USPTO Group 2140 Prosecution Statistics

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19073692PROJECTING DATA TRENDS USING CUSTOMIZED MODELINGMarch 2025April 2025Allow200YesNo
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
18979585METHODS AND DEVICES FOR CONSTUCTING MULTI-DIMENSIONAL COUPLED VIBRATION IDENTIFICATION MODEL FOR ROLL SYSTEM OF STRIP MILLDecember 2024February 2025Allow200NoNo
18969330CSI COMPRESSION AND FEEDBACK METHOD BASED ON DEEP LEARNINGDecember 2024June 2025Allow610NoNo
18957784SYSTEM AND METHOD FOR GENERATING A VISUAL REPRESENTATION OF AN EXECUTION SEQUENCE WITHIN A GRAPHICAL USER INTERFACENovember 2024January 2025Allow200YesNo
18892769PROJECTING DATA TRENDS USING CUSTOMIZED MODELINGSeptember 2024December 2024Allow300NoNo
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
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
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
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
18751711Systems, methods, and user interfaces for editing digital assetsJune 2024January 2025Allow710NoNo
18747854DYNAMIC PRESENTATION GENERATIONJune 2024March 2025Allow920YesNo
18740300REAL-TIME ENTITY ANOMALY DETECTIONJune 2024January 2025Allow700YesNo
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
18680337Systems and Methods for Guided Natural Language Text GenerationMay 2024December 2024Allow700YesNo
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
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
18662734GRAPHICAL USER INTERFACES AND SYSTEMS FOR PRESENTING CONTENT SUMMARIESMay 2024June 2025Allow1310YesNo
18659482CROSS-MODEL SCORE NORMALIZATIONMay 2024December 2024Allow700NoNo
18658090SYSTEM AND METHOD FOR STREAMLINING USER INTERACTION WITH ELECTRONIC CONTENTMay 2024March 2025Allow1010YesNo
18657768RHYME ENGINE FOR LITERARY WORKS WITH RHYME OR RHYTHMMay 2024April 2025Allow1110NoNo
18656934MUSIC USER INTERFACEMay 2024March 2025Allow1110YesNo
18656433Music/Video MessagingMay 2024March 2025Allow1100YesNo
18650938CONDENSED SPOKEN UTTERANCES FOR AUTOMATED ASSISTANT CONTROL OF AN INTRICATE APPLICATION GUIApril 2024March 2025Allow1000YesNo
18647515AI-Assisted Remote Guidance Using Augmented RealityApril 2024December 2024Allow800YesNo
18648075METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR CONTENT PRESENTATIONApril 2024December 2024Allow800YesNo
18644413METHOD OF CONTROLLING DISPLAY MODULE AND ELECTRONIC DEVICE PERFORMING THE METHODApril 2024December 2024Allow700NoNo
18643825USER INTERFACE FOR MANAGING AND VIEWING SYNCHRONIZATION SETTINGS IN A SYNCHRONIZATION SYSTEMApril 2024May 2025Allow1320YesNo
18639596Systems and Methods for Mitigating Hindsight Bias Related to Training and Using Artificial Intelligence Models for Outlier Events By Applying Model Constraints to a Synthetic Data Generator ModelApril 2024May 2025Abandon1320YesNo
18634303Method for Designing Squeezed Branch Pile Based on Orthogonal Design and Finite Element AnalysisApril 2024June 2024Allow200NoNo
18632827Morphing of Watertight Spline Models Using Manufacturing Data, Inspection Data, and Product Manufacturing InformationApril 2024August 2024Allow500YesNo
18631372SYSTEM FOR ENABLING WORKSPACE SHARINGApril 2024February 2025Allow1010NoNo
18627021Presenting Search Results in a Dynamically Formatted Graphical User InterfaceApril 2024March 2025Allow1100YesNo
18625435ELECTRIC DRIVE UNIT SIMULATIONApril 2024June 2024Allow200YesNo
18623900COMPUTING NETWORK FOR IMPLEMENTING A CONTEXTUAL NAVIGATION AND ACTION USER EXPERIENCE FRAMEWORK AND FLATTENING DEEP INFORMATION HIERARCHIESApril 2024May 2024Allow200YesNo
18620918SYNTHETIC DOCUMENT GENERATION USING MACHINE LEARNING BASED LANGUAGE MODELMarch 2024July 2024Allow410NoNo
18618218METHOD AND SYSTEM FOR EVALUATING AND SIMULATING NUCLEAR POWER PLANT BASED ON MODELMarch 2024May 2024Allow100NoNo
18619127VOICE ASSISTANT-ENABLED CLIENT APPLICATION WITH USER VIEW CONTEXT AND MULTI-MODAL INPUT SUPPORTMarch 2024June 2025Allow1410NoNo
18617580LOW-CARBON POWER SYSTEM OSCILLATION SUPPRESSION METHOD BASED ON ENERGY STORAGE POWER STATIONMarch 2024July 2024Allow300NoNo
18694883HYDRAULIC FRACTURING SYSTEMMarch 2024September 2024Allow610YesNo
18613417Using a Web Proxy to Provide a Secure Remotely Controlled System, Device, and MethodMarch 2024March 2025Allow1220NoNo
18609698AUGMENTED REALITY BEAUTY PRODUCT TUTORIALSMarch 2024October 2024Allow700YesNo
18609173SYSTEM AND METHOD FOR DISPLAYING CUSTOMIZED GRAPHIC CONTENT ON A GRAPHICAL USER INTERFACE OF A MOBILE DEVICEMarch 2024March 2025Allow1210YesNo
18609894TRACKING APPROVALS FOR AN ELECTRONIC DOCUMENT MANAGED BY AN ELECTRONIC DOCUMENT PLATFORMMarch 2024April 2025Allow1310YesNo
18609221COOPERATIVE LEARNING NEURAL NETWORKS AND SYSTEMSMarch 2024May 2025Allow1420YesNo
18607340SYSTEMS AND METHODS FOR GENERATING SOCIAL ASSETS FROM ELECTRONIC PUBLICATIONSMarch 2024March 2025Allow1210NoNo
18606428DIFFERENTIATED REAL-TIME INJECTION-PRODUCTION OPTIMIZATION ADJUSTMENT METHOD OF INTELLIGENT INJECTION-PRODUCTION LINKAGE DEVICEMarch 2024September 2024Allow610YesNo
18605774GUIDANCE FOR SCANNER-BASED INTERACTION WITH INTRAORAL SCANNING SYSTEMMarch 2024March 2025Allow1210YesNo
18603876DATA PROCESSING SYSTEMS AND METHODS FOR AUTOMATICALLY BLOCKING THE USE OF TRACKING TOOLSMarch 2024December 2024Allow910YesNo
18604075GUIDED PERSONAL IDENTITY BASED ACTIONSMarch 2024April 2025Allow1320YesNo
18602404CONTENT INTERACTION SYSTEM AND METHOD WITH PRESENCE DETECTION AND EMOTIONAL STATE DETERMINATION TO RECOMMEND A PIECE OF INTERACTIVE CONTENTMarch 2024December 2024Allow920NoNo
18601758COST PER SCENT SYSTEM AND METHODMarch 2024August 2024Allow610NoNo
18601559MACHINE LEARNING ENCODING SYSTEM AND METHOD FOR CONTENT INTERACTION SYSTEM AND METHODMarch 2024September 2024Allow610NoNo
18600109SYSTEMS AND METHODS FOR CLASSIFYING ELECTRONIC DOCUMENTSMarch 2024November 2024Allow910YesNo
18600118ENHANCED INTEGRATION OF SPREADSHEETS WITH EXTERNAL ENVIRONMENTSMarch 2024May 2025Abandon1410YesNo
18599919COMPUTER-BASED SYSTEMS CONFIGURED FOR EFFICIENT ENTITY RESOLUTION FOR DATABASE MERGING AND RECONCILIATIONMarch 2024April 2025Allow1410NoNo
18689871INDOOR DESIGN SCHEME ACQUISITION METHOD AND APPARATUS, COMPUTER DEVICE AND STORAGE MEDIUMMarch 2024July 2024Allow400NoNo
18598822ANALYSIS AND RESTRUCTURING OF WEB PAGES OF A WEB SITEMarch 2024September 2024Allow700YesNo
18595253SYSTEMS AND METHODS FOR USING LINKED DOCUMENTSMarch 2024October 2024Allow700YesNo
18595214PORTABLE MULTIFUNCTION DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR AN EMAIL CLIENTMarch 2024June 2025Abandon1510NoNo
18595217PORTABLE MULTIFUNCTION DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR AN EMAIL CLIENTMarch 2024March 2025Allow1320YesNo
18594512METHOD FOR DISPLAYING PAGE ELEMENTS AND ELECTRONIC DEVICEMarch 2024September 2024Allow700YesNo
18595207PORTABLE MULTIFUNCTION DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR AN EMAIL CLIENTMarch 2024February 2025Allow1210YesNo
18593836METHOD AND APPARATUS FOR DISPLAYING ONLINE DOCUMENT, AND STORAGE MEDIUMMarch 2024August 2024Allow610NoNo
18590472SYSTEM AND METHOD FOR DOMAIN AWARE DOCUMENT CLASSIFICATION AND INFORMATION EXTRACTION FROM CONSUMER DOCUMENTSFebruary 2024November 2024Allow810NoNo
18590258METHOD FOR TRANSMITTING MESSAGE AND ELECTRONIC DEVICE THEREOFFebruary 2024March 2025Allow1300YesNo
18585524Timeline-Video Relationship Presentation for Alert EventsFebruary 2024November 2024Allow910NoNo
18586029DYNAMIC COMPUTIING TOUCHPOINT JOURNEY RECOMMENDATION PLATFORMFebruary 2024April 2025Allow1420YesNo
18584899LIVE LOCATION SHARINGFebruary 2024March 2025Allow1210NoNo
18444041USER INTERFACE AND SYSTEMS FOR DOCUMENT CREATIONFebruary 2024February 2025Allow1210NoNo
18443888AUTOMATED DETECTION OF A PHYSICAL BEHAVIOR EVENT AND CORRESPONDING ADJUSTMENT OF A MEDICATION DISPENSING SYSTEMFebruary 2024April 2025Allow1420YesNo
18442107COUPLING NUMERICAL SIMULATION METHOD FOR SITE SELECTION OF UNDERGROUND SALT CAVERN HYDROGEN STORAGEFebruary 2024August 2024Allow610NoNo
18440079TECHNIQUES FOR DISTRIBUTED INTERFACE COMPONENT GENERATIONFebruary 2024April 2025Allow1520YesNo
18436884SYSTEM AND METHOD FOR DYNAMIC PROFILE PHOTOSFebruary 2024April 2025Allow1410NoNo
18437104CONTENT-BASED TACTILE OUTPUTSFebruary 2024October 2024Allow900NoNo
18434051WIENER PROCESS-BASED METHOD AND DEVICE FOR PROCESSING ACCELERATED DEGRADATION TESTING DATAFebruary 2024May 2024Allow300YesNo

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
1153
Examiner Affirmed
796
(69.0%)
Examiner Reversed
357
(31.0%)
Reversal Percentile
32.5%
Lower than average

What This Means

With a 31.0% 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
2941
Allowed After Appeal Filing
858
(29.2%)
Not Allowed After Appeal Filing
2083
(70.8%)
Filing Benefit Percentile
22.8%
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, 29.2% 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 30,421 patent applications in our dataset, with an overall allowance rate of 65.8%. Applications typically reach final disposition in approximately 40 months.

Prosecution Patterns

Applications in Group 2140 receive an average of 2.59 office actions before reaching final disposition. The median prosecution time is 40 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.