USPTO Art Unit 2192 Prosecution Statistics

Art Unit Information

Art Unit: 2192
Group: 2190
Tech Center: 2100
Total Cases: 10,181
Last Active: August 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19306592REGULATIONS AND DIRECTIVES TO CODE PLATFORMAugust 2025October 2025Allow200NoNo
19270932SYSTEM AND METHOD FOR MACHINE LEARNING DEVELOPMENTJuly 2025September 2025Allow200NoNo
19249502SYSTEM AND METHOD FOR IMPROVED WEB PLATFORMJune 2025September 2025Allow200NoNo
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
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
19201782AI-POWERED ITERATIVE HUMAN-IN-THE-LOOP FEEDBACK SYSTEMMay 2025July 2025Allow200YesNo
19199299SYSTEMS AND METHODS PROVIDING CENTRALIZED COMMUNICATION ACROSS FEATURE PROGRAMMING WORKFLOWSMay 2025October 2025Allow510YesNo
19191013SOFTWARE IMAGE UPDATE MANAGEMENT PLATFORMApril 2025August 2025Allow400YesNo
19175972AI-BASED SYSTEM AND METHOD FOR AUTOMATED API DISCOVERY AND ACTION WORKFLOW GENERATIONApril 2025August 2025Allow400YesNo
19171172SOFTWARE SYSTEMS AND METHODS FOR ADVANCED OUTPUT-AFFECTING LINEAR PATHWAYSApril 2025May 2025Allow200YesNo
19067902Machine Learning Engine for Workflow Enhancement in Digital WorkflowsMarch 2025May 2025Allow300YesNo
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
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
19025662AUTOMATED BACKEND BACKGROUND TESTING OF WEBPAGESJanuary 2025April 2025Allow300YesNo
19017290Systems and Methods for Updating Textual Notation File in Post-Cloud Engineering Data Management InfrastructureJanuary 2025February 2026Abandon1320NoNo
18878664RECORDING MEDIUM, PROGRAMMING ASSISTING DEVICE, AND PROGRAMMING ASSISTING METHODDecember 2024September 2025Allow910YesNo
19000671SYSTEMS AND METHODS FOR EXECUTING AN ANALYTICAL OPERATION ACROSS A PLURALITY OF COMPUTER PROCESSESDecember 2024February 2025Allow200YesNo
18991051Reachability Analysis for Binary ExecutablesDecember 2024March 2025Allow300YesNo
18876725DATA INTERACTION METHOD AND APPARATUS, AND COMPUTER DEVICE AND STORAGE MEDIUMDecember 2024August 2025Allow810YesNo
18986354DISTRIBUTED FUNCTIONAL MODULES INTEGRABLE IN MULTIPLE APPLICATIONSDecember 2024December 2025Allow1200YesNo
18985131RTOS-BASED MULTI-APPLICATION DEVELOPMENT METHOD AND APPARATUSDecember 2024June 2025Allow510YesNo
18982124METHOD, APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUM FOR DETERMINING PAGE JUMP INFORMATIONDecember 2024November 2025Allow1120YesNo
18977312SYSTEM AND METHOD FOR DETECTING SOFTWARE LIFECYCLE VULNERABILITIESDecember 2024October 2025Allow1020NoNo
18942096SYSTEMS AND METHODS FOR REVIEWING CODENovember 2024April 2025Allow610YesNo
18927242Auditable Authorship Attribution with Automatically Applied Authorship TokensOctober 2024November 2025Allow1310YesNo
18907354DYNAMICALLY VALIDATING AI APPLICATIONS FOR COMPLIANCEOctober 2024November 2025Abandon1320YesNo
18895119SYSTEMS, METHODS, AND GRAPHICAL USER INTERFACES FOR TRAINING A CODE GENERATION MODEL FOR LOW-RESOURCE LANGUAGESSeptember 2024December 2024Allow200YesNo
18882683METHODS FOR CONFIGURING AND COMMISSIONING A BUILDING SYSTEM WITH A BROKERING ARCHITECTURESeptember 2024August 2025Allow1120YesNo
18818202SYSTEMS, DEVICES, AND METHODS FOR CREATING, DEPLOYING, AND INTEGRATING PLUGINS WITH LARGE LANGUAGE MODEL APPLICATIONSAugust 2024February 2025Allow610YesNo
18809261SIMULTANEOUS SIMULATED EXECUTION AND SEMANTIC EVALUATION OF ARTIFICIAL INTELLIGENCE PIPELINESAugust 2024October 2025Allow1420YesNo
18800731METHOD FOR CONVERTING MODELS TO PROGRAMSAugust 2024April 2025Allow810YesNo
18783053AUDITABLE AUTHORSHIP ATTRIBUTION WITH AUTOMATICALLY APPLIED AUTHORSHIP TOKENSJuly 2024January 2026Allow1830YesYes
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
18768900DISTRIBUTED FUNCTIONAL MODULES INTEGRABLE IN MULTIPLE APPLICATIONSJuly 2024September 2024Allow200YesNo
18762239CODE EXECUTION AND DATA PROCESSING PIPELINEJuly 2024February 2025Allow700YesNo
18761104ZERO KNOWLEDGE PROVERJuly 2024August 2025Allow1410NoNo
18759900AUTOMATED DEPLOYMENT AND MANAGEMENT OF CONTAINERIZED APPLICATION ENVIRONMENTS USING A GRAPHICAL USER INTERFACE AND METADATA-DRIVEN TEMPLATINGJune 2024April 2025Allow920YesYes
18756674DYNAMIC REVIEW OF SOFTWARE UPDATES AFTER PULL REQUESTSJune 2024November 2025Allow1720YesNo
18723866PROGRAMMABLE CONTROLLER SYSTEM, DEVELOPMENT SUPPORT DEVICE, AND RECORDING MEDIUMJune 2024March 2025Allow910YesNo
18753629Low-Code / No-Code Layer for Interactive Application DevelopmentJune 2024February 2026Allow2010NoNo
18752113AUDITABLE AUTHORSHIP ATTRIBUTION WITH AUTOMATICALLY APPLIED AUTHORSHIP TOKENSJune 2024August 2024Allow200YesNo
18750565SEPARATE FIRMWARE TO FIXED AND REMOVABLE STORAGESJune 2024September 2024Allow300YesNo
18750368SYSTEM AND METHOD FOR SOURCE CODE GENERATIONJune 2024October 2025Allow1600YesNo
18722782MANAGING AN APP, FOR EXAMPLE DEVELOPING AN APP COMPRISING UPDATING A WORKFLOW OF THE APP, METHOD, AND SYSTEMJune 2024April 2025Allow1010YesNo
18746126ARTIFICIAL INTELLIGENCE (AI) SUPPORTED GRAPH ENABLED METHOD TO MANAGE UPGRADES FOR APPLICATIONSJune 2024April 2025Allow1010YesNo
18744672CODE ADAPTATION THROUGH DEEP LEARNINGJune 2024December 2025Allow1810NoNo
18718690STORAGE CONTROLLER SYSTEM UPDATING METHOD AND SYSTEM, COMPUTER DEVICE, AND STORAGE MEDIUMJune 2024October 2024Allow400NoNo
18739595APPARATUS FOR VEHICLE OVER-THE-AIR UPDATING, AND METHOD THEREOFJune 2024January 2026Allow1910NoNo
18737038COMMIT SIGNING SERVICEJune 2024March 2026Abandon2120YesNo
18733630Managing In-Vehicle EcosystemsJune 2024November 2025Abandon1720NoNo
18732246CODEBASE BEHAVIORAL MODEL USER INTERFACEJune 2024January 2026Abandon1920YesNo
18731526Configuration Items for Supporting Automations and Efficacies ThereofJune 2024May 2025Allow1110YesNo
18673536BYTECODE TRANSFORMATIONS USING VIRTUAL ARTIFACTSMay 2024September 2025Allow1620YesNo
18674310METHODS AND SYSTEMS FOR UPDATING DEVICE FIRMWARE WHILE MAINTAINING STATE AND CONNECTIVITYMay 2024December 2025Allow1910NoNo
18669934SOFTWARE APPLICATION DEPLOYMENTMay 2024July 2025Allow1410YesNo
18661997CLOUD INSTANCE SELECTION BASED ON AUTOMATED PERFORMANCE METRICS COLLECTIONMay 2024March 2025Allow1020YesNo
18656297DEVELOPER TOOLS FOR GENERATING AND PROVIDING VISUALIZATIONS FOR DATA DENSITY FOR DEVELOPING COMPUTER APPLICATIONSMay 2024October 2025Allow1720YesNo
18651439MEDICAL DEVICE UPDATE SYSTEMApril 2024April 2025Allow1110NoNo
18648583NESTED LOOP CONTROLApril 2024February 2025Allow1000NoNo
18641166FACILITATING UPDATES TO DATA PIPELINES USING MODULARLY-GENERATED PLATFORM-AGNOSTIC DATA PIPELINE PORTIONS SYSTEMS AND METHODSApril 2024August 2024Allow300NoNo
18639132METHOD AND APPARATUS FOR COMPILING DIFFERENTIAL-ORDER LOGIC EXPRESSIONS, ELECTRONIC DEVICES, AND STORAGE MEDIUMApril 2024October 2024Allow610YesNo
18633322AUTOMATING SEMANTICALLY-RELATED COMPUTING TASKS ACROSS CONTEXTSApril 2024April 2025Allow1200NoNo
18631871REAL-TIME FUNCTIONAL CODE REVIEWER WITH ARCHITECTURE PLACEMATApril 2024February 2026Allow2200NoNo
18628773AUTOMATED PROGRAM REPAIR TOOLApril 2024April 2025Allow1310YesNo
18695830VEHICLE CONTROL APPARATUSMarch 2024March 2026Allow2300NoNo
18609387Source Code Evaluator and Modified Parameter Structure for Enabling Automated Validation of Parameter Values in Source CodeMarch 2024August 2024Allow510YesNo
18608271ACTION VALIDATION FOR DIGITAL ASSISTANT-BASED APPLICATIONSMarch 2024April 2025Allow1310YesNo
18692785METHOD FOR UPGRADING CPLD AND CPLD UPGRADING SYSTEM, AND COMPUTER-READABLE STORAGE MEDIUMMarch 2024July 2024Allow400NoNo
18603674Design Model-Based Visual Representation of Apparatus Operational StatusMarch 2024February 2026Allow2300YesNo
18599620IMPACT ANALYSIS OF CHANGES IN THIRD-PARTY SOFTWARE COMPONENTS ON DOWNSTREAM USERSMarch 2024August 2025Allow1710YesNo
18597744AUDITABLE AUTHORSHIP ATTRIBUTION WITH AUTOMATICALLY APPLIED AUTHORSHIP TOKENSMarch 2024June 2024Allow300YesNo
18595962METHOD AND SYSTEM FOR COMPILING APPLICATIONSMarch 2024January 2026Allow2200YesNo
18595514CODE COMMIT FACILITY FOR A CONTINUOUS INTEGRATION CONTINUOUS DEPLOYMENT SYSTEMMarch 2024January 2026Allow2300NoNo
18594445Bi-Directional Design-to-CodeMarch 2024January 2025Allow1100NoNo
18592810NEURAL NETWORK SYSTEMS FOR SOURCE CODE SUMMARIZATIONMarch 2024August 2024Allow610YesNo
18587784METHODS AND SYSTEMS FOR CONSTRUCTION OF WORKFLOW AUTOMATION USING ARTIFICIAL INTELLIGENCEFebruary 2024February 2026Allow2300NoNo
18584195AUTOMATIC CODE RECONFIGURATION BASED ON FUNCTION AND SUBFUNCTION ANALYSISFebruary 2024November 2024Allow900YesNo
18584591SYSTEMS AND METHODS FOR DEPLOYING FEDERATED INFRASTRUCTURE AS CODEFebruary 2024February 2025Allow1110YesNo
18583362SERIALIZING AND DESERIALIZING MIXED REALITY EXPERIENCES OR PORTIONS THEREOFFebruary 2024March 2026Allow2500YesNo
18439399HITLESS UPGRADE OF A NETWORK DEVICEFebruary 2024November 2025Allow2110YesNo
18436064UPDATING SOFTWARE APPLICATIONS TO FACILITATE COMPLIANCE WITH STANDARD REQUIREMENTS IN A DISTRIBUTED COMPUTING SYSTEMFebruary 2024March 2026Allow2510YesNo
18434426METHODS AND APPARATUS FOR INTENTIONAL PROGRAMMING FOR HETEROGENEOUS SYSTEMSFebruary 2024April 2025Allow1420NoNo
18427939SYSTEM AND METHOD FOR CODE SMELL DETECTION USING TRANSFORMER-BASED CODE REPRESENTATIONS WITH SELF-SUPERVISION BY PREDICTING RESERVED WORDSJanuary 2024December 2025Allow2300YesNo
18427286SUPERVISED DATA ACCESS FOR TEST FAILURE REMEDIATIONJanuary 2024November 2025Allow2100NoNo
18425223MANAGING OUT OF BAND SOFTWARE UPDATESJanuary 2024October 2025Allow2100NoNo
18424648GENERATING TARGET LANGUAGE CODE FROM SOURCE LANGUAGE CODEJanuary 2024December 2025Allow2330YesNo
18422194CONTROLLING DEPLOYMENT OF SOFTWARE APPLICATIONS BASED ON EVALUATED RISK OF EXPOSURE OF DESIGNATED TYPES OF DATAJanuary 2024October 2025Allow2100NoNo
18422475METHOD AND SYSTEM FOR AUTOMATED LOW-CODE NO-CODE MODEL DEPLOYMENTJanuary 2024October 2025Allow2100NoNo
18420733Probabilistic Code Rollout With Reproducible ResultsJanuary 2024October 2025Allow2100NoNo
18420394SYSTEM AND METHOD FOR INTEGRATION APPLICATION ENVIRONMENT MIGRATION UTILIZING HUB AND SPOKE ARCHITECTUREJanuary 2024December 2025Allow2300NoNo
18420132ATTESTATION MANIFEST DERIVATION AND DISTRIBUTION USING SOFTWARE UPDATE IMAGEJanuary 2024July 2025Allow1800YesNo
18420190SYSTEM, METHOD AND COMPUTER PROGRAM PRODUCT FOR PREDICTING A NEXT HOP IN A SEARCH PATHJanuary 2024November 2024Allow1000YesNo
18417179TECHNIQUES FOR IMAGE-BASED REGION BUILDJanuary 2024October 2025Allow2100NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2192.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
162
Examiner Affirmed
118
(72.8%)
Examiner Reversed
44
(27.2%)
Reversal Percentile
21.8%
Lower than average

What This Means

With a 27.2% 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
911
Allowed After Appeal Filing
447
(49.1%)
Not Allowed After Appeal Filing
464
(50.9%)
Filing Benefit Percentile
96.0%
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, 49.1% 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 2192 - Prosecution Statistics Summary

Executive Summary

Art Unit 2192 is part of Group 2190 in Technology Center 2100. This art unit has examined 10,181 patent applications in our dataset, with an overall allowance rate of 79.7%. Applications typically reach final disposition in approximately 35 months.

Comparative Analysis

Art Unit 2192's allowance rate of 79.7% places it in the 62% 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 2192 receive an average of 2.20 office actions before reaching final disposition (in the 73% percentile). The median prosecution time is 35 months (in the 31% 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 more office actions than average, plan for relatively streamlined prosecution.
  • The median prosecution time is longer 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.