USPTO Art Unit 2147 Prosecution Statistics

Art Unit Information

Art Unit: 2147
Group: 2140
Tech Center: 2100
Total Cases: 1,317
Last Active: May 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19216504Artificially Intelligent Systems, Methods and Media for Canonicalizing Computer System Logs Into Natural Language Processed Representations for the Purpose of Data AnalysisMay 2025November 2025Allow610YesNo
19093219AUXILIARY DECISION-MAKING METHOD FOR URBAN SUBWAY WATERLOGGING RISK DISPOSAL BASED ON BAYESIAN NETWORKMarch 2025October 2025Allow610NoNo
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
19021755METHOD FOR PROCESSING COMPLEX DATAJanuary 2025March 2025Allow200NoNo
18987388Graphical User Interface for Syntax and Policy Compliance ReviewDecember 2024June 2025Allow510NoNo
18799810ARCHITECTURES, SYSTEMS AND METHODS FOR PROGRAM DEFINED TRANSACTION SYSTEM AND DECENTRALIZED CRYPTOCURRENCY SYSTEMAugust 2024October 2024Allow200YesNo
18793742RESOURCE CONSERVATION IN ARTIFICIAL INTELLIGENCE PIPELINE EXECUTIONAugust 2024November 2025Abandon1620YesNo
18734414SYSTEM AND METHOD FOR IMPROVED GENETIC MODIFICATIONS TO SUPPORT BENEFICIAL ADAPTATION TO UNANTICIPATED CONDITIONS AND UNINTENDED CONSEQUENCES BY UTILIZING RANDOMIZATIONJune 2024February 2026Abandon2120YesNo
18680337Systems and Methods for Guided Natural Language Text GenerationMay 2024December 2024Allow700YesNo
18662734GRAPHICAL USER INTERFACES AND SYSTEMS FOR PRESENTING CONTENT SUMMARIESMay 2024June 2025Allow1310YesNo
18706243PROPERTY MODELING USING ATTENTIVE NEURAL PROCESSESApril 2024September 2025Allow1630YesNo
18648075METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR CONTENT PRESENTATIONApril 2024December 2024Allow800YesNo
18644802PORTABLE ELECTRONIC DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR DISPLAYING A VERTICAL BAR WITH SCROLLABLE CONTENTApril 2024September 2025Allow1710NoNo
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
18632847DESIGN TOOL FOR OBJECT PLACEMENT WITHIN A DEFINED ENVIRONMENTApril 2024October 2025Abandon1820NoNo
18627021Presenting Search Results in a Dynamically Formatted Graphical User InterfaceApril 2024March 2025Allow1100YesNo
18614349REAL-TIME COMMUNICATION INTERFACE WITH HAPTIC AND AUDIO FEEDBACK RESPONSEMarch 2024July 2025Allow1610YesNo
18602266PHOTOGRAPHY SESSION ASSISTANTMarch 2024November 2025Abandon2020YesNo
18590258METHOD FOR TRANSMITTING MESSAGE AND ELECTRONIC DEVICE THEREOFFebruary 2024March 2025Allow1300YesNo
18442254Stochastic Gradient Boosting For Deep Neural NetworksFebruary 2024February 2026Allow2410NoNo
18437104CONTENT-BASED TACTILE OUTPUTSFebruary 2024October 2024Allow900NoNo
18423234MEDIA CAPTURE LOCK AFFORDANCE FOR GRAPHICAL USER INTERFACEJanuary 2024August 2025Allow1820YesNo
18415746DISPLAY SYSTEMS AND METHODS FOR A RECREATIONAL VEHICLEJanuary 2024January 2026Allow2420YesNo
18414899SYSTEMS AND METHODS FOR GENERATING PERSONALIZED CONTENTJanuary 2024October 2024Allow900YesNo
18411709METHODS AND APPARATUSES FOR RESOURCE-OPTIMIZED FERMIONIC LOCAL SIMULATION ON QUANTUM COMPUTER FOR QUANTUM CHEMISTRYJanuary 2024October 2025Allow2220YesNo
18410621LANGUAGE MODEL FOR ABSTRACTIVE SUMMARIZATIONJanuary 2024August 2025Allow1910YesNo
18408263SYSTEMS AND METHODS FOR CONVERSION OF DOCUMENTS TO REUSABLE CONTENT TYPESJanuary 2024October 2024Allow900YesNo
18390846System and Method for Electronic Document Interaction with External ResourcesDecember 2023October 2024Allow900YesNo
18544159CREATION OF COMPONENT TEMPLATES BASED ON SEMANTICALLY SIMILAR CONTENTDecember 2023August 2024Allow800YesNo
18543804ITERATED TRAINING OF MACHINE MODELS WITH DEDUPLICATIONDecember 2023October 2024Allow1000YesNo
18531214VIDEO DISPLAY METHOD AND APPARATUS, AND COMPUTER DEVICE AND STORAGE MEDIUMDecember 2023May 2025Allow1830YesNo
18530086CODE LIST BUILDERDecember 2023March 2025Allow1510YesNo
18521539Robust Radar-Based Gesture-Recognition by User EquipmentNovember 2023November 2025Abandon2430YesNo
18520959CONTROL DEVICE AND RECORDING MEDIUMNovember 2023February 2025Allow1510YesNo
18518136SYSTEM AND METHOD FOR PREDICTING THE PRESENCE OF AN ENTITY AT CERTAIN LOCATIONSNovember 2023February 2025Abandon1520YesNo
18508048VIRTUAL WORKSPACE VIEWPORT FOLLOWING IN COLLABORATION SYSTEMSNovember 2023March 2025Allow1600YesNo
18502975ENABLING AN OPERATOR TO RESOLVE AN ISSUE ASSOCIATED WITH A 5G WIRELESS TELECOMMUNICATION NETWORK USING AR GLASSESNovember 2023July 2025Allow2020YesNo
18497931CONTINUOUS CONTROL WITH DEEP REINFORCEMENT LEARNINGOctober 2023September 2025Allow2210YesNo
18494031METHODS AND APPARATUS TO ENABLE A TRADING DEVICE TO ACCEPT A USER INPUTOctober 2023November 2024Allow1310NoNo
18485869JUST-IN-TIME SNAP LAYOUTSOctober 2023December 2024Allow1510NoNo
18478907COMPUTER-IMPLEMENTED PRESENTATION OF SYNONYMS BASED ON SYNTACTIC DEPENDENCYSeptember 2023October 2024Allow1210NoNo
18478557SYSTEMS AND METHODS FOR MONITORING COMPLIANCE OF ARTIFICIAL INTELLIGENCE MODELS USING AN OBSERVER MODELSeptember 2023April 2025Abandon1920YesYes
18472213DATA PROCESSING METHOD, DATA PROCESSING APPARATUS, AND RECORDING MEDIUM WITH DATA PROCESSING PROGRAM RECORDED THEREONSeptember 2023January 2025Allow1610NoNo
18370833HEALTH APPLICATION USER INTERFACESSeptember 2023March 2025Allow1810YesNo
18370717MACHINE LEARNING BASED INSTANTIATION OF DOCUMENTS BASED ON TEMPLATES IN A DOCUMENT MANAGEMENT SYSTEMSeptember 2023September 2025Allow2410NoNo
18464006SECURE MESSAGING SYSTEM WITH CONSTRAINED USER ACTIONS, INCLUDING OVERRIDE, FOR ENSURED COMPLIANT TRANSMISSION OF SENSITIVE INFORMATIONSeptember 2023November 2024Allow1410YesNo
18462745MIXING PARTICIPANT AUDIO FROM MULTIPLE ROOMS WITHIN A VIRTUAL CONFERENCING SYSTEMSeptember 2023March 2025Allow1820NoNo
18459320TRAINING ENSEMBLE MODELS TO IMPROVE PERFORMANCE IN THE PRESENCE OF UNRELIABLE BASE CLASSIFIERSAugust 2023March 2025Abandon1810YesNo
18239868TECHNIQUES FOR VIEW CAPTURE AND STORAGE FOR MOBILE APPLICATIONSAugust 2023July 2024Allow1100YesNo
18456370SYSTEMS AND METHODS FOR CONTENT CREATION BASED ON AUDIENCE PREFERENCE AND CONTEXTUAL FACTORSAugust 2023January 2025Allow1710NoNo
18236992CONSTRUCTION METHOD OF BENCHMARK STATE SPACE MODEL FOR OFFSHORE WIND TURBINEAugust 2023August 2024Abandon1220NoNo
18236443Screenshot Capture based on Content TypeAugust 2023May 2025Allow2030YesNo
18449467SYSTEMS AND METHODS FOR GENERATING AND PROCESSING ELECTRONIC FORMSAugust 2023September 2025Allow2530YesNo
18276706ARTIFICIAL INTELLIGENCE-BASED METHOD AND APPLICATION FOR MANUFACTURING 3D PROSTHESIS FOR TOOTH RESTORATIONAugust 2023June 2024Abandon1010NoNo
18232146DEVICE-BASED IMAGE MODIFICATION OF DEPICTED OBJECTSAugust 2023January 2026Allow3040YesNo
18229032QUERY CONSTRUCTION FROM CONVERSATIONAL INPUTSAugust 2023December 2024Allow1710YesNo
18227864SYSTEM FOR GENERATING A GRAPHICAL USER INTERFACE ON A MOBILE DEVICE FOR AN ISSUE TRACKING SYSTEM EVENT FEEDJuly 2023August 2025Allow2430YesNo
18360710AMBIGUATED CONTROL FUNCTIONS FOR COVERT COMMUNICATIONSJuly 2023February 2025Abandon1910NoNo
18358862Apparel Design Tool with 3D PreviewJuly 2023August 2024Abandon1310NoNo
18354507YOUNG'S MODULUS AND POISSON'S RATIO DETERMINATION IN OBJECTS OF ARBITRARY GEOMETRY SYSTEMS AND METHODSJuly 2023October 2024Abandon1420YesNo
18350120MODELING METHOD FOR RAIL VEHICLE COLLISION FINITE ELEMENT DUMMY AND SIMULATION SYSTEMJuly 2023September 2024Abandon1420NoNo
18345998DEVICE AND METHOD FOR PROVIDING BENCHMARK RESULT OF ARTIFICIAL INTELLIGENCE BASED MODELJune 2023May 2025Abandon2340YesNo
18342739METHOD AND APPARATUS FOR MODIFYING PARAMETERS OF KINEMATIC PAIRS AND PRODUCTION LINE SYSTEMJune 2023October 2024Abandon1520YesNo
18215804Computer-implemented Methods and Systems for Modeling TeethJune 2023May 2024Allow1110YesNo
18214640Graphical User Interface for Power and Uncertainty Interval ConstructionsJune 2023September 2023Allow300NoNo
18214007GROUND TRAFFIC AIRCRAFT MANAGEMENTJune 2023February 2025Allow2030YesNo
18338336TOPOLOGY AND MATERIAL COLLABORATIVE ROBUST OPTIMIZATION DESIGN METHOD FOR COMPOSITE MATERIAL SUPPORT STRUCTUREJune 2023October 2024Abandon1620YesNo
18336417Augmented Natural Language Generation PlatformJune 2023May 2024Allow1100YesNo
18334862SYSTEM AND METHOD FOR DOCUMENT TRANSLATION IN A FORMAT AGNOSTIC DOCUMENT VIEWERJune 2023August 2024Allow1410NoNo
18256030SYSTEM AND METHOD FOR REAL-TIME SOUND SIMULATIONJune 2023July 2024Allow1420NoYes
18203481QUANTUM REINFORCEMENT LEARNING FOR TARGET QUANTUM SYSTEM CONTROLMay 2023December 2024Abandon1830YesNo
18202770COLLABORATION SYSTEM INCLUDING A SPATIAL EVENT MAPMay 2023September 2024Allow1610YesNo
18201578Hardware-in-loop simulation experiment platform of multiple input and multiple output loop control for MSWI processMay 2023April 2024Allow1010YesNo
18323297APPARATUS, SYSTEMS AND METHODS FOR PRESENTING CONTENT REVIEWS IN A VIRTUAL WORLDMay 2023June 2024Allow1300YesNo
18320836USER INTERFACES FOR TIME PERIOD-BASED CURATED PLAYLISTSMay 2023September 2025Allow2830YesNo
18198717DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR NAVIGATING THROUGH A USER INTERFACE USING A DYNAMIC OBJECT SELECTION INDICATORMay 2023November 2024Allow1830YesNo
18313987DRILL DOWN OF STATISTICS CHART ROWMay 2023October 2024Allow1710YesNo
18313529UTILIZING A TRANSFORMER-BASED GENERATIVE LANGUAGE MODEL TO GENERATE DIGITAL DESIGN DOCUMENT VARIATIONSMay 2023December 2024Allow1910YesNo
18307550TRANSFER LEARNING USING TREESApril 2023November 2025Abandon3150YesNo
18138177GRAPHICAL USER INTERFACE FOR ORDER ENTRY WITH HOVERING FUNCTIONALITYApril 2023December 2025Allow3260NoNo
18137509METHODS AND SYSTEMS FOR GENERATING HOLOGRAPHIC ANIMATIONSApril 2023September 2024Allow1720NoNo
18134787USING ARTIFICIAL INTELLIGENCE TO DESIGN A PRODUCTApril 2023March 2025Abandon2330YesNo
18299519Posterior-Stabilized Knee Implant Components and InstrumentsApril 2023May 2024Abandon1410NoNo
18128106MODEL-BASED ELEMENT CONFIGURATION IN A USER INTERFACEMarch 2023November 2025Allow3210YesNo
18123769Activities Data Modeling In Human Internet-Of-Things PlatformsMarch 2023March 2024Allow1110NoNo
18122107PROMPTING METHOD AND MOBILE TERMINALMarch 2023October 2024Allow1930NoNo
18182667Generating a Customized Social-Driven PlaylistMarch 2023May 2025Allow2630YesNo
18024780A PERIDYNAMICS-BASED FINITE ELEMENT METHOD (PERIFEM) FOR THE ANALYSIS OF STRUCTURAL DAMAGE AND ITS IMPLEMENTATION IN COMMERCIAL SOFTWAREMarch 2023May 2024Abandon1420YesNo
18178901DESIGN METHOD OF SOIL COVER LAYER OF SOLID WASTE LANDFILL CONSIDERING EFFECT OF PLANT ROOTMarch 2023January 2024Allow1020NoNo
18175097MUSIC RECOMMENDATION METHOD AND APPARATUSFebruary 2023February 2026Allow3510YesNo
18110918System and Method for Table-to-Text Conversion and ParaphrasingFebruary 2023December 2024Abandon2201NoNo
18168558INDIVIDUALIZED ORTHODONTIC TREATMENT INDEXFebruary 2023June 2024Allow1610NoNo
18164472METHODS AND SYSTEMS FOR REIDENTIFICATION IN A USER INTERFACEFebruary 2023March 2026Allow3730YesNo
18161485Transforming Content Across Visual Mediums Using Artificial Intelligence and User Generated MediaJanuary 2023November 2025Allow3400NoNo
18102662SYNTHETIC DATA CREATION USING COUNTERFACTUALSJanuary 2023January 2025Abandon2440YesNo
18159922GEOLOGICALLY CONSTRAINED INFRARED IMAGING DETECTION METHOD AND SYSTEM FOR URBAN DEEPLY-BURIED STRIP-LIKE PASSAGEJanuary 2023June 2024Allow1720NoNo
18101793CONTENT MANAGEMENT TOOLSJanuary 2023September 2025Abandon3210YesNo
18158026FAMILY VENTILATOR DASHBOARD FOR MEDICAL VENTILATORJanuary 2023March 2025Abandon2510NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2147.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
73
Examiner Affirmed
47
(64.4%)
Examiner Reversed
26
(35.6%)
Reversal Percentile
65.5%
Higher than average

What This Means

With a 35.6% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
150
Allowed After Appeal Filing
41
(27.3%)
Not Allowed After Appeal Filing
109
(72.7%)
Filing Benefit Percentile
23.5%
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, 27.3% 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 show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

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

Art Unit 2147 - Prosecution Statistics Summary

Executive Summary

Art Unit 2147 is part of Group 2140 in Technology Center 2100. This art unit has examined 1,317 patent applications in our dataset, with an overall allowance rate of 61.6%. Applications typically reach final disposition in approximately 44 months.

Comparative Analysis

Art Unit 2147's allowance rate of 61.6% places it in the 17% percentile among all USPTO art units. This art unit has a significantly lower allowance rate than most art units at the USPTO.

Prosecution Patterns

Applications in Art Unit 2147 receive an average of 2.75 office actions before reaching final disposition (in the 92% percentile). The median prosecution time is 44 months (in the 6% percentile).

Strategic Considerations

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

  • The art unit's allowance rate suggests a more challenging examination environment compared to the USPTO average.
  • With more office actions than average, plan for multiple rounds of 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.