USPTO Art Unit 2165 Prosecution Statistics

Art Unit Information

Art Unit: 2165
Group: 2160
Tech Center: 2100
Total Cases: 8,444
Last Active: October 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19373302CONTEXTUAL REFINEMENT OF AGENTIC AI MODEL REASONING, GOAL AND TASK PROVISIONING, AND RESPONSE GENERATIONOctober 2025March 2026Allow400NoNo
19300640ROBUST RECORD-TO-EVENT CONVERSION SYSTEMAugust 2025November 2025Allow300NoNo
19287584CUSTOMIZED PROCESSING OF SENSOR DATAJuly 2025November 2025Allow400NoNo
19285814AUTOMATED GENERATION OF VALID, COMPUTATIONALLY EXPLOSIVE CAUSAL GRAPH DATA STRUCTURESJuly 2025September 2025Allow200NoNo
19280669INGESTION AND SEGMENTATION OF REAL-TIME EVENT DATAJuly 2025January 2026Allow600YesNo
19259014DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICSJuly 2025September 2025Allow310NoNo
19259042DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICSJuly 2025October 2025Allow310NoNo
19252073DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICSJune 2025March 2026Allow910NoNo
19246952QUERY PROCESSING USING MIN/MAX DECISIVE ROW POSITIONSJune 2025August 2025Allow200YesNo
19244253Computing Systems and Devices for Hashmap Control of Computing OperationsJune 2025September 2025Allow300NoNo
19240190INGESTION AND SEGMENTATION OF REAL-TIME EVENT DATAJune 2025August 2025Allow200YesNo
19221845DATA AGGREGATOR GRAPHICAL USER INTERFACEMay 2025August 2025Allow200YesNo
19217781COMPACTION-LESS DATABASE FOR STORING BLOCKCHAIN STATEMay 2025November 2025Allow610YesNo
19215019AGGREGATING DATA INGESTED FROM DISPARATE SOURCES FOR PROCESSING USING MACHINE LEARNING MODELSMay 2025July 2025Allow200NoNo
19212210LIVE EDITING EDITABLE TABLESMay 2025January 2026Allow810NoNo
19207937PACKET REPLICATION AND DEDUPLICATION OVER MULTIPLE ACCESS TECHNOLOGIESMay 2025February 2026Allow910NoNo
19125098SENSITIVE DATA IDENTIFICATION METHOD AND APPARATUS, DEVICE, AND COMPUTER STORAGE MEDIUMApril 2025October 2025Allow600NoNo
19188886SYSTEMS AND METHODS FOR MAINTAINING DISTRIBUTED MEDIA CONTENT HISTORY AND PREFERENCESApril 2025October 2025Allow610YesNo
19186842DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICSApril 2025June 2025Allow210NoNo
19177394SYSTEM AND METHOD FOR DATA BLOCK ANALYSIS PRIORITIZATION AND ROUTING VIA QUANTUM MACHINE LEARNINGApril 2025February 2026Allow1000NoNo
19170097RETRIEVAL-AUGMENTED GENERATION FOR LARGE LANGUAGE MODELSApril 2025September 2025Allow510YesNo
19090068SERVER TRANSMITTING FONT DATA TO INFORMATION PROCESSING DEVICE AND METHOD OF TRANSMITTING FONT DATA BY SERVERMarch 2025March 2026Allow1100NoNo
19086607Systems and Methods for a Database ArchiveMarch 2025June 2025Allow310NoNo
19082454ENHANCED SEARCHING USING FINE-TUNED MACHINE LEARNING MODELSMarch 2025January 2026Allow1000YesNo
19083139SELF-VERSIONING DATA LAKEMarch 2025December 2025Allow900NoNo
19082105MACHINE LEARNING ARCHITECTURE FOR CONTEXTUAL DATA RETRIEVALMarch 2025May 2025Allow200YesNo
19055458SYSTEM AND METHOD FOR ANALYSIS OF DATA FROM MULTIPLE DATA SOURCESFebruary 2025January 2026Allow1110NoNo
19054954ON-DEMAND RESTORE OF A SNAPSHOT TO AN ON-DEMAND VOLUME ACCESSIBLE TO CLIENTSFebruary 2025January 2026Allow1110YesNo
19052975DATA ACQUISITION METHOD AND APPARATUS, COMPUTER DEVICE AND STORAGE MEDIUMFebruary 2025December 2025Allow1020NoNo
19048341Transaction Exchange Platform With Watchdog MicroserviceFebruary 2025March 2026Allow1310NoNo
19047445ALLOCATING RESOURCES BASED ON GROUP PERFORMANCE METRICS COMPUTED USING MACHINE LEARNING MODELSFebruary 2025April 2025Allow300YesNo
19045214IMPROVED RESILIENCY OF A DATA STORAGE SYSTEM BY PROTECTING ITS MANAGEMENT DATABASE TO MEET A RECOVERY POINT OBJECTIVE (RPO)February 2025October 2025Allow800NoNo
19043927GRAPH-BASED MODELS WITH FRACTAL NODESFebruary 2025October 2025Allow900NoNo
19043055SYSTEMS AND METHODS FOR A REASONING-INTENSIVE RERANKING BASED ARTIFICIAL INTELLIGENCE CONVERSATION AGENTJanuary 2025September 2025Allow800NoNo
19041435GRAPH-BASED MODELS WITH SIGNAL NODESJanuary 2025October 2025Allow900NoNo
19041202GENERATION OF VECTORS AND MAPPINGS OF CORRESPONDING DATA PORTIONS FOR RETRIEVAL AUGMENTED GENERATION USING BACKUP DATAJanuary 2025September 2025Allow800NoNo
19041779IDENTIFYING SEARCH RESULTS IN A HISTORY REPOSITORYJanuary 2025January 2026Allow1120YesNo
19039943SYSTEMS AND METHODS FOR AUTOMATED AND ASSISTIVE RESOLUTION OF UNMAPPED PATIENT INTAKE DATAJanuary 2025June 2025Allow510YesNo
19039706AUTOMATIC ENFORCEMENT OF STANDARDIZED DATA MODEL MAPPINGJanuary 2025November 2025Allow1000NoNo
19038504PARALLEL CONSTRUCTION ALGORITHM FOR IN-MEMORY HIERARCHICAL NAVIGABLE SMALL WORLD VECTOR INDEX IN A RELATIONAL DATABASE MANAGEMENT SYSTEMJanuary 2025March 2026Allow1310YesNo
19037047BACKUP AND RECOVERY FOR COMPUTING OBJECTS WITH HIERARCHICAL PAGE STRUCTURESJanuary 2025September 2025Allow800NoNo
19036200METHOD AND APPARATUS FOR BOOKMARKING A PORTION OF AN ELECTRONIC DOCUMENTJanuary 2025September 2025Allow700YesNo
19033822Computer-Implemented Method for Configuring a Component with an OPC UA Server in an Industrial PlantJanuary 2025March 2026Allow1310NoNo
19032439VERSIONING OF ITEMS IN A DATA STRUCTUREJanuary 2025November 2025Allow1000NoNo
19032198ZERO TRUST DATA-CENTRIC FILE SYSTEMJanuary 2025July 2025Allow610NoNo
19031759MULTI-MODALITY BASED BUILDING IMAGE RETRIEVAL METHOD, DEVICE AND APPARATUSJanuary 2025July 2025Allow610YesNo
19031158USER INTERFACE METHODS AND SYSTEMS FOR SELECTING AND PRESENTING CONTENTJanuary 2025January 2026Allow1200NoNo
19025385MULTIPLE INDEX SCANSJanuary 2025January 2026Allow1210YesNo
19024908PROCESSING GROUP-BY OPERATIONS IN DATABASESJanuary 2025March 2026Allow1410NoNo
19021202MULTI–STAGE FULLY HOMOMORPHIC ENCRYPTION AND COMPRESSION SYSTEM FOR SECURE DATA PROCESSING AND ANALYSISJanuary 2025April 2025Allow300NoNo
19021974DATA AGGREGATOR GRAPHICAL USER INTERFACEJanuary 2025March 2025Allow200YesNo
19019999Methods and Systems for Data Feature ExtractionJanuary 2025March 2026Allow1410NoNo
19017934Consensus Key Locking with Fast Local Storage for Idempotent TransactionsJanuary 2025January 2026Allow1210YesNo
19018378INTERACTION EVENT DETAILS USING SEARCH SERVICESJanuary 2025February 2026Allow1310YesNo
19018302GENERATING EDITED INPUT TABLES FOR LOW-LATENCY PRESENTATIONJanuary 2025September 2025Allow800YesNo
19016870IMPLEMENTING VECTOR INDEX BUILD AND SEARCH USING QUERY OPERATORSJanuary 2025September 2025Allow900NoNo
19013352SNAPSHOT CONSISTENCY IN A KUBERNETES PLATFORMJanuary 2025September 2025Allow800NoNo
19011509SYSTEM AND METHOD FOR ENCRYPTED VIDEO STREAM DATA COMPACTIONJanuary 2025April 2025Allow410NoNo
19011362CONFIGURATION-DRIVEN EFFICIENT TRANSFORMATION OF FORMATS AND OBJECT STRUCTURES FOR DATA SPECIFICATIONS IN COMPUTING SERVICESJanuary 2025September 2025Allow900YesNo
19006784INGESTION AND SEGMENTATION OF REAL-TIME EVENT DATADecember 2024March 2025Allow300YesNo
19007463Variation Recognition between Heterogeneous Computer SystemsDecember 2024February 2026Abandon1410NoNo
19003197MODEL FRAMEWORK FOR MEDIA CONTENT RECOMMENDATIONSDecember 2024September 2025Allow900YesNo
19002062System and Method for Secure MATCHING AND Linking of Data Elements Across Independent Data SystemsDecember 2024January 2026Allow1300YesNo
18999273AUTOMATIC UPDATES TO INSTRUCTION DOCUMENTS USING CROWDSOURCINGDecember 2024February 2026Allow1400NoNo
18999384NOTEBOOK SNAPSHOT RESTORE IN A SERVERLESS SETTINGDecember 2024September 2025Allow900NoNo
18999280SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCEDecember 2024May 2025Allow500NoNo
18987816ADAPTIVE DATA SCORING USING MULTI-METRIC INTERACTION ANALYSISDecember 2024August 2025Allow800NoNo
18987887INTEGRATING DATA LAKE SEGMENTS WITH CUSTOMER RELATIONSHIP MANAGEMENT SYSTEMDecember 2024September 2025Allow900NoNo
18987993DYNAMIC ORGANIZATION OF SEARCH RESULTSDecember 2024November 2025Allow1100YesNo
18987214Ontology Management System with Explainable AI IntegrationDecember 2024September 2025Allow900NoNo
18986521PERFORMING UNIFIED SEARCH USING A HYBRID SEARCH INDEXDecember 2024September 2025Allow900YesNo
18985750INGESTION AND SEGMENTATION OF REAL-TIME EVENT DATADecember 2024March 2025Allow300YesNo
18985592METHODS AND APPARATUS TO ESTIMATE CARDINALITY THROUGH ORDERED STATISTICSDecember 2024October 2025Allow1010NoNo
18980819DOMAIN-AWARE AUTOCOMPLETEDecember 2024August 2025Allow800NoNo
18979120QUERY OPTIMIZATION AND DISTRIBUTIONDecember 2024September 2025Allow900NoNo
18979009QUERY MANAGEMENT SYSTEM FOR APPLICATION SERVICE PLATFORMDecember 2024July 2025Allow700NoNo
18977411Efficient Copying of DirectoriesDecember 2024February 2026Allow1400NoNo
18970616NATURAL LANGUAGE TO CUSTOMIZE DATA VISUALIZATIONDecember 2024March 2026Allow1510YesNo
18969190DYNAMICALLY ENABLING/DISABLING CHANGE TRACKING ON RUNNING REPLICATION FOR A MULTI-CLIENT FILE SYSTEMDecember 2024January 2026Allow1410NoNo
18965516TRANSACTION-LEVEL DATA RETENTION POLICY INHERITANCEDecember 2024February 2026Allow1410YesNo
18963512DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDINGNovember 2024March 2025Allow410NoNo
18963508DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDINGNovember 2024March 2025Allow410NoNo
18962670FRAMEWORK FOR THE GENERATION OF SEMANTIC CODESNovember 2024March 2026Allow1510YesNo
18868209ACTION ANALYSIS APPARATUS, ACTION ANALYSIS METHOD AND ACTION ANALYSIS PROGRAMNovember 2024August 2025Abandon800NoNo
18957212CONTAINER-BASED ERASURE CODINGNovember 2024August 2025Allow900NoNo
18954284TRANSPARENT DATA MANAGEMENT OF TIERED DATA STREAMSNovember 2024November 2025Allow1200NoNo
18953584SYSTEMS AND METHODS FOR MAPPING COLUMNS ACROSS DATABASESNovember 2024February 2025Allow300YesNo
18954278SYSTEMS AND METHODS FOR USING CROWD SOURCING TO EVALUATE TRUTHFULNESS OR BIAS IN ONLINE CONTENTNovember 2024March 2025Allow410NoNo
18952540FILE INDEXING FOR VIRTUAL MACHINE BACKUPS IN A DATA STORAGE MANAGEMENT SYSTEMNovember 2024October 2025Allow1110NoNo
18948663ERROR TABLES FOR USE WITH RECOVERY ACTIONSNovember 2024July 2025Allow800YesNo
18948029APPARATUS AND METHOD FOR SEARCHING INTERACTIVE DATA THROUGH SEMANTIC INDEXNovember 2024January 2026Allow1410NoNo
18948456MATCHING ONLINE ACCOUNTS WITH OVERLAPPING CHARACTERISTICS BASED ON NON-HOMOGENOUS DATA TYPESNovember 2024August 2025Allow910YesNo
18945173Dynamic Agenda Item Coverage PredictionNovember 2024July 2025Allow800YesNo
18945268GRAPH DATABASE STORAGE ENGINENovember 2024January 2026Allow1410NoNo
18940434SYSTEM AND METHOD FOR BACKUP AND RESTORATION OF A VIRTUAL-HOSTED DATABASE SYSTEMNovember 2024August 2025Allow900NoNo
18939035METHODS AND APPARATUS TO ESTIMATE AUDIENCE SIZES OF MEDIA USING DEDUPLICATION BASED ON BINOMIAL SKETCH DATANovember 2024October 2025Allow1110NoNo
18938427STORAGE SYSTEM MANAGEMENT DEVICENovember 2024March 2026Abandon1611NoNo
18938063FILE-BASED ERROR HANDLING DURING INGESTION WITH TRANSFORMATIONNovember 2024July 2025Allow800NoNo
18862476METHOD AND APPARATUS FOR SEARCH RESULT PRESENTATIONNovember 2024August 2025Allow900NoNo
18933800APPARATUS AND METHOD FOR TRAINING A MODEL TO DETECT TEMPORALLY STRUCTURED INFORMATION WITHIN AN UNSTRUCTURED DATASETOctober 2024August 2025Allow1020YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2165.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
360
Examiner Affirmed
246
(68.3%)
Examiner Reversed
114
(31.7%)
Reversal Percentile
46.7%
Lower than average

What This Means

With a 31.7% 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
1113
Allowed After Appeal Filing
332
(29.8%)
Not Allowed After Appeal Filing
781
(70.2%)
Filing Benefit Percentile
34.5%
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, 29.8% 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 2165 - Prosecution Statistics Summary

Executive Summary

Art Unit 2165 is part of Group 2160 in Technology Center 2100. This art unit has examined 8,444 patent applications in our dataset, with an overall allowance rate of 69.9%. Applications typically reach final disposition in approximately 37 months.

Comparative Analysis

Art Unit 2165's allowance rate of 69.9% places it in the 32% percentile among all USPTO art units. This art unit has a below-average allowance rate compared to other art units.

Prosecution Patterns

Applications in Art Unit 2165 receive an average of 2.58 office actions before reaching final disposition (in the 89% percentile). The median prosecution time is 37 months (in the 23% 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.