USPTO Art Unit 2165 Prosecution Statistics

Art Unit Information

Art Unit: 2165
Group: 2160
Tech Center: 2100
Total Cases: 8,704
Last Active: March 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19082105MACHINE LEARNING ARCHITECTURE FOR CONTEXTUAL DATA RETRIEVALMarch 2025May 2025Allow200YesNo
19047445ALLOCATING RESOURCES BASED ON GROUP PERFORMANCE METRICS COMPUTED USING MACHINE LEARNING MODELSFebruary 2025April 2025Allow300YesNo
19039943SYSTEMS AND METHODS FOR AUTOMATED AND ASSISTIVE RESOLUTION OF UNMAPPED PATIENT INTAKE DATAJanuary 2025June 2025Allow510YesNo
19021202MULTI�STAGE FULLY HOMOMORPHIC ENCRYPTION AND COMPRESSION SYSTEM FOR SECURE DATA PROCESSING AND ANALYSISJanuary 2025April 2025Allow300NoNo
19021974DATA AGGREGATOR GRAPHICAL USER INTERFACEJanuary 2025March 2025Allow200YesNo
19011509SYSTEM AND METHOD FOR ENCRYPTED VIDEO STREAM DATA COMPACTIONJanuary 2025April 2025Allow410NoNo
18999280SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCEDecember 2024May 2025Allow500NoNo
18963508DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDINGNovember 2024March 2025Allow410NoNo
18963512DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDINGNovember 2024March 2025Allow410NoNo
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
18938063FILE-BASED ERROR HANDLING DURING INGESTION WITH TRANSFORMATIONNovember 2024July 2025Allow800NoNo
18925675SORTED ENTROPY CHUNKS FOR HIGHER SPACE REDUCTIONOctober 2024June 2025Allow800YesNo
18916406MACHINE LEARNING ARCHITECTURE FOR CONTEXTUAL DATA RETRIEVALOctober 2024February 2025Allow400YesNo
18912965SYSTEMS AND METHODS FOR IMAGE LINKINGOctober 2024May 2025Allow700NoNo
18904206TECHNIQUES AND ARCHITECTURE FOR SECURING LARGE LANGUAGE MODEL ASSISTED INTERACTIONS WITH A DATA CATALOGOctober 2024April 2025Allow610YesNo
18901250SYSTEMS AND METHODS FOR AUTOMATED AND ASSISTIVE RESOLUTION OF UNMAPPED PATIENT INTAKE DATASeptember 2024December 2024Allow200NoNo
18889462SYSTEMS AND METHODS FOR PERFORMING DATA MIGRATION BETWEEN DATA CENTERSSeptember 2024May 2025Allow800NoNo
18885883MANAGEMENT DATABASE LONG-TERM ARCHIVING TO A RECOVERY MANAGERSeptember 2024May 2025Allow800NoNo
18827377DATA REPLICATION AND DATA FAILOVER IN DATA STORAGE SYSTEMSSeptember 2024June 2025Allow900YesNo
18822158System And Method For Labeling Objects For Use In Vehicle MovementAugust 2024April 2025Allow800YesNo
18842657DATA ACCESS METHOD AND SYSTEM, DEVICE, AND STORAGE MEDIUMAugust 2024June 2025Allow900NoNo
18820226DYNAMIC SELECTION OF AN AERONAUTICAL DATA PROVIDERAugust 2024April 2025Allow800NoNo
18815619PERFORMING UNIFIED SEARCH USING A HYBRID SEARCH INDEXAugust 2024November 2024Allow300YesNo
18808532SYSTEMS AND METHODS FOR DIRECTORY SERVICE BACKUP AND RECOVERYAugust 2024April 2025Allow800YesNo
18808143SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCEAugust 2024December 2024Allow300NoNo
18807305VOICE QUERY REFINEMENT TO EMBED CONTEXT IN A VOICE QUERYAugust 2024April 2025Allow800NoNo
18795237DATABASE BACKUP AND RECOVERY STRATEGY OPTIMIZATIONAugust 2024April 2025Allow900YesNo
18795110DYNAMIC IMPLEMENTATION OF A BACKUP POLICY FOR DATABASE RECOVERYAugust 2024April 2025Allow800NoNo
18789943Dynamically Removing Duplicate Container Image LayersJuly 2024May 2025Allow900NoNo
18786184UPDATABLE PRIVATE SET INTERSECTIONJuly 2024March 2025Allow800NoNo
18779956OPTIMIZED ARTIFICIAL INTELLIGENCE SEARCH SYSTEM AND METHOD FOR PROVIDING CONTENT IN RESPONSE TO SEARCH QUERIESJuly 2024March 2025Allow800YesNo
18776395Visualization Data Reuse In A Data Analysis SystemJuly 2024June 2025Allow1100NoNo
18729174DATA STRUCTURE FOR MULTIMEDIA APPLICATONSJuly 2024June 2025Allow1120NoNo
18770428Playback Device Queue Access LevelsJuly 2024May 2025Allow1110YesNo
18768865INGESTION AND SEGMENTATION OF REAL-TIME EVENT DATAJuly 2024October 2024Allow300YesNo
18767293COLD TIERING MICROSERVICE FOR DEDUPLICATED DATAJuly 2024February 2025Allow700NoNo
18760961SYSTEMS AND METHODS FOR AGGREGATING DATA RELATED TO EMPLOYEE AND PATIENT RECORDSJuly 2024December 2024Allow510YesNo
18755103SMART PHONE FOR CONTROLLING METADATA ASSOCIATED WITH EXPORTED IMAGE DATA AND METHODS FOR USE THEREWITHJune 2024September 2024Allow200NoNo
18748766CLUSTER OF MOBILE DEVICES PERFORMING PARALLEL COMPUTATION OF NETWORK CONNECTIVITYJune 2024March 2025Allow900NoNo
18747416DETERMINATION OF MEANING OF A PHRASE WITH AMBIGUITY RESOLUTIONJune 2024April 2025Allow1000YesNo
18747415ANSWER INFORMATION GENERATION METHODJune 2024June 2025Allow1200YesNo
18742044System and method of joining research studies to extract analytical insights for enabling cross-study analysisJune 2024February 2025Allow800YesNo
18737177Transaction Exchange Platform with a Messenger Microservice to Update TransactionsJune 2024April 2025Allow1110NoNo
18736351SYSTEMS AND METHODS OF CHAINED CONVERSATIONAL PROMPT ENGINEERING FOR INFORMATION RETRIEVALJune 2024February 2025Allow800NoNo
18735249INTERACTIVE AND DYNAMIC MAPPING ENGINE (IDME)June 2024January 2025Allow700YesNo
18680374DATA AGGREGATOR GRAPHICAL USER INTERFACEMay 2024November 2024Allow510YesNo
18673111PROVIDING AN OBJECT-BASED RESPONSE TO A NATURAL LANGUAGE QUERYMay 2024February 2025Allow900YesNo
18672466RESILIENCY OF A DATA STORAGE SYSTEM BY PROTECTING ITS MANAGEMENT DATABASE TO MEET A RECOVERY POINT OBJECTIVE (RPO)May 2024December 2024Allow700YesNo
18664935SYSTEMS AND METHODS FOR DATA MIGRATIONMay 2024March 2025Allow1000NoNo
18656349Systems and Methods for Document Analysis to Produce, Consume and Analyze Content-By-Example Logs for DocumentsMay 2024April 2025Allow1210YesNo
18654777METHODS AND SYSTEM FOR DETECTING UNMANAGED RESOURCES IN CLOUD-BASED DATA WAREHOUSING SYSTEMMay 2024June 2025Allow1310YesNo
18654985PAGEABLE HASH INDEX FOR DOCUMENT STOREMay 2024February 2025Allow1000NoNo
18653092SYSTEMS AND METHODS FOR IMAGE LINKINGMay 2024July 2024Allow200NoNo
18651938Data Item MatchingMay 2024February 2025Allow1000YesNo
18643248System and Methods for Extracting Statistical Information From DocumentsApril 2024June 2025Abandon1410NoNo
18635939OPTIMIZING RETENTION TIMEFRAMES OF DEDUPLICATED COPIES AT STORAGE PLATFORMS THAT ARE WRITE-ONCE READ-MANY (WORM) ENABLEDApril 2024March 2025Allow1110NoNo
18633931A ZERO TRUST ACCESS CONTROLLERApril 2024October 2024Allow700NoNo
18627018SYSTEMS AND METHODS FOR RANKING USER CAPABILITIES USING MACHINE LEARNING TECHNIQUESApril 2024January 2025Allow1000NoNo
18626643AUTOMATED BACKUP AND RESTORE OF A DISK GROUPApril 2024October 2024Allow700NoNo
18625687BACKUP AND RECOVERY UNDER GROUP-LEVEL ENCRYPTIONApril 2024October 2024Allow600NoNo
18625526SYSTEM AND METHOD FOR DATA BLOCK ANALYSIS PRIORITIZATION AND ROUTING VIA QUANTUM MACHINE LEARNINGApril 2024March 2025Allow1100NoNo
18621820SEARCH RESULTS FOR PSEUDO-CONTENTMarch 2024March 2025Allow1100YesNo
18622411SYSTEMS AND METHODS FOR RELATIONAL DATABASE INSIGHT EXTRACTION AND VISUALIZATIONMarch 2024November 2024Allow700NoNo
18620019Dynamically Instantiated Complex Query ProcessingMarch 2024December 2024Allow900NoNo
18618711ELECTRONIC DEVICE FOR RECOVERING FILE AND OPERATION METHOD OF ELECTRONIC DEVICEMarch 2024June 2025Allow1510YesNo
18616149DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDINGMarch 2024November 2024Allow820NoNo
18615424METHODS AND APPARATUS TO ESTIMATE AUDIENCE SIZES OF MEDIA USING DEDUPLICATION BASED ON MULTIPLE VECTORS OF COUNTSMarch 2024April 2025Allow1210NoNo
18614986ON-DEMAND RESTORE OF A SNAPSHOT TO AN ON-DEMAND VOLUME ACCESSIBLE TO CLIENTSMarch 2024October 2024Allow700NoNo
18610943MERGING AND UNMERGING ENTITY REPRESENTATIONS VIA RESOLVER TREESMarch 2024September 2024Allow600NoNo
18610183SYSTEMS AND METHODS FOR USING DATA APPLICATIONS AND DATA FILTERS TO IMPROVE CUSTOMER COMMUNICATIONSMarch 2024April 2025Allow1310YesNo
18607314Improve Leadership Election In Consensus Protocol With Heterogeneous NodesMarch 2024November 2024Allow800NoNo
18600607Synchronizing Account Balances Across Financial InstitutionsMarch 2024January 2025Allow1110NoNo
18598230Visualization Tool For Building Nested QueriesMarch 2024November 2024Allow800NoNo
18688479GENERIC RULES ENGINEMarch 2024October 2024Allow710YesNo
18592411FAST CREATION OF A FILE SYSTEM ENTITYFebruary 2024March 2025Allow1300YesNo
18443911Matching Audio FingerprintsFebruary 2024May 2025Allow1520NoNo
18443857MACHINE REASONING AS A SERVICEFebruary 2024December 2024Allow1000YesNo
18444078ENHANCED SEARCHING USING FINE-TUNED MACHINE LEARNING MODELSFebruary 2024February 2025Allow1200YesNo
18441863CACHING LARGE LANGUAGE MODEL (LLM) RESPONSES USING HYBRID RETRIEVAL AND RECIPROCAL RANK FUSIONFebruary 2024November 2024Allow920YesNo
18436116FLEXIBLE, SCALABLE GRAPH-PROCESSING ACCELERATORFebruary 2024October 2024Allow800YesNo
18431914PUSH INTERACTION INCLUDING LINKED DATAFebruary 2024March 2025Allow1310YesNo
18430843SYSTEM AND METHOD FOR EFFECTIVE COMPRESSION REPRESENTATION AND DECOMPRESSION OF DIVERSE TABULATED DATAFebruary 2024June 2025Allow1620NoNo
18428615INCREMENTALLY DETERMINING CHECKSUMS FOR A SNAPSHOTJanuary 2024February 2025Allow1210NoNo
18428305MULTI-SERVICE BUSINESS PLATFORM SYSTEM HAVING CUSTOM WORKFLOW ACTIONS SYSTEMS AND METHODSJanuary 2024February 2025Allow1210NoNo
18428089PROVIDING ACCESS WITH SEPARATE AUTHENTICATION TO SECURE CONTENT IN REPOSITORIESJanuary 2024March 2025Allow1410NoNo
18426772ERROR TABLES TO TRACK ERRORS ASSOCIATED WITH A BASE TABLEJanuary 2024August 2024Allow600YesNo
18425812Time-sequenced, Asynchronous Byzantine Fault Tolerant Consensus for Distributed LedgerJanuary 2024April 2024Allow300YesNo
18423705SYSTEMS, METHODS, AND COMPUTER PRODUCTS FOR MODEL-BASED QUERY ASSIGNMENTJanuary 2024January 2025Allow1210NoNo
18423365GRANULAR CLOUD RESTORE WITH MULTI STORAGE CLASS SUPPORTJanuary 2024January 2025Allow1200NoNo
18418097DISTRIBUTED TRANSACTION EXECUTION MANAGEMENT IN DISTRIBUTED DATABASESJanuary 2024January 2025Allow1210YesNo
18417490Machine Learning Technologies for Predicting Results of Cable Fire TestsJanuary 2024September 2024Allow800YesNo
18416602TECHNIQUES FOR IDENTIFYING SEMANTICALLY RELEVANT SEARCH RESULTSJanuary 2024December 2024Allow1000NoNo
18416276DOMAIN-AWARE AUTOCOMPLETEJanuary 2024September 2024Allow800NoNo
18415551MACHINE LEARNED MODELS FOR SEARCH AND RECOMMENDATIONSJanuary 2024January 2025Allow1210YesNo
18414528CACHE MANAGEMENT FOR FASTER LIVE BROWSING AND FILE INDEXING OF BACKUP COPIES, INCLUDING BLOCK-LEVEL BACKUP COPIES OF VIRTUAL MACHINES AND/OR FILE SYSTEMSJanuary 2024August 2024Allow700NoNo
18414894LIGHTWEIGHT METADATA HANDLING FOR FILE INDEXING AND LIVE BROWSE OF BACKUP COPIESJanuary 2024August 2024Allow700NoNo
18413759Cloud-native global file system with data exporterJanuary 2024August 2024Allow700YesNo
18412183Multiple Views of a Geographic Area on a Mobile DeviceJanuary 2024May 2025Abandon1610NoNo
18407852Using Generative Artificial Intelligence to Improve User InteractionsJanuary 2024February 2025Allow1410NoNo

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
319
Examiner Affirmed
215
(67.4%)
Examiner Reversed
104
(32.6%)
Reversal Percentile
50.6%
Higher than average

What This Means

With a 32.6% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
1013
Allowed After Appeal Filing
308
(30.4%)
Not Allowed After Appeal Filing
705
(69.6%)
Filing Benefit Percentile
35.6%
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, 30.4% 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 show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

⚠ 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 8,704 patent applications in our dataset, with an overall allowance rate of 72.8%. Applications typically reach final disposition in approximately 35 months.

Comparative Analysis

Art Unit 2165's allowance rate of 72.8% places it in the 34% 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 2.43 office actions before reaching final disposition (in the 90% percentile). The median prosecution time is 35 months (in the 20% 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.