USPTO Art Unit 2151 Prosecution Statistics

Art Unit Information

Art Unit: 2151
Group: 2150
Tech Center: 2100
Total Cases: 1,539
Last Active: November 2024

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18963469ITERATIVE ATTENTION-BASED NEURAL NETWORK TRAINING AND PROCESSINGNovember 2024April 2025Allow510NoNo
18963473ITERATIVE ATTENTION-BASED NEURAL NETWORK TRAINING AND PROCESSINGNovember 2024February 2025Allow200YesNo
18963462ITERATIVE ATTENTION-BASED NEURAL NETWORK TRAINING AND PROCESSINGNovember 2024April 2025Allow410NoNo
18963465ITERATIVE ATTENTION-BASED NEURAL NETWORK TRAINING AND PROCESSINGNovember 2024April 2025Allow510NoNo
18810460Iterative Attention-based Neural Network Training and ProcessingAugust 2024January 2025Allow510YesNo
18810464Iterative Attention-based Neural Network Training and ProcessingAugust 2024January 2025Allow510NoNo
18810465Iterative Attention-based Neural Network Training and ProcessingAugust 2024January 2025Allow510NoNo
18792157SYSTEMS AND METHODS OF LARGE LANGUAGE MODEL DRIVEN ORCHESTRATION OF TASK-SPECIFIC MACHINE LEARNING SOFTWARE AGENTSAugust 2024January 2025Allow610YesNo
18758221Generating And Presenting Search Filter RecommendationsJune 2024May 2025Allow1110YesNo
18732618SOFTWARE ORCHESTRATION FRAMEWORK FOR IMPLEMENTING APPLICATION PROGRAMMING INTERFACESJune 2024April 2025Allow1010NoNo
18673214METHOD AND SYSTEM FOR ALLOCATING ON-CHIP MEMORY OF NEURAL PROCESSING UNITMay 2024December 2024Allow700YesNo
18665141FLEXIBLE AND SCALABLE ARTIFICIAL INTELLIGENCE AND ANALYTICS PLATFORM WITH FLEXIBLE CONTENT STORAGE AND RETRIEVALMay 2024March 2025Allow1010NoNo
18663992COMPUTER-BASED SYSTEMS CONFIGURED TO DECOUPLE DELIVERY OF PRODUCT CONFIGURATION CHANGES ASSOCIATED WITH CONTINUOUS INTEGRATION/CONTINUOUS DELIVERY PROGRAMMING PIPELINES AND METHODS OF USE THEREOFMay 2024April 2025Allow1110NoNo
18652738MEDIA TRIGGERED VIRTUAL REPOSITORY WITH TEMPORAL DATA RECOGNITION AND MATCHING ENGINEMay 2024March 2025Allow1010YesNo
18614504INTEGRATING EXTENSIONS AND CUSTOMIZATIONS ON BLOCKCHAIN WALLETSMarch 2024December 2024Allow810YesNo
18599120PROGRAMMING METHOD OF AN ACTIVATION FUNCTION AND AN ACTIVATION FUNCTION PROGRAMMING UNITMarch 2024October 2024Allow720YesNo
18582831SURFACING AUGMENTED REALITY OBJECTSFebruary 2024January 2025Allow1010YesNo
18435607Method for Displaying Different Application Shortcuts on Different ScreensFebruary 2024December 2024Allow1010YesNo
18430529DEPENDENCY MANAGEMENT IN SOFTWARE DEVELOPMENTFebruary 2024February 2025Allow1210YesNo
18399960DIGITAL PROCESSING SYSTEMS AND METHODS FOR FACILITATING THE DEVELOPMENT AND IMPLEMENTATION OF APPLICATIONS IN CONJUNCTION WITH A SERVERLESS ENVIRONMENTDecember 2023August 2024Allow810YesNo
18543633METHODS AND SYSTEMS FOR MANAGING PROJECTSDecember 2023December 2024Allow1210NoNo
18534197TASK ORCHESTRATION SYSTEM IN A TRUSTLESS COMPUTING ENVIRONMENTDecember 2023August 2024Allow910YesNo
18512444METHOD AND APPARATUS FOR SNAPSHOT MANAGEMENTNovember 2023November 2024Allow1210YesNo
18388527METHODS AND SYSTEMS OF CONTROLLING DEPLOYMENT OF SOFTWARE BASED UPON AN APPLICATION RELIABILITY ANALYSISNovember 2023October 2024Allow1130NoNo
18499638GAME PROGRAM, COMPUTER CONTROL METHOD, AND INFORMATION PROCESSING APPARATUSNovember 2023March 2025Abandon1710NoNo
18488485ORCHESTRATOR REPORTING OF PROBABILITY OF DOWNTIME FROM MACHINE LEARNING PROCESSOctober 2023January 2025Allow1520NoNo
18380411Rest API Scanning for Security TestingOctober 2023November 2024Allow1310NoNo
18486032TEMPORAL REASONINGOctober 2023April 2025Allow1820YesNo
18484735DYNAMICALLY REORDERING PLUGIN EXECUTION ORDER AT AN API GATEWAY OF A MICROSERVICES APPLICATIONOctober 2023August 2024Allow1010NoNo
18478283Snapshot Difference Namespace of a File SystemSeptember 2023April 2025Allow1820YesNo
18475447SAMPLE-DIFFERENCE-BASED METHOD AND SYSTEM FOR INTERPRETING DEEP-LEARNING MODEL FOR CODE CLASSIFICATIONSeptember 2023May 2025Allow2000NoNo
18369827SYSTEMS AND METHODS FOR COORDINATING THE DEPLOYMENT OF COMPONENTS TO DEFINED USER GROUPSSeptember 2023February 2025Allow1720YesNo
18369471VALIDATING POLICIES AND DATA IN API AUTHORIZATION SYSTEMSeptember 2023January 2025Allow1610NoNo
18463638OPPORTUNISTIC SOFTWARE UPDATES DURING SELECT OPERATIONAL MODESSeptember 2023February 2025Allow1720NoNo
18243916STORAGE SYSTEM AND DATA BACKUP PROCESSING METHOD IN STORAGE SYSTEMSeptember 2023November 2024Allow1410YesNo
18243609SHARING EVENTS AND OTHER METRICS IN NATIVE APPLICATIONSSeptember 2023September 2024Allow1310NoNo
18242723STYLIZING INPUT IMAGESSeptember 2023February 2025Allow1820YesNo
18241040User-Configurable Autotagging PoliciesAugust 2023June 2025Allow2230YesNo
18457678PROVIDING METRIC DATA FOR PATTERNS USABLE IN A MODELING ENVIRONMENTAugust 2023December 2024Allow1510YesNo
18238869DERIVING COMPONENT STATISTICS FOR A STREAM ENABLED APPLICATIONAugust 2023November 2024Allow1510NoNo
18454715SYSTEMS AND METHODS FOR MEDIA CONTENT COMMUNICATIONAugust 2023October 2024Allow1410YesNo
18234406METHOD AND SYSTEM FOR CONFIGURING PARAMETER FOR GRAPHIC PROGRAMAugust 2023April 2025Allow2010NoNo
18448058SYSTEM AND TECHNIQUES FOR ENRICHING LOG RECORDS WITH FIELDS FROM OTHER LOG RECORDS IN STRUCTURED FORMATAugust 2023March 2025Allow1920YesNo
18347088SYSTEMS AND METHODS FOR TIME SERIES ANALYSIS USING ATTENTION MODELSJuly 2023March 2025Allow2010YesNo
18217943TRIGGER EXECUTION FOR TRIGGERS HAVING MULTIPLE INSERT OPERATIONSJuly 2023October 2024Allow1610YesNo
18345445ACCELERATING NEURAL NETWORKS WITH ONE SHOT SKIP LAYER PRUNINGJune 2023June 2025Allow2320NoNo
18214716OPTIMIZING BEHAVIOR AND DEPLOYMENT OF LARGE LANGUAGE MODELSJune 2023June 2025Allow2310YesNo
18342582DISTRIBUTED LEDGER BASED MACHINE-LEARNING MODEL MANAGEMENTJune 2023November 2024Allow1720YesNo
18341315ADVERTISER CAMPAIGN SCRIPTINGJune 2023September 2024Allow1510NoNo
18335035ROLE EXTENSIONS FOR PROGRAMMING LANGUAGESJune 2023April 2025Allow2310NoNo
18203874Multi-Cluster Database DeploymentMay 2023April 2025Allow2330YesNo
18326227Smart Search UIMay 2023December 2024Allow1820YesNo
18321771FORENSIC CRIMINAL INVESTIGATION STORYBOARDMay 2023June 2025Allow2500NoNo
18321489FRAMEWORK FOR UPGRADING FIRMWARE OF DISK ARRAY ENCLOSURES (DAES)May 2023March 2025Allow2210NoNo
18315163SYSTEMS AND METHODS FOR PARKING SPACE SELECTION AND NAVIGATION BASED ON WEIGHTED PARAMETER COMPARISONMay 2023March 2025Allow2220YesNo
18143331MEDIA CONTENT ITEM GENERATION FOR A CONTENT SHARING PLATFORMMay 2023November 2024Allow1930YesNo
18140756DEVICE NAVIGATIONAL MAPS FOR CONNECTED DEVICESApril 2023August 2024Allow1610YesNo
18305367DATA PROCESSING SYSTEM AND METHOD OF AUTOMATICALLY INITIATING PROCESSApril 2023October 2024Allow1820YesNo
18304545SYSTEMS AND METHODS FOR SECURE DATABASE SCHEMA MIGRATIONApril 2023March 2025Allow2330NoNo
18137398NEURAL ARCHITECTURE SEARCH FOR CONVOLUTIONAL NEURAL NETWORKSApril 2023April 2025Allow2320NoNo
18304294AUTOMATIC ACTIONS BASED ON CONTEXTUAL REPLIESApril 2023February 2025Allow2220YesNo
18299988TESTING FOR TASKS ASSOCIATED WITH A CLOUD COMPUTING SERVERLESS FUNCTIONApril 2023June 2025Allow2610NoNo
18299737ELECTRONIC CONTROL APPARATUS, REPROGRAM EXECUTION METHOD, AND NON-TRANSITORY COMPUTER READABLE STORAGE MEDIUMApril 2023February 2025Allow2210YesNo
18132322DEVELOPMENT PLATFORM FOR IMAGE PROCESSING PIPELINES THAT USE MACHINE LEARNING WITH USER INTERFACEApril 2023April 2025Allow2510NoNo
18126218UTILIZING MULTIPLE ANALYSES TO MIGRATE AN APPLICATION TO A CLOUD COMPUTING ENVIRONMENTMarch 2023November 2024Allow2000NoNo
18188786INFORMATION PROCESSING APPARATUS AND FIRMWARE UPDATE METHODMarch 2023April 2025Allow2410NoNo
18124907DATA REPOSITORY MANAGEMENT PLATFORMMarch 2023February 2025Allow2320YesNo
18178382SYSTEM FOR SUPERIMPOSED COMMUNICATION BY OBJECT ORIENTED RESOURCE MANIPULATION ON A DATA NETWORKMarch 2023March 2025Allow2500YesNo
18178453NOTIFICATION OPTIMIZATION SYSTEM AND SYSTEM MANAGEMENT SERVERMarch 2023January 2025Abandon2330YesNo
18174913Adaptive User Interface for Marine Electronic Device UsabilityFebruary 2023May 2025Abandon2640YesNo
18113659PROVIDING ACCESS TO METADATA MODIFICATIONS TO FACILITATE SOFTWARE BUILD REPRODUCTIONFebruary 2023March 2025Allow2510NoNo
18112304GROUP RECOMMENDATION FOR USER-GENERATED CONTENTFebruary 2023September 2024Allow1920YesNo
18101612Iterative Attention-based Neural Network Training and ProcessingJanuary 2023July 2024Allow1800YesNo
18159707Selective Invocation of RPA Workflows Via API CallsJanuary 2023June 2025Allow2900NoNo
18099382PACKAGE GENERATION FOR CONFIGURING A WORKING ENVIRONMENT ON A SERVER INSTANCEJanuary 2023May 2025Allow2810NoNo
18155714EFFICIENT FIRMWARE DOWNLOAD OPERATION IN STORAGE DEVICESJanuary 2023March 2025Allow2610YesNo
18090179APPARATUSES, COMPUTER-IMPLEMENTED METHODS, AND COMPUTER PROGRAM PRODUCTS FOR IMPROVED SELECTION AND PROVISION OF OPERATIONAL SUPPORT DATA OBJECTSDecember 2022January 2025Allow2530YesNo
18147471METHODS FOR PREDICTING LIKELIHOOD OF SUCCESSFUL EXPERIMENTAL SYNTHESIS OF COMPUTER-GENERATED MATERIALS BY COMBINING NETWORK ANALYSIS AND MACHINE LEARNINGDecember 2022October 2024Allow2110YesNo
18012701RESOURCE SCHEDULING BASED ON OPTIMAL PATH OF A RESOURCE LABEL FORESTDecember 2022June 2025Allow2900YesNo
18145621AUTOMATED CATEGORIZATION OF GROUPS IN A SOCIAL NETWORKDecember 2022July 2024Allow1920YesNo
18084962EXECUTING A CONTINUOUS INTEGRATION PIPELINE BASED ON A TYPE OF CHANGE TO SOURCE CODEDecember 2022April 2025Allow2820YesNo
18067956HAND-MOVEMENT BASED INTERACTION WITH AUGMENTED REALITY OBJECTSDecember 2022April 2025Allow2830YesNo
18081852SYSTEMS AND METHODS FOR CAPTURING TEST EXECUTION AND COMMUNICATIONDecember 2022April 2025Allow2810NoNo
18065803THEME DETECTION WITHIN A CORPUS OF INFORMATIONDecember 2022June 2025Allow3020YesNo
18077298MECHANISM FOR INCREASING DATA PROTECTION IN STORAGE FAILURE SCENARIOSDecember 2022August 2024Allow2110NoNo
18075526Fault Tolerant Disaggregated MemoryDecember 2022August 2024Allow2000NoNo
18062408APPARATUS, METHOD AND STORAGE MEDIUM FOR DATABASE QUERYDecember 2022April 2025Allow2830YesNo
18074661MENU FOR SELECTING A CAMERA SHOOTING MODE AMONG CAMERA SHOOTING MODESDecember 2022June 2025Abandon3060NoNo
18074440ANNOTATION OVERRIDE DETERMINATION FOR A NEURAL NETWORKDecember 2022April 2024Allow1710YesNo
18073435USER INTERFACE FOR ON-DECK CAPABILITIESDecember 2022December 2024Allow2520NoNo
17992435PAGE SWITCHING METHOD AND APPARATUS AND ELECTRONIC DEVICENovember 2022January 2025Abandon3720NoNo
17986867PERSISTENT DISPLAY OF PRIORITIZED PARTICIPANTS WITH SHARED CONTENT OF COMMUNICATION SESSIONSNovember 2022June 2025Allow3110YesNo
17972429DATA PROCESSING METHOD AND APPARATUS FOR VIRTUAL SCENE, ELECTRONIC DEVICE, AND STORAGE MEDIUMOctober 2022April 2025Allow2930YesNo
18048034Audio NotificationsOctober 2022March 2025Allow2950YesNo
18046050MANAGING COMPUTING WORKLOADS WITHIN A COMPUTING ENVIRONMENTOctober 2022April 2025Allow3000YesNo
17962424TASK EXECUTION OPTIMIZATION TO REDUCE COMPUTING OR ENERGY RESOURCE USEOctober 2022March 2025Allow2900NoNo
17937241JOB ACCELERATION FOR WORKLOAD MANAGEMENTSeptember 2022June 2025Allow3300YesNo
17953979CONFIGURING BROADCAST MEDIA QUALITY WITHIN A VIRTUAL CONFERENCING SYSTEMSeptember 2022August 2024Allow2340NoNo
17950461METHOD FOR FEEDBACK OF PROGRAMSeptember 2022January 2025Allow2710NoNo
17948513AUTOMATED SOFTWARE TESTINGSeptember 2022October 2024Allow2510YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2151.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
26
Examiner Affirmed
19
(73.1%)
Examiner Reversed
7
(26.9%)
Reversal Percentile
21.0%
Lower than average

What This Means

With a 26.9% 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
142
Allowed After Appeal Filing
41
(28.9%)
Not Allowed After Appeal Filing
101
(71.1%)
Filing Benefit Percentile
28.0%
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, 28.9% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.

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.

Art Unit 2151 - Prosecution Statistics Summary

Executive Summary

Art Unit 2151 is part of Group 2150 in Technology Center 2100. This art unit has examined 1,539 patent applications in our dataset, with an overall allowance rate of 66.1%. Applications typically reach final disposition in approximately 49 months.

Comparative Analysis

Art Unit 2151's allowance rate of 66.1% places it in the 22% 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 2151 receive an average of 2.03 office actions before reaching final disposition (in the 67% percentile). The median prosecution time is 49 months (in the 1% 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 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.