USPTO Art Unit 2194 Prosecution Statistics

Art Unit Information

Art Unit: 2194
Group: 2190
Tech Center: 2100
Total Cases: 10,395
Last Active: January 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19015513HYBRID LANGUAGE MODEL ARCHITECTURE FOR API ORCHESTRATION INCLUDING CHAIN OF THOUGHTJanuary 2025March 2025Allow300YesNo
19004567Realtime Distribution of Granular Data Streams on a NetworkDecember 2024April 2025Allow300NoNo
19000697SYSTEMS AND METHODS FOR MULTI-LANGUAGE TRAINING OF MACHINE LEARNING MODELSDecember 2024March 2025Allow200NoNo
19000691SYSTEMS AND METHODS FOR MULTI-LANGUAGE TRAINING OF MACHINE LEARNING MODELSDecember 2024March 2025Allow200NoNo
18967974DATA DELAY DETECTION METHOD AND APPARATUS, ELECTRONIC DEVICE, AND COMPUTER-READABLE MEDIUMDecember 2024June 2025Allow610NoNo
18925723MESSAGING APPLICATION INFORMATION ORGANIZEROctober 2024February 2025Allow310NoNo
18915875VIRTUAL CURRENT REPRESENTATION OF MAGNETIC FIELDS FOR ELECTRIC MOTOR DESIGNOctober 2024March 2025Allow510NoNo
18903851NIC BASED COLLECTIVE ACCELERATIONOctober 2024March 2025Allow510NoNo
18901057ITERATIVE SYSTEM FOR MASSIVELY PARALLEL PROCESSING AND METHODS FOR USE THEREWITHSeptember 2024June 2025Allow910NoNo
18820696METHOD FOR PERFORMING A TECHNICAL PROCESS IN REGULAR OPERATION AND REPAIR OPERATIONAugust 2024June 2025Allow1000YesNo
18775670METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM FOR CONTROLLING MICROSERVICE GOVERNANCE SERVICEJuly 2024June 2025Allow1120NoNo
18764996UNIFIED EVENT PROCESSING AND LOG MANAGEMENT OVER MULTIPLE DOMAINSJuly 2024May 2025Allow1010NoNo
18755254SYSTEMS AND METHODS FOR VERIFIED COMMUNICATION BETWEEN MOBILE APPLICATIONSJune 2024February 2025Allow700YesNo
18755209SYSTEMS AND METHODS FOR VERIFIED COMMUNICATION BETWEEN MOBILE APPLICATIONSJune 2024January 2025Allow700YesNo
18753989APPLICATION PROGRAMMING INTERFACE TO LOCATE INCOMPLETE GRAPH CODEJune 2024May 2025Allow1110YesNo
18751231Systems And Methods For Transferring Multiple DataJune 2024December 2024Allow510YesNo
18749220APPLICATION PROGRAMMING INTERFACE TO LOCATE INCOMPLETE GRAPH CODEJune 2024May 2025Allow1110YesNo
18746709THREAD WEAVE FOR CROSS-INSTRUCTION SET ARCHITECTUREPROCEDURE CALLSJune 2024April 2025Allow910NoNo
18742927PROVIDING APPLICATION PROGRAMMING INTERFACE ENDPOINTS FOR MACHINE LEARNING MODELSJune 2024May 2025Allow1110NoNo
18737740SYSTEMS AND METHODS FOR IMPLEMENTING AND USING A CROSS-PROCESS QUEUE WITHIN A SINGLE COMPUTERJune 2024May 2025Allow1120YesNo
18734362SYSTEM AND COMPUTER-IMPLEMENTED METHOD FOR CONTROLLING A ROBOT OF A VIRTUAL MACHINEJune 2024February 2025Allow800YesNo
18733796MANAGEMENT AND TRACKING SOLUTION FOR SPECIFIC PATIENT CONSENT ATTRIBUTES AND PERMISSIONSJune 2024April 2025Allow1010YesNo
18680024SYSTEM AND METHOD FOR AUTOMATED PROCESS ORCHESTRATIONMay 2024January 2025Allow700NoNo
18672892COMMUNICATION AND SYNCHRONIZATION WITH EDGE SYSTEMSMay 2024April 2025Allow1110NoNo
18670265SYSTEMS AND METHODS TO ORGANIZE THE FLOW AND PROCESSING OF QUEUED MESSAGES THAT HAVE BEEN RECEIVED FROM HEALTHCARE ENTITIESMay 2024February 2025Allow910NoNo
18667501PREFLIGHT CHECKS FOR HARDWARE ACCELERATORS IN A DISTRIBUTED SYSTEMMay 2024March 2025Allow1010NoNo
18665633METHOD, APPARATUS AND DEVICE FOR SHARING MICROSERVICE APPLICATION DATAMay 2024November 2024Allow610NoNo
18665445PREEMPTIBLE-BASED SCAFFOLD HOPPINGMay 2024December 2024Allow800YesNo
18654464Component-Aware Rest Api Routing GatewayMay 2024March 2025Allow1110YesNo
18651244TRUE WIRELESS HEADPHONES WITH IMPROVED USER INTERFACE TO AN EXPERIENTIAL ECO-SYSTEM AND RELATED DEVICES, METHODS, AND SYSTEMSApril 2024April 2025Allow1210YesNo
18649838SYSTEM AND METHOD FOR PROCESSING OF EVENT DATA REAL TIME IN AN ELECTRONIC COMMUNICATION VIA AN ARTIFICIAL INTELLIGENCE ENGINEApril 2024November 2024Allow700YesNo
18644766DYNAMIC RESOURCE ALLOCATION FOR COMPUTATIONAL SIMULATIONApril 2024January 2025Allow900YesNo
18634730DIGITAL ASSISTANT INTERACTIONApril 2024January 2025Allow920YesNo
18622721DIGITAL DELEGATE COMPUTER SYSTEM ARCHITECTURE FOR IMPROVED MULTI-AGENT LARGE LANGUAGE MODEL (LLM) IMPLEMENTATIONSMarch 2024December 2024Allow910YesNo
18612924ONLINE ACTIVITY MONITORINGMarch 2024March 2025Abandon1210YesNo
18609649VIRTUAL ACCELERATORS IN A VIRTUALIZED COMPUTING SYSTEMMarch 2024February 2025Allow1110NoNo
18608418VIRTUAL CURRENT REPRESENTATION OF MAGNETIC FIELDS FOR ELECTRIC MOTOR DESIGNMarch 2024July 2024Allow410NoNo
18606394SOLVER FOR SCIENTIFIC COMPUTING THAT DETECTS AND HANDLES DISCONTINUITIES OR IRREGULARITIES IN A SIMULATIONMarch 2024June 2024Allow300NoNo
18603003MESSAGE-BASED PROCESSING SYSTEM WITH ADDRESS COMPUTATION MODESMarch 2024December 2024Allow1010NoNo
18597757ADAPTING DATA MODELS FOR DATA COMMUNICATION TO EXTERNAL PLATFORMSMarch 2024December 2024Allow900NoNo
18597568DISTRIBUTED USER MODE PROCESSINGMarch 2024April 2025Allow1410NoNo
18592104LOCALIZATION MIDDLEWAREFebruary 2024November 2024Allow920YesNo
18586821Retimer With Host-Interactive Data Logging EngineFebruary 2024February 2025Allow1210NoNo
18440817CUSTOM EVENT DEFINITION FOR A HARDWARE DEVICE USING A NON-HARDWARE DEVICE SUPPORTED WIRELESS NETWORKING PROTOCOLFebruary 2024January 2025Allow1120YesNo
18438456UPDATING A STATE OF A CLIENT DEVICE BASED ON AN EVENT THAT INCLUDES A SUBSET OF RECORDS THAT IDENTIFY BINARIES ASSOCIATED WITH THE CLIENT DEVICEFebruary 2024September 2024Allow700NoNo
18438081CONTROL DISPLAY METHOD AND ELECTRONIC DEVICEFebruary 2024January 2025Allow1210NoNo
18433661DATA MOVEMENT AND MONITORING SYSTEMFebruary 2024November 2024Allow910NoNo
18432148SYSTEM AND METHOD FOR PROVIDING ADDITIONAL FUNCTIONALITY TO EXISTING SOFTWARE IN AN INTEGRATED MANNERFebruary 2024March 2025Allow1310YesNo
18429367INVOKING SPECIFIED FUNCTIONALITY WITHIN A SANDBOX PROCESSJanuary 2024September 2024Allow700YesNo
18428333CLIENT DEVICE WITH SIMULATED EDGE NODE FOR ACCESSING A DISTRIBUTED STORAGE SYSTEMJanuary 2024January 2025Allow1210NoNo
18428413MULTIPLE INTERACTING SYSTEMS AT A SITEJanuary 2024January 2025Allow1210YesNo
18424350AUDIO TIME SYNCHRONIZATION USING PRIORITIZED SCHEDULEJanuary 2024December 2024Allow4310NoNo
18420904SYSTEMS AND METHODS FOR MAINFRAME MESSAGING ABSTRACTION FRAMEWORKJanuary 2024November 2024Allow1030YesNo
18419920SYSTEM AND METHOD FOR ESTIMATING AMPACITY OF MULTIPLE BARE OVERHEAD CONDUCTORS IN A RANGE OF AMBIENT TEMPERATURES WITHIN A SINGLE SIMULATIONJanuary 2024December 2024Allow1020NoNo
18415440SYSTEM AND METHOD FOR LINEARIZING MESSAGES FROM DATA SOURCES FOR OPTIMIZED HIGH-PERFORMANCE PROCESSING IN A STREAM PROCESSING SYSTEMJanuary 2024March 2025Allow1410YesNo
18410470ELECTRONIC DEVICE INCLUDING HARDWARE ARCHITECTURE FOR SUPPORTING INTER-PROCESS COMMUNICATION AND METHOD FOR PERFORMING INTER-PROCESS COMMUNICATIONJanuary 2024August 2024Allow710NoNo
18408405INFERENCE FLOW ORCHESTRATION SERVICEJanuary 2024September 2024Allow800NoNo
18406059PREDICTIVE INFORMATION FOR FREE SPACE GESTURE CONTROL AND COMMUNICATIONJanuary 2024November 2024Allow1110NoNo
18404779BUILDING DATA PLATFORM WITH CONTEXT BASED TWIN FUNCTION PROCESSINGJanuary 2024September 2024Allow810NoNo
18404017PLATFORM AND SOURCE AGNOSTIC DATA PROCESSING FOR STRUCTURED AND UNSTRUCTURED DATA SOURCESJanuary 2024October 2024Allow1010NoNo
18399078TRACING SERVICE INTERACTIONS WITHOUT GLOBAL TRANSACTION IDENTIFIERSDecember 2023December 2024Allow1110NoNo
18397880METHOD AND APPARATUS FOR PROCESSING INFORMATION IN DOCUMENT, AND DEVICE AND MEDIUMDecember 2023June 2025Allow1820NoNo
18392457Network Storage Products with Options for External ProcessingDecember 2023September 2024Allow900NoNo
18390189AUTOMATED PRODUCTION OF DENTAL RESTORATIONDecember 2023December 2024Allow1210NoNo
18390879SEMANTIC MAPPINGDecember 2023July 2024Allow610YesNo
18389674NEURAL PROCESSOR, NEURAL PROCESSING DEVICE INCLUDING THE SAME, AND METHOD FOR DETERMINING DATA COMMUNICATION MODE OF NEURAL PROCESSING DEVICEDecember 2023April 2024Allow400YesNo
18543290BUILDING DATA PLATFORM WITH AN ENRICHMENT LOOPDecember 2023December 2024Allow1210YesNo
18533483Automatic Injection Of Agents Into Processes Executing Statically Linked BinariesDecember 2023July 2024Allow700YesNo
18534380NOISY INTERMEDIATE-SCALE QUANTUM SERVICE ANALYSIS FOR CLOUD BASED SUPPORTDecember 2023August 2024Allow800YesNo
18527879DYNAMIC PERSONALIZED API ASSEMBLYDecember 2023November 2024Allow1110YesNo
18514943PROVIDING A CAPTIVE PORTAL TO MANAGE A DRIVER APPLICATION FOR A PERIPHERAL DEVICENovember 2023November 2024Allow1200YesNo
18513175NEURALECHO: A SELF-ATTENTIVE RECURRENT NEURAL NETWORK FOR UNIFIED ACOUSTIC ECHO SUPPRESSION, SPEAKER AWARE SPEECH ENHANCEMENT AND AUTOMATIC GAIN CONTROLNovember 2023February 2025Allow1520YesNo
18511949HUMAN-IN-THE-LOOP ROBOT TRAINING FOR ROBOTIC PROCESS AUTOMATIONNovember 2023June 2025Abandon1910NoNo
18505576REAL-TIME PUMP MONITORING WITH PRESCRIPTIVE ANALYTICSNovember 2023September 2024Allow1110NoNo
18387753CONTEXTUAL DEEP BOOKMARKINGNovember 2023October 2024Allow1110NoNo
18500195VIEWING FILE MODIFICATIONSNovember 2023January 2025Allow1520NoNo
18497634Accessing A Parametric Field Within A Specialized ContextOctober 2023July 2024Allow900NoNo
18496215SYSTEM AND METHOD FOR APP-TO-APP CONTENT RECONFIGURATIONOctober 2023August 2024Allow1000YesNo
18495095Collaborative Analysis System For Analyzing LogsOctober 2023July 2024Allow910NoNo
18494605OPERAND DATA PROCESSING USING INSTRUCTION MESSAGE QUEUESOctober 2023September 2024Allow1100YesNo
18382923Using Machine Learning to Provide a Single User Interface for Streamlined Deployment and Management of Multiple Types of DatabasesOctober 2023August 2024Allow1000YesNo
18492097COMPUTERIZED SYSTEMS AND METHODS FOR CONFIGURATION OF NETWORK INTERFACES OF A DISTRIBUTED NETWORKOctober 2023October 2024Allow1210YesNo
18490514SYSTEMS, DEVICES, AND METHODS FOR MAINFRAME DATA MANAGEMENTOctober 2023June 2024Allow800YesNo
18488260APPLICATION PROGRAMMING INTERFACE FOR SCRAPING DATA ACROSS PLATFORMSOctober 2023May 2024Allow700YesNo
18379503TECHNIQUES FOR EXECUTION ORCHESTRATION WITH TOPOLOGICAL DEPENDENCY RELATIONSHIPSOctober 2023August 2024Allow1010NoNo
18483558METHOD FOR PROVIDING A DENTAL PROSTHESIS AND A POSITIONING GUIDE FOR PLACING THE DENTAL PROSTHESISOctober 2023December 2024Allow1400NoNo
18377831STANDARDIZED INTERACTIONS ACROSS DIFFERENT BLOCKCHAINSOctober 2023September 2024Allow1120YesNo
18483304Extensible Event Bus ArchitectureOctober 2023June 2025Allow2020NoNo
18482769METHOD AND SYSTEM FOR CLOUD VIRTUALIZATIONOctober 2023June 2024Allow800YesNo
18375823BUILDING DATA GRAPH INCLUDING APPLICATION PROGRAMMING INTERFACE CALLSOctober 2023May 2024Allow700YesNo
18375850BUILDING DATA PLATFORM WITH GRAPH BASED PERMISSIONSOctober 2023July 2024Allow1000NoNo
18375878INTERFACE CALLING METHOD AND APPARATUS, AND COMPUTER-READABLE STORAGE MEDIUMOctober 2023January 2025Allow1520NoNo
18373771METHODS AND SYSTEMS FOR IMPLEMENTING AN INTELLIGENT DIGITAL ASSISTANT IN A MULTI-APPLICATION NETWORKSeptember 2023February 2024Allow510NoNo
18472626SEARCH DEVICE, SEARCH METHOD, COMPUTER PROGRAM PRODUCT, SEARCH SYSTEM, AND ARBITRAGE SYSTEMSeptember 2023May 2024Allow800NoNo
18471640SYSTEM AND METHOD FOR ROUTING REQUESTS FOR EVENTSSeptember 2023July 2024Allow1010NoNo
18466267Machine-Learned Models for User Interface Prediction, Generation, and Interaction UnderstandingSeptember 2023August 2024Allow1210NoNo
18367391DATA ANALYTICS FOR DIGITAL CATALOGSSeptember 2023November 2023Allow200NoNo
18464162Dynamically-Updatable Deep Transactional Monitoring Systems and MethodsSeptember 2023April 2024Allow700YesNo
18243385Generating Deeplinks for Applications Based on Multi-Level Referrer DataSeptember 2023April 2024Allow700NoNo
18459282GENERATING LOG TIMELINE DATA STRUCTURES BASED ON THE HIERARCHICAL DATA STRUCTUREAugust 2023January 2025Allow1710YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2194.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
234
Examiner Affirmed
171
(73.1%)
Examiner Reversed
63
(26.9%)
Reversal Percentile
21.2%
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
940
Allowed After Appeal Filing
324
(34.5%)
Not Allowed After Appeal Filing
616
(65.5%)
Filing Benefit Percentile
58.0%
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, 34.5% 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 2194 - Prosecution Statistics Summary

Executive Summary

Art Unit 2194 is part of Group 2190 in Technology Center 2100. This art unit has examined 10,395 patent applications in our dataset, with an overall allowance rate of 81.0%. Applications typically reach final disposition in approximately 34 months.

Comparative Analysis

Art Unit 2194's allowance rate of 81.0% places it in the 62% 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 2194 receive an average of 2.05 office actions before reaching final disposition (in the 70% percentile). The median prosecution time is 34 months (in the 25% 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.