USPTO Group 2140 Prosecution Statistics

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19249768Music/Video MessagingJune 2025October 2025Allow300YesNo
19231250METHODS FOR SERVING INTERACTIVE CONTENT TO A USERJune 2025January 2026Allow700YesNo
19216504Artificially Intelligent Systems, Methods and Media for Canonicalizing Computer System Logs Into Natural Language Processed Representations for the Purpose of Data AnalysisMay 2025November 2025Allow610YesNo
19199903SEMANTIC DATA ACQUISITION, STORAGE AND PRESENTATION SYSTEMMay 2025November 2025Allow700NoNo
19196588AUTONOMOUS PROCESS EXECUTION FOR LARGE LANGUAGE MODEL FUNCTION BUTTONSMay 2025November 2025Allow720YesNo
19186967METHOD, APPARATUS AND DEVICE FOR IMPLEMENTING SEARCHApril 2025September 2025Allow510NoNo
19180098Systems, methods, and user interfaces for editing digital assetsApril 2025March 2026Allow1120YesNo
19171030Systems and methods for extracting tables from documentsApril 2025October 2025Allow710NoNo
19098005Profiler Tool for Assessing Impact of Shape on a Continuous and/or Categorical ResponseApril 2025August 2025Allow510YesNo
19093219AUXILIARY DECISION-MAKING METHOD FOR URBAN SUBWAY WATERLOGGING RISK DISPOSAL BASED ON BAYESIAN NETWORKMarch 2025October 2025Allow610NoNo
19078199WHOLE BRAIN EMULATION SYSTEMMarch 2025September 2025Allow610YesNo
19073692PROJECTING DATA TRENDS USING CUSTOMIZED MODELINGMarch 2025April 2025Allow200YesNo
19068261METHOD AND SYSTEM FOR PERCEIVING AND ELIMINATING ABNORMAL STATE OF ACTIVE DISTRIBUTION NETWORK BASED ON DATA ENHANCEMENTMarch 2025October 2025Allow710YesNo
19067257THREE-DIMENSIONAL COLOR SELECTION INTERFACEFebruary 2025October 2025Allow720YesNo
19062283CONTENT POSTING METHOD, DEVICE AND COMPUTER-READABLE STORAGE MEDIUMFebruary 2025February 2026Allow1220NoNo
19060157SYSTEM AND METHOD FOR AUTOMATED PROXY AUTOCONFIGURATION FILESFebruary 2025November 2025Allow820NoNo
19054879Systems and methods for processing designsFebruary 2025September 2025Allow710NoNo
19054882Systems and methods for processing designsFebruary 2025September 2025Allow700NoNo
19054800Computer-Implemented Methods and Systems for Generative Text PaintingFebruary 2025June 2025Allow410YesNo
19028392BODY APPENDAGE POSITION PREDICTION USING ELECTROCARDIOGRAM DATAJanuary 2025April 2025Allow300NoNo
19021755METHOD FOR PROCESSING COMPLEX DATAJanuary 2025March 2025Allow200NoNo
19013433METHOD FOR OPTIMIZING COMPUTING POWER OF NEURAL NETWORK MODULE, CHIP, ELECTRONIC DEVICE AND MEDIUMJanuary 2025March 2026Allow1430NoNo
19011578SYSTEM AND METHOD FOR IMPROVING THE CLARITY OF OVERLAPPING OBJECTSJanuary 2025October 2025Allow910YesNo
19004880DIGITAL PROCESSING SYSTEMS AND METHODS FOR ENHANCED DATA REPRESENTATIONDecember 2024October 2025Allow1020YesNo
19001635METHODS FOR TRAINING AN INDUSTRIAL QUESTION-ANSWERING MODEL BASED ON REINFORCEMENT LEARNING AND KNOWLEDGE BASE MATCHINGDecember 2024November 2025Allow1120YesNo
18987388Graphical User Interface for Syntax and Policy Compliance ReviewDecember 2024June 2025Allow510NoNo
18979585METHODS AND DEVICES FOR CONSTUCTING MULTI-DIMENSIONAL COUPLED VIBRATION IDENTIFICATION MODEL FOR ROLL SYSTEM OF STRIP MILLDecember 2024February 2025Allow200NoNo
18977648METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR PRESENTING SESSION MESSAGEDecember 2024November 2025Allow1120NoNo
18974169DIGITAL THERAPEUTIC PLATFORMDecember 2024August 2025Allow810NoNo
18969330CSI COMPRESSION AND FEEDBACK METHOD BASED ON DEEP LEARNINGDecember 2024June 2025Allow610NoNo
18959714VARIABLE CURVATURE BENDING ARC CONTROL METHOD FOR ROLL BENDING MACHINENovember 2024September 2025Allow1030YesNo
18957896METHOD AND APPARATUS FOR LIGHTWEIGHTING OF ARTIFICIAL INTELLIGENCE MODELNovember 2024February 2026Allow1420NoNo
18957784SYSTEM AND METHOD FOR GENERATING A VISUAL REPRESENTATION OF AN EXECUTION SEQUENCE WITHIN A GRAPHICAL USER INTERFACENovember 2024January 2025Allow200YesNo
18957680APPARATUS COMPRISING A GRAPHICAL USER INTERFACE (GUI) FOR DISPLAYING AND MODIFYING DATA ELEMENTS BASED ON USER INPUT AND LOCATION DATANovember 2024September 2025Allow1020YesNo
18942997METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM FOR DISPLAY CONTROLLINGNovember 2024March 2026Allow1630YesNo
18941636PRIVATE ARTIFICIAL INTELLIGENCE AND DATA EXCHANGENovember 2024June 2025Allow720YesNo
18940109METHOD FOR TRAINING CUSTOM MODEL BASED ON PRE-TRAINED BASE MODEL AND LEARNING DEVICE USING THE SAMENovember 2024June 2025Allow810YesNo
18937041HIERARCHICAL DATA BINDING FOR INDUSTRIAL CONTROL SYSTEMSNovember 2024September 2025Allow1140NoNo
18932810SYSTEM AND METHOD FOR STREAMLINING AND ACCELERATING CLOUD MIGRATION PROCESSESOctober 2024June 2025Allow810NoNo
18930380SYSTEM FOR PROVIDING KOREAN SENTENCE REPHRASER SERVICEOctober 2024September 2025Abandon1110NoNo
18922814THREE-DIMENSIONAL LAYERED CONFERENCING SYSTEM WITH DISTRIBUTED COMPUTING FOR HIGH-FIDELITY RENDERING OF VIRTUAL ENVIRONMENTS AND METHODOctober 2024February 2026Allow1620NoNo
18919417SUPERVISORY NEURON FOR CONTINUOUSLY ADAPTIVE NEURAL NETWORKOctober 2024February 2026Allow1630NoNo
18892769PROJECTING DATA TRENDS USING CUSTOMIZED MODELINGSeptember 2024December 2024Allow300NoNo
18886954SELECTIVE VISUAL DISPLAY SYSTEMSeptember 2024August 2025Abandon1110NoNo
18885745END-TO-END SYSTEMS AND METHODS FOR CONSTRUCT SCORINGSeptember 2024January 2026Allow1630YesNo
18882311APPARATUS AND METHOD FOR DATA GENERATION FOR USER ENGAGEMENTSeptember 2024July 2025Allow1120YesNo
18845007COMPLEX NETWORK COGNITION-BASED FEDERATED REINFORCEMENT LEARNING END-TO-END AUTONOMOUS DRIVING CONTROL SYSTEM, METHOD, AND VEHICULAR DEVICESeptember 2024June 2025Allow910YesNo
18822974AUTOMATIC SNAPSHOT SELECTION AND ZONE CREATIONSeptember 2024February 2025Allow610NoNo
18822390NEURAL PROCESSING UNIT INCLUDING POST-PROCESSING UNITSeptember 2024March 2026Allow1840YesNo
18815510Alternating Positioning of Primary TextAugust 2024December 2024Allow410YesNo
18808386SYSTEM AND METHOD TO ENHANCE AUDIO AND VIDEO MEDIA USING GENERATIVE ARTIFICIAL INTELLIGENCEAugust 2024November 2024Allow300YesNo
18807942SEMANTIC DATA ACQUISITION, STORAGE AND PRESENTATION SYSTEMAugust 2024February 2025Allow610NoNo
18798947THEMATIC MAP PREPARATION METHOD AND APPARATUS, STORAGE MEDIUM AND ELECTRONIC DEVICEAugust 2024September 2024Allow200YesNo
18799810ARCHITECTURES, SYSTEMS AND METHODS FOR PROGRAM DEFINED TRANSACTION SYSTEM AND DECENTRALIZED CRYPTOCURRENCY SYSTEMAugust 2024October 2024Allow200YesNo
18798209PREVIEW ASSIGNED ROUTESAugust 2024December 2025Allow1630YesNo
18793742RESOURCE CONSERVATION IN ARTIFICIAL INTELLIGENCE PIPELINE EXECUTIONAugust 2024November 2025Abandon1620YesNo
18791863MULTILINGUAL EVENT CAUSALITY IDENTIFICATION METHOD AND SYSTEM BASED ON META-LEARNING WITH KNOWLEDGEAugust 2024October 2025Abandon1420NoNo
18783227XR DEVICE-BASED TOOL FOR CROSS-PLATFORM CONTENT CREATION AND DISPLAYJuly 2024August 2025Allow1310NoNo
18777954SYSTEMS AND METHODS FOR GENERATING AND EDITING MESSAGESJuly 2024March 2025Allow810NoNo
18729101PAGE DISPLAY SPEED IMPROVEMENT PROCESSING SYSTEMJuly 2024April 2025Allow920YesNo
18766038Convolution-Augmented Transformer ModelsJuly 2024April 2025Allow910YesNo
18766629FEDERATED LEARNING SERVICE IN A PROVIDER NETWORK AND TRAINING MACHINE LEARNING MODELS USING DEVICES EXTERNAL TO THE PROVIDER NETWORKJuly 2024February 2025Allow700YesNo
18762169INFORMATION PROCESSING METHODS AND APPARATUS, ELECTRONIC DEVICES, AND STORAGE MEDIAJuly 2024January 2026Allow1830YesNo
18760419UTILIZING DYNAMIC INTERFACE ELEMENTS TO IMPROVE USER INTERFACESJuly 2024May 2025Allow1000NoNo
18757447METHODS AND SYSTEMS FOR GENERATING ALTERNATIVE CONTENT.June 2024March 2025Allow800YesNo
18756652Card Display Method, Electronic Device, and Computer Readable Storage MediumJune 2024February 2025Allow800NoNo
18755541ELECTRONIC PEN CARTRIDGE AND ELECTRONIC PENJune 2024February 2025Allow800YesNo
18755359CLICKABLE ACCESS POINTJune 2024February 2025Allow800YesNo
18753041METHODS AND SYSTEMS FOR CYBER-MONITORING AND VISUALLY DEPICTING CYBER-ACTIVITIESJune 2024September 2025Abandon1510NoNo
18751711Systems, methods, and user interfaces for editing digital assetsJune 2024January 2025Allow710NoNo
18747854DYNAMIC PRESENTATION GENERATIONJune 2024March 2025Allow920YesNo
18746921PERSONALIZING PRESET MEAL SIZES IN INSULIN DELIVERY SYSTEMJune 2024October 2025Allow1600YesNo
18744393PERSONALIZED RETRIEVAL-AUGMENTED GENERATION SYSTEMJune 2024April 2025Allow1120YesNo
18743059SYSTEM AND METHOD FOR IN-MEMORY IMAGE PROCESSINGJune 2024February 2026Allow2030YesNo
18719200CONTENT PUBLISHING METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUMJune 2024July 2025Allow1320NoNo
18740300REAL-TIME ENTITY ANOMALY DETECTIONJune 2024January 2025Allow700YesNo
18738895PROVIDING ARTIFICAL INTELLIGENCE BASED MODEL TO NODE BASED ON REPRESENTATION OF TASK PERFORMED BY ARTIFICAL INTELLIGENCE BASED MODELJune 2024October 2025Allow1620YesNo
18736594METHODS AND SYSTEMS FOR DISPLAYING INTERACTIVE INTERFACE OF RECOMMENDED BEHAVIORJune 2024March 2025Allow900NoNo
18736426PAGE DISPLAY METHOD AND APPARATUS, ELECTRONIC DEVICE, STORAGE MEDIUM AND PROGRAM PRODUCTJune 2024March 2025Allow920YesNo
18736240PLUGIN SYSTEM AND PATHWAY ARCHITECTUREJune 2024February 2025Allow800NoNo
18736181SYSTEMS AND METHODS FOR INCREASING CONTROL USING A NEURAL SIGNALJune 2024January 2025Allow800YesNo
18734414SYSTEM AND METHOD FOR IMPROVED GENETIC MODIFICATIONS TO SUPPORT BENEFICIAL ADAPTATION TO UNANTICIPATED CONDITIONS AND UNINTENDED CONSEQUENCES BY UTILIZING RANDOMIZATIONJune 2024February 2026Abandon2120YesNo
18732593Systems and Methods for Facilitating Selection of Tools for Machine Vision JobsJune 2024September 2025Allow1510NoNo
18680337Systems and Methods for Guided Natural Language Text GenerationMay 2024December 2024Allow700YesNo
18678641DIGITAL IMAGING OF GRANULAR MEDIA IN GRAPHICS APPLICATIONSMay 2024October 2025Allow1610YesNo
18678415SELF-LEARNING AND ADAPTING CYBER THREAT DEFENSEMay 2024July 2025Allow1320NoNo
18679035STORING AND QUERYING ALTERNATE SCENARIOS OF DATA IN A DATABASEMay 2024March 2026Allow2110NoNo
18677747Device, Method, and Graphical User Interface for Adjusting a Display Property of an Affordance Over Changing Background ContentMay 2024June 2025Allow1300YesNo
18677665Devices, Methods, and Graphical User Interfaces for Providing Haptic FeedbackMay 2024January 2025Allow800NoNo
18676611METHOD AND SYSTEM FOR ALLOWING A CUSTODIAN TO MANAGE A PLURALITY OF USER ACCOUNTS ON A COMPUTING DEVICE VIA A DEVICE APPLICATIONMay 2024August 2024Allow300YesNo
18676813AUTOMATIC GENERATION OF DATA MODELSMay 2024August 2024Allow200YesNo
18675520System and method for document analysis of a design document having design elementsMay 2024January 2025Allow800YesNo
18675206System and Method for Organizing and Designing CommentMay 2024November 2025Allow1810NoNo
18671936METHODS FOR ADJUSTING AND/OR CONTROLLING IMMERSION ASSOCIATED WITH USER INTERFACESMay 2024January 2025Allow800YesNo
18669788INERTIAL SENSING OF TONGUE GESTURESMay 2024March 2025Allow1010YesNo
18663729ON-SCREEN KEYBOARD USER INTERFACE WITH CONTEXT-AWARE HAPTIC FEEDBACKMay 2024December 2024Allow700NoNo
18661807SLIDE BAR DISPLAY CONTROL DEVICE AND SLIDE BAR DISPLAY CONTROL METHODMay 2024July 2025Allow1410NoNo
18662972SCALABLE AND COMPRESSIVE NEURAL NETWORK DATA STORAGE SYSTEMMay 2024October 2025Allow1720NoNo
18662734GRAPHICAL USER INTERFACES AND SYSTEMS FOR PRESENTING CONTENT SUMMARIESMay 2024June 2025Allow1310YesNo
18661170SYSTEM AND METHOD FOR AUTOMATED MULTIUSER INTERFACE CUSTOMIZATIONMay 2024October 2025Allow1810YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for group 2140.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
1240
Examiner Affirmed
869
(70.1%)
Examiner Reversed
371
(29.9%)
Reversal Percentile
28.6%
Lower than average

What This Means

With a 29.9% 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
3065
Allowed After Appeal Filing
868
(28.3%)
Not Allowed After Appeal Filing
2197
(71.7%)
Filing Benefit Percentile
24.7%
Lower 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, 28.3% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the bottom 25% across the USPTO, indicating that filing appeals is less effective here than in most other areas.

Strategic Recommendations

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

Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Group 2140 - Prosecution Statistics Summary

Executive Summary

Group 2140 is part of Technology Center 2100. This group has examined 29,422 patent applications in our dataset, with an overall allowance rate of 64.1%. Applications typically reach final disposition in approximately 42 months.

Prosecution Patterns

Applications in Group 2140 receive an average of 2.68 office actions before reaching final disposition. The median prosecution time is 42 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.