USPTO Art Unit 2195 Prosecution Statistics

Art Unit Information

Art Unit: 2195
Group: 2190
Tech Center: 2100
Total Cases: 7,777
Last Active: August 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19305454SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSAugust 2025February 2026Allow500NoNo
19274090Scheduling a request using an inference large scale model and rescheduling on a different inference large scale model in response to not meeting a conditionJuly 2025September 2025Allow200YesNo
19260306SYSTEM AND METHOD FOR OPERATION, MAINTENANCE, AND RESOURCE MANAGEMENT OF MEGA-CONSTELLATIONS BASED ON COMPUTING-NETWORK INTEGRATIONJuly 2025August 2025Allow200NoNo
19214907SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSMay 2025June 2025Allow100NoNo
19212424PROCESSING DEVICE AND METHOD FOR MANAGING TASKS THEREOFMay 2025July 2025Allow200NoNo
19096698METHODS FOR DYNAMICALLY GENERATING GENERATIVE OPERATING SYSTEMS BASED ON HARDWARE AND SOFTWARE ENVIRONMENT FEATUREMarch 2025October 2025Allow710NoNo
19056633SYSTEMS AND METHODS FOR COMPUTING PROCESS MANAGEMENT AND COMPUTING RESOURCE ALLOCATION USING SERVERLESS CLOUD COMPUTATIONAL COMPUTING MODELSFebruary 2025September 2025Allow710YesNo
19049359SYSTEM AND METHOD FOR IMPROVED DATA MIGRATION BETWEEN AN RDBMS SOURCE AND RDBMS TARGETFebruary 2025August 2025Allow610NoNo
19032177METHOD OF OPTIMIZING DEPENDENT TASK OFFLOADING IN INTERNET OF VEHICLES USING DEEP REINFORCEMENT LEARNINGJanuary 2025July 2025Allow610NoNo
19007241SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSDecember 2024March 2025Allow200NoNo
19000641SYSTEMS AND METHODS FOR EXECUTING AN ANALYTICAL OPERATION ACROSS A PLURALITY OF COMPUTER PROCESSESDecember 2024April 2025Allow300NoNo
18951845SYSTEM AND METHOD FOR OBSERVING AND PREDICTING DATA BATCH ACTIVITY IN REAL TIMENovember 2024May 2025Allow610YesNo
18950323SYSTEM FOR ARTIFICIAL INTELLIGENCE AGENT AND METHOD OF OPERATION OF THE SYSTEMNovember 2024April 2025Allow511NoNo
18934437METHOD FOR EXECUTING DATA PROCESSING TASK IN CLUSTER MIXED DEPLOYMENT SCENARIO, ELECTRONIC DEVICE AND STORAGE MEDIUMNovember 2024June 2025Allow810NoNo
18910914METHODS AND SYSTEMS FOR PRIORITIZATION OF GROUP COMPUTING TASKSOctober 2024August 2025Allow1020YesNo
18901324THREE-CLASS VERTEX DEGREE AWARE-BASED 1.5-DIMENSIONAL GRAPH DIVISION METHOD AND APPLICATIONSeptember 2024July 2025Allow1010NoNo
18893600SYSTEM AND METHOD FOR TASK SCHEDULING IN VEHICULAR FOG COMPUTING NETWORKSSeptember 2024April 2025Allow610NoNo
18830410SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSSeptember 2024November 2024Allow200NoNo
18804529SYSTEM AND METHOD FOR MULTI-VENDOR ARTIFICIAL INTELLIGENCE WORKLOAD OPTIMIZATION AND RESOURCE ALLOCATION IN CLOUD ENVIRONMENTSAugust 2024March 2025Allow700NoNo
18725590COMPUTING TASK SCHEDULING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND READABLE STORAGE MEDIUMJune 2024August 2025Allow1420YesNo
18724179PROCESS EXECUTION SYSTEM INCLUDING PROCESS NETWORK GENERATION UNIT, PROCESS NETWORK STATE MANAGEMENT UNIT, AND PROCESS NETWORK EXECUTION UNIT, DATA STRUCTURE, AND PROCESS EXECUTION PROGRAMJune 2024July 2025Allow1320YesNo
18752706BINARY DISTANCE TRANSFORMJune 2024August 2024Allow220NoNo
18734834PROTOCOL FOR VALIDATING BLOCKCHAIN TRANSACTIONSJune 2024May 2025Allow1110NoNo
18731501BACKUP OF CONTAINERIZED APPLICATIONS USING A BACKUP SERVICES CONTAINER AND A BACKUP SERVICES CONTAINER-ORCHESTRATION PODJune 2024April 2025Allow1110NoNo
18674752PROCESSING DEVICE AND METHOD FOR MANAGING TASKS THEREOFMay 2024February 2025Allow910NoNo
18671802TASK MANAGER, PROCESSING DEVICE, AND METHOD FOR CHECKING TASK DEPENDENCIES THEREOFMay 2024February 2025Allow910NoNo
18670459ASYNCHRONOUS TASK QUEUE CONFIGURATION IN A DATABASE SYSTEMMay 2024September 2025Allow1610NoNo
18657187AUTOMATICALLY IDENTIFYING AND RIGHT SIZING INSTANCESMay 2024March 2025Allow1010NoNo
18647789MANUFACTURING SCHEDULE MANAGEMENT DEVICE AND METHOD FOR RESCHEDULING MANUFACTURING PROCESSApril 2024April 2025Allow1110YesNo
18637364HYBRID RESOURCE SCHEDULING METHOD AND SYSTEM FOR ONLNE AND OFFLINE TRANSACTIONSApril 2024November 2024Allow710NoNo
18633570Hybrid Cloud-Edge Computing Architecture for Decentralized Computing PlatformApril 2024September 2025Allow1720NoNo
18626781ROBOTIC PROCESS AUTOMATION SYSTEM AND METHODApril 2024November 2024Allow710NoNo
18625580Method and Apparatus for Creating Virtual Machines based on an Authentication Request from a UserApril 2024September 2024Allow620YesNo
18626208CLOUD-BASED FLEET AND ASSET MANAGEMENT FOR EDGE COMPUTING OF MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE WORKLOADSApril 2024February 2025Allow1110YesNo
18619642METHOD FOR ENTERING SYSTEM MANAGEMENT MODE, PROCESSOR, AND COMPUTER SYSTEMMarch 2024August 2025Allow1630NoNo
18618901MAINTAINING WORKLOAD DATA COHERENCY BETWEEN LOCAL AND REMOTE ACCELERATORSMarch 2024September 2025Allow1820NoNo
18613571SYSTEM AND METHOD FOR QUEUING NODE LOAD IN DATA PREPROCESSINGMarch 2024March 2025Allow1210NoNo
18610793WORKLOAD OPTIMIZATION THROUGH CONTEXTUAL BANDITSMarch 2024October 2025Allow1920YesNo
18607953DATA PROCESSING ACROSS APPLICATIONS IN CLOUD ENVIRONMENTSMarch 2024January 2026Allow2220YesNo
18603616PROGRAM FLOW MONITORING AND CONTROL OF AN EVENT-TRIGGERED SYSTEMMarch 2024March 2026Allow2420NoNo
18600164SYSTEM AND METHOD FOR OPTIMIZED COMPUTATION AND DATA MANAGEMENTMarch 2024November 2024Allow810YesNo
18595649BARRIERS AND SYNCHRONIZATION FOR MACHINE LEARNING AT AUTONOMOUS MACHINESMarch 2024March 2026Abandon2420YesNo
18587648SYSTEMS AND METHODS FOR DETERMINING TARGET ALLOCATION PARAMETERS FOR INITIATING TARGETED COMMUNICATIONS IN COMPLEX COMPUTING NETWORKSFebruary 2024May 2024Allow200NoNo
18581777HARDWARE-BASED PREDICTIVE FAULT DETECTION AND ANALYSISFebruary 2024June 2025Allow1620YesNo
18442995Job Modification To Present A User Interface Based On A User Interface Update RateFebruary 2024December 2024Allow1010YesNo
18420602HARDWARE ACCELERATORS USING SHARED INTERFACE REGISTERSJanuary 2024May 2025Allow1610YesNo
18416638DEPLOYING CLOUD-NATIVE SERVICES ACROSS CONTROL PLANESJanuary 2024March 2025Allow1410YesNo
18411618PORTABLE APPLICATION BASED VIRTUALIZATIONJanuary 2024April 2025Allow1510NoNo
18410938METHODS AND SYSTEMS FOR INSTANTIATING AND TRANSPARENTLY MIGRATING EXECUTING CONTAINERIZED PROCESSESJanuary 2024August 2025Allow1920NoNo
18406492Method of Making Dental Restorations from Sintered PreformsJanuary 2024September 2024Allow900NoNo
18405115PLACEMENT AND SCHEDULING OF RADIO SIGNAL PROCESSING DATAFLOW OPERATIONSJanuary 2024September 2024Allow900NoNo
18403517DYNAMIC DEVICE VIRTUALIZATION FOR USE BY GUEST USER PROCESSES BASED ON OBSERVED BEHAVIORS OF NATIVE DEVICE DRIVERSJanuary 2024October 2025Allow2210YesNo
18400734METHOD AND SYSTEM FOR SEQUENCING ARTIFICIAL INTELLIGENCE (AI) JOBS FOR EXECUTION AT AI ACCELERATORSDecember 2023January 2026Allow2530NoNo
18389680PARALLEL OVERLAPPING BURST LOAD OPERATIONSDecember 2023September 2025Allow2140YesNo
18542245METHOD AND APPARATUS FOR SEGMENTING GPU RESOURCES INTO VIRTUAL PROCESSING RESOURCE TYPES AND ALLOCATING TO DIFFERENT TARGET TASKSDecember 2023January 2025Allow1320YesNo
18531989DETERMINING A JOB GROUP STATUS BASED ON A RELATIONSHIP BETWEEN A GENERATION COUNTER VALUE AND A TICKET VALUE FOR SCHEDULING THE JOB GROUP FOR EXECUTIONDecember 2023November 2024Allow1210NoNo
18530273INTER-THREAD COMMUNICATION WITHIN THE COMPUTE FABRIC OF A MULTI-THREADED RECONFIGURABLE COARSE-GRAIN ARRAY WITHOUT ACCESSING SYSTEM MEMORYDecember 2023August 2025Allow2020NoNo
18531445BURST DATACENTER CAPACITY FOR HYPERSCALE WORKLOADSDecember 2023February 2025Allow1510YesNo
18524345INTENT-BASED ORCHESTRATION OF INDEPENDENT AUTOMATIONSNovember 2023February 2025Allow1510NoNo
18521121QUANTUM COMPUTING TASK PROCESSING METHOD, SYSTEM AND APPARATUS, AND OPERATING SYSTEMNovember 2023May 2024Allow510NoNo
18511623TECHNIQUES FOR DETECTING AI PIPELINES IN CLOUD COMPUTING ENVIRONMENTSNovember 2023August 2024Allow910YesNo
18505464SCOREBOARD FOR TRACKING COMPLETION OF TASKSNovember 2023June 2024Allow800NoNo
18503555DATA PROCESSING USING APPLICATION SEQUENCE IDENTIFIERS IN CLOUD ENVIRONMENTSNovember 2023January 2024Allow300NoNo
18501401METHOD AND SYSTEM FOR COLLECTING USER INFORMATION ACCORDING TO PROVIDED VIRTUAL DESKTOP INFRASTRUCTURE SERVICENovember 2023March 2025Allow1710NoNo
18495971GATEWAY DEVICE, IN-VEHICLE NETWORK SYSTEM, AND FIRMWARE UPDATE METHODOctober 2023August 2024Allow1010NoNo
18495682NEURAL PROCESSING DEVICE AND METHOD FOR JOB SCHEDULING THEREOFOctober 2023June 2024Allow800NoNo
18493993Shared Control Bus for Graphics Processors with Intra-Substrate and Cross-Substrate InterfacesOctober 2023October 2025Allow2320YesNo
18493703TASK MANAGER, PROCESSING DEVICE, AND METHOD FOR CHECKING TASK DEPENDENCIES THEREOFOctober 2023April 2024Allow610NoNo
18382914SYSTEMS AND METHODS FOR MAINTAINING DATA OBJECTS TO MANAGE ASYNCHRONOUS WORKFLOWSOctober 2023September 2024Allow1110NoNo
18382893CORE TARGETING IN HETEROGENEOUS MULTIPROCESSOR SYSTEMSOctober 2023July 2025Allow2110NoNo
18491695PROCESSING DEVICE AND METHOD FOR MANAGING TASKS THEREOFOctober 2023April 2024Allow610NoNo
18381728BRANCH PREDICTION FOR USER INTERFACES IN WORKFLOWSOctober 2023September 2024Allow1110NoNo
18489559METHOD AND APPARATUS FOR PREVENTING TASK-SIGNAL DEADLOCK DUE TO CONTENTION FOR MUTEX IN RTOSOctober 2023February 2025Allow1610YesNo
18488794FINE-GRAINED CONDITIONAL DISPATCHINGOctober 2023February 2026Allow2800NoNo
18486527METHODS AND SYSTEMS FOR AUTOMATING DEPLOYMENT OF APPLICATIONS IN A MULTI-TENANT DATABASE ENVIRONMENTOctober 2023October 2024Allow1210YesNo
18378281SELF-SCHEDULING THREADS IN A PROCESSOR BASED ON A THRESHOLD ASSOCIATED WITH PIPELINE STAGESOctober 2023April 2025Allow1820YesNo
18483449GENERATING STANDBY CLOUD VERSIONS OF A VIRTUAL MACHINEOctober 2023December 2024Allow1410NoNo
18480185METHODS AND SYSTEMS FOR IMPROVING HARDWARE RESILIENCY DURING SERIAL PROCESSING TASKS IN DISTRIBUTED COMPUTER NETWORKSOctober 2023June 2025Allow2120YesNo
18478820Systems and Methods for Safely Subscribing to Locks Using Hardware ExtensionsSeptember 2023February 2025Allow1710NoNo
18373743TECHNIQUES FOR MANAGING DRIFT IN A DEPLOYMENT ORCHESTRATORSeptember 2023November 2024Allow1410YesNo
18474725METHOD AND APPARATUS FOR TRANSLATING MEMORY ADDRESSES IN MANYCORE SYSTEMSeptember 2023November 2023Allow200NoNo
18470563ORGANIZING TASKS BY A HIERARCHICAL TASK SCHEDULER FOR EXECUTION IN A MULTI-THREADED PROCESSING SYSTEMSeptember 2023June 2025Allow2120NoNo
18370015SYSTEM AND METHOD FOR DYNAMICALLY ALLOCATING COMPUTER RESOURCES TO A DATA PROCESSING PIPELINESeptember 2023September 2024Allow1220YesNo
18469480COORDINATED GARBAGE COLLECTION IN DISTRIBUTED SYSTEMSSeptember 2023June 2024Allow900NoNo
18466384DISTRIBUTED MODEL COMPILATIONSeptember 2023January 2024Allow410NoNo
18461474FLEET AND ASSET MANAGEMENT FOR EDGE COMPUTING OF MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE WORKLOADS DEPLOYED FROM CLOUD TO EDGESeptember 2023July 2024Abandon1020NoNo
18461470CLOUD-BASED FLEET AND ASSET MANAGEMENT FOR EDGE COMPUTING OF MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE WORKLOADSSeptember 2023February 2024Allow610NoNo
18241101APPARATUSES, METHODS, AND COMPUTER PROGRAM PRODUCTS FOR OPTIMIZED SUPPORT MANAGEMENT SLOT ALLOCATIONSAugust 2023February 2026Allow2900NoNo
18239489VIRTUALIZATION AND MULTI-TENANCY SUPPORT IN GRAPHICS PROCESSORSAugust 2023October 2024Allow1310NoNo
18456921DISTRIBUTED COMMINICATIONAugust 2023February 2025Abandon1720NoNo
18231631ENFORCE CHANGES IN SESSION BEHAVIOR BASED ON UPDATED MACHINE LEARNING MODEL WITH DETECTED RISK BEHAVIOR DURING SESSIONAugust 2023February 2026Abandon3040YesNo
18229644MIGRATING VIRTUAL MACHINES WHILE PERFORMING MIDDLEBOX SERVICE OPERATIONS AT A PNICAugust 2023November 2025Allow2800NoNo
18363656CROSS-CLUSTER LOAD BALANCERAugust 2023May 2025Allow2100YesNo
18228173SCALING VIRTUALIZATION RESOURCE UNITS OF APPLICATIONSJuly 2023July 2024Allow1210NoNo
18361549ASYNCHRONOUS TASK QUEUE CONFIGURATION IN A DATABASE SYSTEMJuly 2023February 2024Allow710NoNo
18359746HYBRID INVENTORY DATA SUMMARIZATION ACROSS HYBRID CLOUD INFRASTRUCTUREJuly 2023February 2026Allow3110YesNo
18356001FIXING A CHANGING WEAVE USING A FINALIZE NODEJuly 2023December 2023Allow500YesNo
18223495SCHEDULING OPERATIONS ON A COMPUTATION GRAPHJuly 2023June 2024Allow1110YesNo
18353020INTER-THREAD INTERRUPT SIGNAL SENDING BASED ON INTERRUPT CONFIGURATION INFORMATION OF A PCI DEVICE AND THREAD STATUS INFORMATIONJuly 2023November 2023Allow510YesNo
18352293INSTANTIATING SOFTWARE DEFINED STORAGE NODES ON EDGE INFORMATION HANDLING SYSTEMSJuly 2023February 2026Allow3100NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2195.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
91
Examiner Affirmed
72
(79.1%)
Examiner Reversed
19
(20.9%)
Reversal Percentile
5.3%
Lower than average

What This Means

With a 20.9% 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
592
Allowed After Appeal Filing
282
(47.6%)
Not Allowed After Appeal Filing
310
(52.4%)
Filing Benefit Percentile
95.5%
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, 47.6% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the top 25% across the USPTO, indicating that filing appeals is particularly effective here. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

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 2195 - Prosecution Statistics Summary

Executive Summary

Art Unit 2195 is part of Group 2190 in Technology Center 2100. This art unit has examined 7,777 patent applications in our dataset, with an overall allowance rate of 80.2%. Applications typically reach final disposition in approximately 40 months.

Comparative Analysis

Art Unit 2195's allowance rate of 80.2% places it in the 64% 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 2195 receive an average of 2.21 office actions before reaching final disposition (in the 74% percentile). The median prosecution time is 40 months (in the 14% 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.