USPTO Art Unit 2169 Prosecution Statistics

Art Unit Information

Art Unit: 2169
Group: 2160
Tech Center: 2100
Total Cases: 8,009
Last Active: March 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19076782SECURE CROSS-PLATFORM ORCHESTRATION AND KNOWLEDGE MANAGEMENT OF MACHINE-LEARNING MODELSMarch 2025May 2025Allow200NoNo
19046934NATURAL LANGUAGE TO SQL ON CUSTOM ENTERPRISE DATA WAREHOUSE POWERED BY GENERATIVE ARTIFICIAL INTELLIGENCEFebruary 2025April 2025Allow300YesNo
19017556DYNAMIC GENERATION OF GUIDED PAGESJanuary 2025April 2025Allow300NoNo
19001865MULTI-AGENT DATA ASSET SYNTHESIS SYSTEMDecember 2024March 2025Allow300YesNo
18981612ADAPTIVE DATA PROCESSING SYSTEM WITH DYNAMIC TECHNIQUE SELECTION AND FEEDBACK-DRIVEN OPTIMIZATIONDecember 2024February 2025Allow200YesNo
18912007SYSTEM AND METHOD FOR AGGREGATION AND GRADUATED VISUALIZATION OF USER GENERATED SOCIAL POST ON A SOCIAL MAPPING NETWORKOctober 2024June 2025Allow800YesNo
18888088ARTIFICIAL INTELLIGENCE SANDBOX FOR AUTOMATING DEVELOPMENT OF AI MODELSSeptember 2024November 2024Allow200NoNo
18888151AUTOMATING EFFICIENT DEPLOYMENT OF ARTIFICIAL INTELLIGENCE MODELSSeptember 2024May 2025Allow820YesNo
18814019SYSTEM AND METHODS FOR IMPLEMENTING A FEATURE SET OF HIGH-DIMENSIONAL SPATIAL DATA IN SPORTS PREDICTIONSAugust 2024April 2025Allow700YesNo
18813148SELECTIVE SKIPPING OF DICTIONARY SCANS AND/OR INDEX LOOKUPS DURING QUERY PROCESSING IN DATABASE SYSTEMSAugust 2024March 2025Allow700YesNo
18795107APPARATUS AND METHOD FOR TRAINING A MACHINE LEARNING MODELAugust 2024November 2024Allow300YesNo
18790910SYSTEMS AND METHODS FOR CONVERTING DATA ASSOCIATED WITH A CLINICAL DIGITAL ARTIFACT TO ONE OR MORE MACHINE LEARNING-INFORMED ELECTRONIC COMMUNICATIONSJuly 2024September 2024Allow200NoNo
18774702INTELLIGENT QUERY RESPONSE IN ERP SYSTEMS USING GENERATIVE AIJuly 2024March 2025Allow800YesNo
18773483Distributed File System that Provides Scalability and ResiliencyJuly 2024March 2025Allow800NoNo
18761956INCREMENTAL VAULT TO OBJECT STOREJuly 2024April 2025Allow900NoNo
18746772LINEAR MODEL PARTITIONERJune 2024February 2025Allow800YesNo
18743996METHODS AND SYSTEMS FOR ARRANGING AND DISPLAYING GUIDED RECOMMENDATIONS VIA A GRAPHICAL USER INTERFACE BASED ON BIOLOGICAL EXTRACTIONJune 2024May 2025Allow1100NoNo
18740222METHODS, SYSTEMS, AND DEVICES FOR AUTOMATICALLY GENERATING, SORTING, AND STORING FUELING STATION DATAJune 2024March 2025Allow1000YesNo
18736765RETENTION LOCK LEVERAGING IN A BACKUP COMPUTING SYSTEMJune 2024May 2025Allow1110NoNo
18737125METHOD FOR ASSURANCE SCORE DETERMINATION ON DATA SETSJune 2024March 2025Allow900YesNo
18734794DYNAMIC GENERATION OF GUIDED PAGESJune 2024September 2024Allow300NoNo
18732418METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR DATA PROCESSINGJune 2024August 2024Allow200YesNo
18673264SYSTEMS AND METHODS FOR FACILITATING DATABASE QUERIESMay 2024December 2024Allow710YesNo
18670446SYSTEMS AND METHODS FOR REDUCING COMPUTATIONAL RESOURCE USAGE IN A QUERY-BASED DATA ACCESS SYSTEM VIA A REPEATED QUERY RESULTS REPOSITORYMay 2024February 2025Allow910NoNo
18665374System and Method for Extraction ManagementMay 2024January 2025Allow810NoNo
18661319PROCESSING DATA USING NODES IN A SCALABLE ENVIRONMENTMay 2024April 2025Allow1110YesNo
18654419Machine Learning System and Method for Total Addressable Market Assessments in Connection with Keyword QualificationMay 2024September 2024Allow510YesNo
18654584SYSTEMS AND METHODS FOR AUTOMATICALLY GENERATING A WEBSITE AND SUGGESTING A RELATED BUSINESS ENTITY TYPE USING GENERATIVE ARTIFICIAL INTELLIGENCEMay 2024March 2025Allow1000YesNo
18652220Artificial Reality Environment Control Through an Artificial Reality Environment SchemaMay 2024February 2025Allow1010NoNo
18650930AUTOMATED NON-SYNCHRONIZATION DETECTION AND RESOLUTION IN COMPLEX SYSTEMSApril 2024May 2025Allow1210YesNo
18649630EVENT PREDICTIONApril 2024June 2025Allow1310YesNo
18646676TECHNIQUES FOR REPLICATION CHECKPOINTING DURING DISASTER RECOVERYApril 2024December 2024Allow800YesNo
18640448Methods and Systems for Improved Document Processing and Information RetrievalApril 2024February 2025Allow1010NoNo
18634293Partitioning Documents For Contextual SearchApril 2024November 2024Allow700YesNo
18632401SYSTEMS AND METHODS FOR AUTOMATIC CHANGE REQUEST MANAGEMENT USING SIMILARITY METRIC COMPUTATIONSApril 2024March 2025Allow1210NoNo
18627332GENERATING A UNIFIED METADATA GRAPH VIA A RETRIEVAL-AUGMENTED GENERATION (RAG) FRAMEWORK SYSTEMS AND METHODSApril 2024June 2024Allow300NoNo
18626236REAL-TIME SEARCH AND RETRIEVAL OF STREAMING SENSOR DATAApril 2024July 2024Allow400YesNo
18622213Systems and Methods for Extracting Data Views from Heterogeneous SourcesMarch 2024May 2025Allow1410YesNo
18621463SYSTEM AND METHOD FOR QUERYING MULTIPLE DATA SOURCESMarch 2024April 2025Allow1320NoNo
18622660TECHNIQUE OF REDUCING SIZE OF BINARY JSON WITH/WITHOUT COMPRESSIONMarch 2024January 2025Allow900NoNo
18621385QUERY PERFORMANCE IMPROVEMENT OF A QUERY FOR A DATABASE APPLICATION USING REWRITEMarch 2024April 2025Allow1210YesNo
18622301Out-Of-Core BFS For Shortest Path Graph QueriesMarch 2024February 2025Allow1100NoNo
18617305ACCESSING SILOED DATA ACROSS DISPARATE LOCATIONS VIA A UNIFIED METADATA GRAPH SYSTEMS AND METHODSMarch 2024May 2025Allow1410NoNo
18603307FILE TRANSFER SYSTEM, FILE TRANSFER METHOD, AND FILE TRANSFER PROGRAMMarch 2024April 2025Allow1310YesNo
18600483METADATA SEARCH, FILTERING, AND AGGREGATION USING INDEXESMarch 2024February 2025Allow1200NoNo
18600583SELECTING SUBSCRIBING COMPUTING NODE TO EXECUTE DATA STORAGE PLAN FOR DATA SHARDMarch 2024April 2025Allow1310YesNo
18596608System and Method for Segmenting Mobile Entities Based on Detected Mobile EventsMarch 2024April 2025Allow1320YesNo
18595234VERSION CONTROL INTERFACE FOR ACCESSING DATA LAKESMarch 2024May 2025Abandon1410NoNo
18584071DATA MANAGEMENT APPARATUS, DATA MANAGEMENT METHOD, AND COMPUTER PROGRAMFebruary 2024March 2025Allow1300YesNo
18581179PROVIDING SUGGESTIONS WITHIN A DOCUMENTFebruary 2024September 2024Allow700YesNo
18443237SYSTEMS AND METHODS FOR TRAINED EMBEDDING MAPPINGS FOR IMPROVED RETRIEVAL AUGMENTED GENERATIONFebruary 2024August 2024Allow610NoNo
18440160COMPILING OPTIMIZED DATABASE STATEMENTSFebruary 2024February 2025Allow1210YesNo
18438813SYSTEMS AND METHODS FOR ELECTRONIC NOTIFICATION QUEUESFebruary 2024January 2025Allow1110YesNo
18439484Playback Queue Collaboration and NotificationFebruary 2024February 2025Allow1210YesNo
18438301INFERRING A DATASET SCHEMA FROM INPUT FILESFebruary 2024September 2024Allow710NoNo
18436824COMPUTER-IMPLEMENTED DATA PROCESSING METHOD, AND MEASUREMENT SYSTEMFebruary 2024June 2025Allow1610YesNo
18430709METHOD AND SYSTEM OF EXTRACTING DATA BASED ON SPATIAL FEATURESFebruary 2024January 2025Allow1210YesNo
18428887SCHEMA SNAPSHOT ISOLATION ACCESS IN A RELATIONAL DATABASEJanuary 2024March 2025Allow1420YesNo
18428428MODIFYING A QUERY FOR PROCESSING BY MULTIPLE DATA PROCESSING SYSTEMSJanuary 2024November 2024Allow900YesNo
18429219DYNAMIC QUERY PLANNING AND EXECUTIONJanuary 2024January 2025Allow1200YesNo
18428371MANAGEMENT OF OBJECT DEPENDENCY RECORDS IN A CLOUD SYSTEMJanuary 2024January 2025Allow1210NoNo
18293306METHODS AND SYSTEMS FOR DATA SYNCHRONIZATION, AND COMPUTER-READABLE STORAGE MEDIAJanuary 2024May 2025Allow1610NoNo
18426265Shared Virtual Area Communication Environment Based Apparatus and MethodsJanuary 2024April 2025Allow1410YesNo
18424784DYNAMIC GENERATION OF GUIDED PAGESJanuary 2024March 2024Allow100NoNo
18424355Object Lock Across Versioning Modes in Object StorageJanuary 2024February 2025Allow1200YesNo
18421764ACCOUNT ASSOCIATION SYSTEMS AND METHODSJanuary 2024March 2025Allow1420YesNo
18421908Updating Transactions in a Distributed Database with a Leader System and Follower SystemJanuary 2024February 2025Allow1310NoNo
18419820METHOD AND SYSTEM FOR CONTENT-BASED INDEXING OF DATA STREAMS IN STREAMING STORAGE SYSTEMSJanuary 2024March 2025Allow1410NoNo
18419791COMPUTER IMPLEMENTED SYSTEM AND METHODS FOR IMPLEMENTING A SEARCH ENGINE ACCESS POINTJanuary 2024June 2025Allow1610NoNo
18419179DATA IDENTIFICATION USING INVERTED INDEXESJanuary 2024June 2025Allow1620YesNo
18413492SYSTEMS AND METHODS FOR GENERATION AND MANAGEMENT OF SQL DATA DEFINITION AND DATA MANIPULATION STATEMENTS VIA SERIALLY REUSABLE METADATAJanuary 2024March 2024Allow200YesNo
18412444SYSTEMS AND METHODS FOR DATA VALIDATION AND ASSURANCEJanuary 2024January 2025Allow1210NoNo
18412306METHODS AND COMPOSITIONS FOR GOVERNING PHENOTYPIC OUTCOMES IN PLANTSJanuary 2024November 2024Allow1000NoNo
18412438CHECKPOINT AND RESTORE BASED STARTUP OF EXECUTOR NODES OF A DISTRIBUTED COMPUTING ENGINE FOR PROCESSING QUERIESJanuary 2024October 2024Allow900YesNo
18407881SPACE- EFFICIENT CHANGE JOURNAL FOR A STORAGE SYSTEMJanuary 2024April 2025Allow1520YesNo
18408208COMPRESSION OF FLUCTUATING DATAJanuary 2024September 2024Allow800YesNo
18405872SYSTEMS AND METHODS FOR PRESENTING DATA WITH DEGREES OF INTERESTJanuary 2024July 2024Allow610YesNo
18405573AUTOMATED INTERLEAVED CLUSTERING RECOMMENDATION FOR DATABASE ZONE MAPSJanuary 2024September 2024Allow800YesNo
18402272Systems and Methods for Automatically Creating Content Modification SchemeJanuary 2024March 2025Allow1420YesNo
18399013INTERACTIVE DATASET PREPARATIONDecember 2023April 2025Allow1530YesNo
18573944METHOD AND APPARATUS FOR KNOWLEDGE GRAPH CONSTRUCTION, STORAGE MEDIUM, AND ELECTRONIC DEVICEDecember 2023April 2025Allow1620NoNo
18391976INSTRUCTIVE ACTIONS BASED ON CATEGORIZATION OF INPUT DATADecember 2023March 2025Allow1510YesNo
18393517Data Preparation Using Semantic RolesDecember 2023August 2024Allow800YesNo
18392558PARTITIONING DATA IN A VERSIONED DATABASEDecember 2023March 2025Allow1510YesNo
18392237REPLICATING DATA IN A VERSIONED DATABASEDecember 2023June 2025Allow1820NoNo
18391042INFORMATION PROCESSING METHOD AND APPARATUS, DEVICE AND READABLE STORAGE MEDIUMDecember 2023March 2025Allow1530NoNo
18390916ACCESSING SILOED DATA ACROSS DISPARATE LOCATIONS VIA A UNIFIED METADATA GRAPH SYSTEMS AND METHODSDecember 2023March 2024Allow300NoNo
18390247SYSTEMS AND METHODS FOR DETERMINING DATABASE PERMISSIONSDecember 2023November 2024Allow1100NoNo
18390739WRITING GRAPH DATADecember 2023August 2024Allow800NoNo
18571787APPARATUS, METHOD AND COMPUTER PROGRAM FOR ACCESSING AN APPLICATION SOFTWARE BY A PLURALITY OF USERSDecember 2023May 2025Abandon1710NoNo
18543415Machine Learning Models For Automated Sustainability Data Source Ingestion And ProcessingDecember 2023October 2024Allow1000YesNo
18540364OBJECT MANAGEMENT SYSTEM FOR EFFICIENT CONTENT ITEM MANAGEMENTDecember 2023February 2025Allow1410NoNo
18569835HIERARCHICAL QUERY METHODS AND APPARATUSESDecember 2023June 2025Allow1810NoNo
18536680LOCALLY REBUILDING ROWS FOR QUERY EXECUTION VIA A DATABASE SYSTEMDecember 2023September 2024Allow900YesNo
18528993METHOD AND SYSTEM FOR PERFORMING HIERARCHICAL CLASSIFICATION OF DATADecember 2023April 2025Abandon1610YesNo
18529975SYSTEMS AND METHODS FOR CLUSTERING DIGITAL CONTENTDecember 2023November 2024Allow1100NoNo
18526182METHOD OF ASSESSING INPUT-OUTPUT DATASETS USING LOCAL COMPLEXITY VALUES AND ASSOCIATED DATA STRUCTUREDecember 2023April 2025Allow1610YesNo
18566206INFORMATION PROCESSING DEVICE, METHOD, AND RECORDING MEDIUMDecember 2023January 2025Allow1310YesNo
18524576REAL-TIME SEARCH AND RETRIEVAL OF STREAMING SENSOR DATANovember 2023February 2024Allow300YesNo
18523246SYSTEMS AND METHODS FOR PREVENTING DATABASE DEADLOCKS DURING SYNCHRONIZATIONNovember 2023May 2025Allow1710YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2169.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
391
Examiner Affirmed
263
(67.3%)
Examiner Reversed
128
(32.7%)
Reversal Percentile
51.7%
Higher than average

What This Means

With a 32.7% 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
1139
Allowed After Appeal Filing
313
(27.5%)
Not Allowed After Appeal Filing
826
(72.5%)
Filing Benefit Percentile
23.4%
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, 27.5% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the bottom 25% across the USPTO, indicating that filing appeals is less effective here than in most other areas.

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 2169 - Prosecution Statistics Summary

Executive Summary

Art Unit 2169 is part of Group 2160 in Technology Center 2100. This art unit has examined 8,009 patent applications in our dataset, with an overall allowance rate of 71.1%. Applications typically reach final disposition in approximately 35 months.

Comparative Analysis

Art Unit 2169's allowance rate of 71.1% places it in the 31% 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 2169 receive an average of 2.79 office actions before reaching final disposition (in the 97% percentile). The median prosecution time is 35 months (in the 21% 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.