USPTO Art Unit 2124 Prosecution Statistics

Art Unit Information

Art Unit: 2124
Group: 2120
Tech Center: 2100
Total Cases: 3,177
Last Active: October 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19376307Curation And Provision Of Digital ContentOctober 2025March 2026Allow400NoNo
19320807ARCHITECTURAL AUGMENTATION OF NEURAL NETWORKS USING EVALUATED SPECIALTY NODE UNITSSeptember 2025January 2026Allow510NoNo
19313736SELF-SUPERVISED RETRIEVER OPTIMIZATION VIA ATTENTION-DERIVED FEEDBACK IN RETRIEVAL AUGMENTED GENERATION SYSTEMSAugust 2025October 2025Allow200NoNo
19275890EVENT PREDICTION METHOD BASED ON SATELLITE ORBIT THREAT DOMAIN KNOWLEDGE GRAPHJuly 2025February 2026Allow610NoNo
19249415SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONJune 2025September 2025Allow200YesNo
19223082METHOD FOR EVALUATING DRIVING RISK LEVEL IN TUNNEL BASED ON VEHICLE BUS DATA AND SYSTEM THEREFORMay 2025December 2025Allow710NoNo
19194270METHOD FOR PREDICTING DISTRIBUTED REGIONAL GENERATED POWER BASED ON STACKED INTEGRATED MODELApril 2025August 2025Allow410NoNo
19193326REGENERATIVE MODEL-CONTINUOUS EVOLUTION SYSTEMApril 2025July 2025Allow200NoNo
19098299ACCELERATED TRAINING OF A NEURAL NETWORK VIA REGULARIZATIONApril 2025June 2025Allow210NoNo
19097424PRODUCT QUALITY DETECTION METHOD IN COMPLEX INDUSTRIAL PROCESS FUSING PRIOR KNOWLEDGEApril 2025November 2025Allow720YesNo
19080814ONTOLOGY-DRIVEN METHOD AND SYSTEM FOR CONSTRUCTING FISH KNOWLEDGE GRAPH IN TARGET REGIONMarch 2025September 2025Allow610NoNo
19079354INTERACTIVE DIGITAL LEGACY SYSTEM AND METHODMarch 2025November 2025Abandon810NoNo
19074465AUTONOMOUS DRIVING TEST METHOD BASED ON MULTI-AGENT SWARM ADVERSARIAL, DEVICE AND MEDIUMMarch 2025May 2025Allow200NoNo
19074955USING MACHINE LEARNING AND FREE TEXT DATA TO DETECT AND REPORT EVENTS ASSOCIATED WITH USE OF SOFTWARE APPLICATIONSMarch 2025January 2026Allow1120YesNo
19069877SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONMarch 2025June 2025Allow300YesNo
19061636Agentic AI, Contextual AI, and Generative AI Systems and Methods for Medical and Genetic Analytics, Diagnostics, and Treatment RecommendationsFebruary 2025June 2025Allow400YesNo
19042498Curation And Provision Of Digital ContentJanuary 2025September 2025Allow720NoNo
19099408SYSTEM AND METHOD FOR MACHINE LEARNING USING MULTIPLE MODELSJanuary 2025November 2025Allow1010YesNo
19035231METHOD FOR CONVERTING NEURAL NETWORKJanuary 2025November 2025Allow1020YesNo
19023430UNMANNED AERIAL VEHICLE IDENTIFICATION METHOD BASED ON BLIND SOURCE SEPARATION AND DEEP LEARNINGJanuary 2025April 2025Allow300NoNo
19018794Smart Device SystemJanuary 2025November 2025Abandon1010NoNo
19003490DIFFUSION MODEL FOR GENERATIVE PROTEIN DESIGNDecember 2024August 2025Allow720NoNo
19000713SYSTEMS AND METHODS FOR PARALLEL EXPLORATION OF A HYPERPARAMETER SEARCH SPACEDecember 2024February 2025Allow200NoNo
18990590IDEOGRAPHIC CONTRASTIVE AUTOENCODER FOR LARGE LANGUAGE MODEL FINE-TUNINGDecember 2024November 2025Allow1120YesNo
18973037APPARATUS AND METHOD FOR VALIDATING LABELED DATA GENERATED BY A PREDICTION GENERATORDecember 2024June 2025Allow710YesNo
18961535TRAFFIC ANOMALY DETECTION METHOD AND SYSTEM BASED ON IMPROVED BERT INTEGRATING CONTRASTIVE LEARNINGNovember 2024March 2025Allow310NoNo
18954244DYNAMIC AUTOMATED CONTENT COMPLIANCE VERIFICATIONNovember 2024June 2025Allow710YesNo
18947318CREATING DIVERSE NEURAL NETWORKS WITH NODE TYINGNovember 2024December 2024Allow100YesNo
18938118METHODS AND SYSTEMS FOR CONCRETE MATERIALS AND CONCRETE MIXTURE CHARACTERIZATIONNovember 2024October 2025Allow1220YesNo
18932531SYSTEM AND METHOD FOR CONSTRUCTING A LAYERED ARTIFICIAL INTELLIGENCE MODELOctober 2024March 2025Allow410NoNo
18926980APPARATUS AND METHOD OF MULTI-CHANNEL DATA ENCODINGOctober 2024October 2025Allow1130YesNo
18911916SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONOctober 2024February 2025Allow510NoNo
18909558Magnitude Invariant Multimodal Agent for Efficient Image-Text Interface AutomationOctober 2024December 2025Allow1420YesNo
18900506RELATIVE MARGIN FOR CONTRASTIVE LEARNINGSeptember 2024December 2024Allow300YesNo
18852145GENERATION AND DISCRIMINATION TRAINING AS A VARIABLE RESOLUTION GAMESeptember 2024May 2025Allow820NoNo
18898509COPILOT IMPLEMENTATION: TRAINING AN EXPANSION MACHINE LEARNING TOOLSeptember 2024March 2026Abandon1820YesYes
18898508Managing Artificial Intelligence Inference Requests That Are Directed to An AI Model External To A Distributed Cloud Computing NetworkSeptember 2024March 2025Allow610NoNo
18894703Systems and Methods for Using an Artificial Intelligence Decision Engine to Extend the Lifespan of BatteriesSeptember 2024March 2025Allow610YesNo
18812897ENTROPY-BASED PREEMPTIVE FALSE POSITIVE MITIGATIONAugust 2024April 2025Allow810YesNo
18806230USING MACHINE LEARNING AND FREE TEXT DATA TO DETECT AND REPORT EVENTS ASSOCIATED WITH USE OF SOFTWARE APPLICATIONSAugust 2024December 2024Allow400NoNo
18795891SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONAugust 2024October 2024Allow200YesNo
18783592METHOD AND SYSTEM FOR PREDICTING RELEVANT NETWORK RELATIONSHIPSJuly 2024February 2025Allow710YesNo
18777760METHOD AND SYSTEM FOR PREDICTING RELEVANT NETWORK RELATIONSHIPSJuly 2024January 2025Allow610YesNo
18766919PREDICTING PATIENT RESPONSES TO MULTIPLE MODALITIES OF CNS DISEASE INTERVENTIONSJuly 2024August 2025Allow1321YesNo
18756524SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONJune 2024October 2024Allow410NoNo
18751969Curation And Provision Of Digital ContentJune 2024March 2025Allow820NoNo
18743449SYSTEMS AND METHODS FOR SEMANTIC CONCEPT DEFINITION AND SEMANTIC CONCEPT RELATIONSHIP SYNTHESIS UTILIZING EXISTING DOMAIN DEFINITIONSJune 2024December 2025Allow1810NoNo
18740464SYSTEMS AND METHODS FOR TRAINING MACHINE LEARNING MODELS WITH USER-SPECIFIC KNOWLEDGE GRAPHS TO PREDICT OUTCOMESJune 2024September 2025Allow1530YesNo
18737942SYSTEM AND METHOD FOR CONSTRUCTING A LAYERED ARTIFICIAL INTELLIGENCE MODELJune 2024September 2024Allow310YesNo
18713631Entity Tag Association Prediction Method, Device, and Computer Readable Storage MediumMay 2024February 2025Allow910YesNo
18669203SYSTEMS AND METHODS FOR FACILITATING NETWORK CONTENT GENERATION VIA A DYNAMIC MULTI-MODEL APPROACHMay 2024December 2025Allow1830YesNo
18669259ACTION SUGGESTIONS FOR USER-SELECTED CONTENTMay 2024August 2025Allow1510NoNo
18664045Generative AI and Agentic AI Systems and Methods for Industrial Equipment and Manufacturing Systems Analytics, Control,and OptimizationMay 2024October 2024Allow510NoNo
18657682ANALYSING MACHINE-LEARNED CLASSIFIER MODELSMay 2024October 2025Allow1700NoNo
18654581IDENTIFYING BIOSYNTHETIC GENE CLUSTERSMay 2024October 2025Abandon1710NoNo
18652132ARTIFICIAL INTELLIGENCE EVENT CLASSIFICATION AND RESPONSEMay 2024March 2026Abandon2360YesNo
18652441Generative AI and Agentic AI Systems and Methods for Prevention, Detection, Mitigation and Remediation of Cybersecurity ThreatsMay 2024July 2024Allow300YesNo
18643691SELECTING A NEURAL NETWORK ARCHITECTURE FOR A SUPERVISED MACHINE LEARNING PROBLEMApril 2024May 2025Allow1300NoNo
18642549COMPUTER-BASED SYSTEMS CONFIGURED FOR ENTITY RESOLUTION AND INDEXING OF ENTITY ACTIVITYApril 2024February 2026Allow2110NoNo
18635410DISTRIBUTED GAUSSIAN PROCESS CLASSIFICATION COMPUTING SYSTEMApril 2024October 2024Allow610YesNo
18631780SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONApril 2024August 2024Allow410NoNo
18625612GENERATIVE AI SYSTEMS AND METHODS FOR SECURITIES TRADINGApril 2024July 2024Allow300YesNo
18623923FUSION MODEL TRAINING USING DISTANCE METRICSApril 2024March 2026Allow2320YesNo
18620299Regenerative Model - Continuous Evolution SystemMarch 2024April 2025Allow1220YesNo
18615976NETWORK-ACCESSIBLE MACHINE LEARNING MODEL TRAINING AND HOSTING SYSTEMMarch 2024December 2025Allow2010NoNo
18610727AUTOMATED MACHINE LEARNING SYSTEMMarch 2024December 2025Allow2100NoNo
18607777FEEDFORWARD GENERATIVE NEURAL NETWORKSMarch 2024September 2025Allow1810NoNo
18604152Context Driven Routine Prediction AssistanceMarch 2024September 2025Allow1910YesNo
18593758DATA BLAMINGMarch 2024June 2025Allow1510NoNo
18586893APPARATUS AND METHODS FOR CONDITIONING RAW DATA BASED ON TEMPORAL INTERPOLATIONS TO GENERATE OPTIMAL EXTRAPOLATIONS OF AN ENTITYFebruary 2024August 2024Allow610YesNo
18583837MULTI-THREAD DISTRIBUTED TRAINING OF A RECOMMENDER MODELFebruary 2024July 2025Allow1730YesNo
18582529SYSTEMS AND METHODS FOR ASSESSING GAIT, STABILITY, AND/OR BALANCE OF A USERFebruary 2024February 2025Allow1210YesNo
18582487CUSTOMIZABLE CHIP FOR AI APPLICATIONSFebruary 2024July 2025Allow1710NoNo
18437882Intelligent Dealership Recommendation EngineFebruary 2024April 2025Allow1410YesNo
18430483Neural Architecture Search with Factorized Hierarchical Search SpaceFebruary 2024January 2025Allow1100YesNo
18425662SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONJanuary 2024June 2024Allow400YesNo
18418424CORRELATIONS BETWEEN WORKLOAD CHARACTERISTICS AND ELAPSED TIMESJanuary 2024March 2025Allow1400NoNo
18416549SYSTEM AND METHOD FOR MESSAGE REACTION ANALYSISJanuary 2024July 2025Allow1830YesNo
18415034SYSTEMS AND METHODS FOR STATE CHANGE IMPLEMENTATIONJanuary 2024February 2026Allow2550YesNo
18407173MACHINE LEARNING THROUGH MULTIPLE LAYERS OF NOVEL MACHINE TRAINED PROCESSING NODESJanuary 2024February 2026Allow2520YesNo
18405600SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONJanuary 2024March 2024Allow300YesNo
18398263ELECTROCARDIOGRAM (ECG) SIGNAL QUALITY EVALUATION METHOD BASED ON MULTI-SCALE CONVOLUTIONAL AND DENSELY CONNECTED NETWORKDecember 2023January 2025Allow1300NoNo
18398759DEEP LEARNING MODEL OPTIMIZATION METHOD AND APPARATUS FOR MEDICAL IMAGE SEGMENTATIONDecember 2023March 2025Allow1410NoNo
18397227METHOD AND APPARATUS FOR KNOWLEDGE GRAPH CONSTRUCTION, STORAGE MEDIUM, AND ELECTRONIC DEVICEDecember 2023November 2024Allow1020NoNo
18394019GENERATIVE MACHINE LEARNING SYSTEMS FOR GENERATING STRUCTURAL INFORMATION REGARDING CHEMICAL COMPOUNDDecember 2023June 2025Allow1820YesNo
18532795INCREMENTAL PRECISION NETWORKS USING RESIDUAL INFERENCE AND FINE-GRAIN QUANTIZATIONDecember 2023September 2024Allow910NoNo
18566999INFORMATION PROCESSING SYSTEM, METHOD, APPARATUS AND STORAGE MEDIUMDecember 2023July 2025Allow1910NoNo
18527139SYSTEMS USING HASH KEYS TO PRESERVE PRIVACY ACROSS MULTIPLE TASKSDecember 2023July 2025Allow1910NoNo
18522325PRIVACY PRESERVING JOINT TRAINING OF MACHINE LEARNING MODELSNovember 2023October 2025Abandon2320YesNo
18520192EXECUTING A GENETIC ALGORITHM ON A LOW-POWER CONTROLLERNovember 2023April 2025Allow1620YesNo
18519123SYSTEMS, APPARATUSES AND METHODS FOR SENSING FETAL ACTIVITYNovember 2023March 2025Abandon1610NoNo
18505754UTILIZING COMPOUND-PROTEIN MACHINE LEARNING REPRESENTATIONS TO GENERATE BIOACTIVITY PREDICTIONSNovember 2023July 2025Allow2040YesNo
18503640SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONNovember 2023January 2024Allow200NoNo
18385226System and Methods for Achieving Orthogonal Control of Non-Orthogonal Qubit ParametersOctober 2023August 2024Allow1000YesNo
18497823A SYSTEM AND METHOD FOR CREATING A KNOWLEDGE GRAPHOctober 2023April 2025Allow1820YesNo
18493741Systems and Methods for Managing Decentralized Data Sources in Generative Artificial Intelligence PipelinesOctober 2023May 2025Allow1930YesNo
18493484SYSTEMS AND METHODS FOR GENERATING MODELS TO IDENTIFY STATES AND ACTIONSOctober 2023May 2025Allow1930YesNo
18489577Clinical Trial Screening Using Disease-Specific Semantic ModelsOctober 2023March 2025Abandon1730YesNo
18486534Highly Efficient Convolutional Neural NetworksOctober 2023October 2025Allow2420YesNo
18379500HEIRARCHICAL PREDICTION MODELS FOR UNSTRUCTURED TRANSACTION DATAOctober 2023March 2025Allow1710NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2124.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
81
Examiner Affirmed
55
(67.9%)
Examiner Reversed
26
(32.1%)
Reversal Percentile
48.7%
Lower than average

What This Means

With a 32.1% 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
192
Allowed After Appeal Filing
69
(35.9%)
Not Allowed After Appeal Filing
123
(64.1%)
Filing Benefit Percentile
69.3%
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, 35.9% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting 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 is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Art Unit 2124 - Prosecution Statistics Summary

Executive Summary

Art Unit 2124 is part of Group 2120 in Technology Center 2100. This art unit has examined 3,177 patent applications in our dataset, with an overall allowance rate of 77.5%. Applications typically reach final disposition in approximately 41 months.

Comparative Analysis

Art Unit 2124's allowance rate of 77.5% places it in the 53% 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 2124 receive an average of 2.07 office actions before reaching final disposition (in the 65% percentile). The median prosecution time is 41 months (in the 11% 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.