGE LARGE LANGUAGE MODELSNovember 2023April 2024Allow500NoNo
18509161SEGMENTED CUSTOMIZATIONNovember 2023June 2025Allow1920YesNo
18389262CODE INTERDEPENDENCY ANALYSIS SYSTEMNovember 2023June 2024Allow700NoNo
18388932PULSE GENERATIONNovember 2023December 2024Allow1310YesNo
18505903METHOD OF MANAGING EXTERNAL DEVICES, METHOD OF OPERATING EXTERNAL DEVICE, HOST DEVICE, MANAGEMENT SERVER, AND EXTERNAL DEVICENovember 2023May 2024Allow610YesNo
18502842Dynamically Loaded Plugin ArchitectureNovember 2023July 2024Allow900YesNo
18386934CODE GENERATION WITH REINFORCEMENT LEARNINGNovember 2023August 2024Allow1000NoNo
18384947METHOD AND SYSTEM FOR PROGRAMMATICALLY TESTING USER INTERFACE PATHSOctober 2023September 2024Allow1010NoNo
18497061Functional and Code Views In a Process WorkflowOctober 2023October 2024Allow1110NoNo
18384700COLLABORATIVE INDUSTRIAL INTEGRATED DEVELOPMENT AND EXECUTION ENVIRONMENTOctober 2023February 2025Allow1510NoNo
18495707COMPILING SYSTEM AND COMPILING METHOD FOR PROGRAMMABLE NETWORK ELEMENTOctober 2023March 2024Allow500YesNo
18494291SYSTEMS AND METHODS FOR GENERATING DYNAMICALLY UPDATED METADATA USING REAL-TIME ARTIFICIAL INTELLIGENCE MODELSOctober 2023December 2023Allow200NoNo
18492173DYNAMIC DISTRIBUTION OF CONTAINER IMAGESOctober 2023January 2025Allow1520YesNo
18491655ON DEMAND RESOURCESOctober 2023March 2025Allow1720YesNo
18489046METHOD AND SYSTEM FOR SCALABLE PERFORMANCE TESTING IN CLOUD COMPUTING ENVIRONMENTSOctober 2023August 2024Allow1010YesNo
18488162SOFTWARE APPLICATION DEVELOPMENT TOOL FOR AUTOMATION OF MATURITY ADVANCEMENTOctober 2023December 2024Allow1410NoNo
18485897SYSTEMS AND METHODS FOR PROVIDING CUSTOMIZED FIRMWARE PACKAGES TO A LOCKING DEVICEOctober 2023December 2023Allow300NoNo
18484641CODE INSPECTION METHOD UNDER WEAK MEMORY ORDERING ARCHITECTURE AND CORRESPONDING DEVICEOctober 2023June 2025Allow2000NoNo
18554899DEEP LEARNING-BASED JAVA PROGRAM INTERNAL ANNOTATION GENERATION METHOD AND SYSTEOctober 2023August 2024Allow1010YesNo
18482836CODING ACTIVITY TASK (CAT) EVALUATION FOR SOURCE CODE GENERATORSOctober 2023November 2024Allow1300NoNo
18482772TEST CONFLICT GUARD FOR PARALLEL SOFTWARE TESTINGOctober 2023December 2024Allow1520NoNo
18375910ISSUE TRACKING SYSTEM USING A SIMILARITY SCORE TO SUGGEST AND CREATE DUPLICATE ISSUE REQUESTS ACROSS MULTIPLE PROJECTSOctober 2023October 2024Allow1210NoNo
18478443THEME-BUILDER FOR ACCESSIBILITY-AWARE DESIGN SERVICESSeptember 2023June 2025Allow2100NoNo
18374016Homomorphic Encryption-Based Testing Computing SystemSeptember 2023July 2024Allow1000NoNo
18476558SYSTEM AND METHOD FOR CONTINUOUS TESTING AND DELIVERY OF SOFTWARESeptember 2023July 2024Allow900NoNo
18373261MODEL TRAINING USING BUILD ARTIFACTSSeptember 2023June 2025Allow2100YesNo
18372816SYSTEM AND METHOD FOR DECOMPOSING MONOLITH APPLICATIONS INTO SOFTWARE SERVICESSeptember 2023April 2025Allow1800NoNo
18471692ASSISTED COMPOSITION OF QUANTUM ALGORITHMSSeptember 2023November 2024Allow1410YesNo
18551486SOFTWARE MICROSERVICE GENERATIONSeptember 2023February 2025Allow1700NoNo
18469695SYSTEMS AND METHODS OF RESOURCE CONFIGURATION OPTIMIZATION FOR MACHINE LEARNING WORKLOADSSeptember 2023September 2024Allow1210NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2191.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
307
Examiner Affirmed
213
(69.4%)
Examiner Reversed
94
(30.6%)
Reversal Percentile
42.2%
Lower than average

What This Means

With a 30.6% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage 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
803
Allowed After Appeal Filing
309
(38.5%)
Not Allowed After Appeal Filing
494
(61.5%)
Filing Benefit Percentile
79.0%
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 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.

Art Unit 2191 - Prosecution Statistics Summary

Executive Summary

Art Unit 2191 is part of Group 2190 in Technology Center 2100. This art unit has examined 10,965 patent applications in our dataset, with an overall allowance rate of 83.6%. Applications typically reach final disposition in approximately 27 months.

Comparative Analysis

Art Unit 2191's allowance rate of 83.6% places it in the 74% percentile among all USPTO art units. This art unit has an above-average allowance rate compared to other art units.

Prosecution Patterns

Applications in Art Unit 2191 receive an average of 1.77 office actions before reaching final disposition (in the 44% percentile). The median prosecution time is 27 months (in the 61% percentile).

Strategic Considerations

When prosecuting applications in this art unit, consider the following:

  • The art unit's allowance rate suggests a more favorable examination environment compared to the USPTO average.
  • With fewer office actions than average, plan for relatively streamlined prosecution.
  • The median prosecution time is shorter than average and should be factored into your continuation and client communication strategies.
  • Review individual examiner statistics within this art unit to identify examiners with particularly favorable or challenging prosecution patterns.

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.