USPTO Art Unit 2153 Prosecution Statistics

Art Unit Information

Art Unit: 2153
Group: 2150
Tech Center: 2100
Total Cases: 5,636
Last Active: January 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19008216DUAL LEDGER SYNCINGJanuary 2025July 2025Allow610YesNo
18988223Combined Wide And Deep Machine Learning Models For Automated Database Element Processing Systems, Methods And ApparatusesDecember 2024March 2025Allow310NoNo
18931781DIRECTING REQUESTS TO DATABASES BASED ON CLIENT ACCOUNT ASSOCIATIONOctober 2024June 2025Allow800NoNo
18919163EXTENSIBLE DATA PLATFORM WITH DATABASE DOMAIN EXTENSIONSOctober 2024June 2025Allow800NoNo
18915764Proactive Multi-Modal Automotive ConciergeOctober 2024June 2025Allow820YesNo
18892312RESOLVING DATASET CORRUPTION OF TRANSFERRED DATASETS USING PROGRAMMING LANGUAGE-AGNOSTIC DATA MODELING PLATFORMSSeptember 2024November 2024Allow200NoNo
18828988Method and System for Ontology-Based Dynamic Learning and Knowledge Integration From Measurement Data and TextSeptember 2024June 2025Allow900NoNo
18815606GENERATING A HYBRID SEARCH INDEX FOR UNIFIED SEARCHAugust 2024March 2025Allow710YesNo
18811261METHOD AND SYSTEM FOR PROVIDING CUSTOMIZED EXPERIENCE TO A USER PROFILEAugust 2024November 2024Allow300NoNo
18807634Combined Wide And Deep Machine Learning Models For Automated Database Element Processing Systems, Methods And ApparatusesAugust 2024November 2024Allow310NoNo
18798168COMPUTER NETWORK ARCHITECTURE AND METHOD FOR PREDICTIVE ANALYSIS USING LOOKUP TABLES AS PREDICTION MODELSAugust 2024December 2024Allow410NoNo
18771454ARTIFICIAL INTELLIGENCE DRIVEN PERSONALIZATION FOR CONTENT AUTHORING APPLICATIONSJuly 2024March 2025Allow800NoNo
18753604Machine-Learned Classification of Network TrafficJune 2024December 2024Allow620YesNo
18723793Machine-Learned Classification of Network TrafficJune 2024June 2025Allow1120YesNo
18748362METHOD AND APPARATUS FOR GENERATING INDEX, AND ELECTRONIC DEVICEJune 2024March 2025Allow800NoNo
18749279SYSTEMS AND METHODS FOR LEVERAGING ACOUSTIC INFORMATION OF VOICE QUERIESJune 2024April 2025Allow1010NoNo
18748533METHODS FOR CONTEXT BASED COMPRESSION OF GENOMIC DATA FOR IMMUNO-ONCOLOGY BIOMARKERSJune 2024April 2025Allow1010NoNo
18742806BATCH MATERIALIZATION FOR FULL ROW UPDATESJune 2024February 2025Allow800NoNo
18738252INDEXED GEOSPATIAL SEARCHJune 2024February 2025Allow910NoNo
18680964GENERATING DIGITAL CONTENT CLUSTERS BASED ON WEB ACTIVITYMay 2024July 2025Allow1320YesNo
18677657INTERFACE FOR CLUSTER API MONITORING AND SYSTEMS AND METHODS FOR THE SAMEMay 2024April 2025Allow1110YesNo
18668744Backing up a Load Control SystemMay 2024April 2025Allow1000YesNo
18668115SYSTEMS AND METHODS FOR MICRO FRONT END COMPONENT ROUTING USING QUERY PARAMETERSMay 2024February 2025Allow900NoNo
18655946APPROXIMATE METRIC FOR DATASET USING REPRESENTATIVE SUBSETMay 2024March 2025Allow1100NoNo
18648827AUTONOMOUSLY PROVIDING SEARCH RESULTS POST-FACTO, INCLUDING IN ASSISTANT CONTEXTApril 2024June 2025Allow1310NoNo
18647566IDENTIFYING RELATED VIDEOS BASED ON RELATEDNESS OF ELEMENTS TAGGED IN THE VIDEOSApril 2024June 2025Allow1400NoNo
18644083QUERYING HETEROGENEOUS DATA SOURCES USING MACHINE LEARNING BASED LANGUAGE MODELApril 2024December 2024Allow700NoNo
18631342Automatic Data Analysis Formula Phrase GenerationApril 2024March 2025Allow1110NoNo
18629594APPARATUS AND METHODS FOR GENERATING OBFUSCATED DATA WITHIN A COMPUTING ENVIRONMENTApril 2024August 2024Allow410NoNo
18619912PROCESSING INSTRUCTIONS TO INVALIDATE CACHED RESULTANT DATA IN A DATABASE SYSTEMMarch 2024May 2025Allow1300NoNo
18616165DUAL LEDGER SYNCINGMarch 2024December 2024Allow920YesNo
18611031SYSTEMS AND METHODS FOR A SEARCH TOOL OF CODE SNIPPETSMarch 2024February 2025Allow1110NoNo
18606948COMPUTER-BASED SYSTEMS FOR DYNAMIC DATA DISCOVERY AND METHODS THEREOFMarch 2024March 2025Allow1210NoNo
18598381GRAPH DATABASE INTERFACE SYSTEMMarch 2024March 2025Allow1220YesNo
18595612COMPUTER SYSTEMS AND METHODS FOR SELECTIVE SYNCHRONIZATIONMarch 2024December 2024Allow1000NoNo
18589935Method and Apparatus For Information Sharing Over a Web Based EnvironmentFebruary 2024July 2024Allow510YesNo
18588329SYSTEMS AND METHODS FOR COLLECTING AND DISTRIBUTING DIGITAL EXPERIENCE INFORMATIONFebruary 2024December 2024Allow1010NoNo
18589052COPY AVOIDANCE VIA STATIC ANALYSIS FOR DBMS QUERYINGFebruary 2024September 2024Allow710NoNo
18587645METHOD AND APPARATUS FOR SHARING INFORMATION AMONG USERSFebruary 2024May 2025Abandon1430NoNo
18585955METHOD FOR MIGRATING A CUSTOMER COMMUNICATION DOCUMENT BETWEEN CUSTOMER COMMUNICATION MANAGEMENT PLATFORMSFebruary 2024December 2024Allow1000NoNo
18584649AUTOMATED ENHANCEMENT OF METADATA IN MEDIA PROGRAM DATABASE USING EMBEDDED VECTORSFebruary 2024June 2025Allow1610YesNo
18584612GEOSPATIAL ANALYSIS AND DATA EXPORTFebruary 2024December 2024Allow900NoNo
18583805ASYNCHRONOUS TO SYNCHRONOUS REPLICATION TRANSITIONFebruary 2024February 2025Allow1210YesNo
18583256SYSTEMS AND METHODS FOR MANAGING AGNOSTIC DATA FORMS FOR VENDORSFebruary 2024August 2024Allow510NoNo
18582301DATA MIGRATION FACTORYFebruary 2024May 2025Allow1410NoNo
18443503System and Method for Time-aligning Data Transmission to a Mobile ReceiverFebruary 2024June 2025Allow1600NoNo
18442567MIGRATION OF DATASETS AMONG FEDERATED DATABASE SYSTEMSFebruary 2024March 2025Allow1300NoNo
18441788GENERATION OF QUERIES USING NON-TEXTUAL INPUTFebruary 2024January 2025Allow1110YesNo
18436057THREE-DIMENSIONAL DATA DYNAMIC STORAGE METHOD, STORAGE MEDIUM AND COMPUTERFebruary 2024April 2025Allow1410NoNo
18437059ANALYZING A DATABASE BY REPRESENTING DATABASE RECORDS IN A PROJECTION SPACE INFLUENCED BY FORCESFebruary 2024December 2024Allow1010YesNo
18434761REGULATION-BASED ELECTRONIC MESSAGE ROUTINGFebruary 2024June 2025Allow1610NoNo
18433378INTELLIGENT AUTOMATED PLANNING SYSTEM FOR LARGE-SCALE OPERATIONSFebruary 2024June 2025Allow1610NoNo
18428964COMPUTER NETWORK ARCHITECTURE AND METHOD FOR PREDICTIVE ANALYSIS USING LOOKUP TABLES AS PREDICTION MODELSJanuary 2024March 2024Allow200NoNo
18427450SUMMARIZATION AND PERSONALIZATION OF BIG DATA METHOD AND APPARATUSJanuary 2024February 2025Allow1310NoNo
18426499VECTOR DATASET INDEX PARAMETER DETERMINATIONJanuary 2024December 2024Allow1000NoNo
18427043USING PATTERN-BASED RESULT TABLES TO SPEED UP SPARQL QUERIES ON RDF GRAPH SETSJanuary 2024October 2024Allow800NoNo
18427653BOOTSTRAPPING TECHNIQUES FOR PERFORMING CROSS REGION DISASTER RECOVERYJanuary 2024December 2024Allow1110YesNo
18427116GRAPH DATA QUERY METHOD AND APPARATUSJanuary 2024February 2025Allow1310NoNo
18426501SYSTEM AND METHOD TO FACILITATE ONE OR MORE QUALITY CHECKS ON A PLURALITY OF ATTRIBUTESJanuary 2024November 2024Allow900NoNo
18426322GAZE ASSISTED SEARCH QUERYJanuary 2024March 2025Allow1410YesNo
18418479CONTROLLING ACTIONS IN A FILE SYSTEM ENVIRONMENT USING BUCKETS CORRESPONDING TO PRIORITYJanuary 2024September 2024Allow800NoNo
18417186PROXY SERVERS FOR MANAGING QUERIES TO LARGE LANGUAGE MODELSJanuary 2024January 2025Allow1220YesNo
18416169DATABASE SYSTEM FOR TIME SERIES DATA STORAGE, PROCESSING, AND ANALYSISJanuary 2024January 2025Allow1210NoNo
18415067SYSTEMS AND METHODS FOR ACCESSING DATA ENTITIES MANAGED BY A DATA PROCESSING SYSTEMJanuary 2024November 2024Allow1010NoNo
18413735CLOUDCACHE IMPLEMENTATION FOR AN OBJECT STORAGE-BASED FILE SYSTEMJanuary 2024June 2025Allow1710NoNo
18409980MANAGING SEARCH ENGINES BASED ON SEARCH PERFORM METRICSJanuary 2024September 2024Allow800NoNo
18408786TECHNIQUES FOR IN-MEMORY STITCHINGJanuary 2024May 2025Allow1610YesNo
18409636APPARATUS AND METHODS FOR INCREASING PROXIMITY OF A SUBJECT PROCESS TO AN OUTLIER CLUSTERJanuary 2024April 2024Allow300NoNo
18408258INCLUSION OF TIME-SERIES GEOSPATIAL MARKERS IN ANALYSES EMPLOYING A CYBER-DECISION PLATFORMJanuary 2024May 2025Allow1610NoNo
18406338SNAPSHOT STORAGE AND MANAGEMENT WITHIN AN OBJECT STOREJanuary 2024April 2025Allow1510YesNo
18405174SYSTEMS AND METHODS FOR IN-APPLICATION DYNAMIC CONTENT LOADINGJanuary 2024June 2025Allow1720YesNo
18403139CONTEXT-BASED SEARCHING SYSTEMS AND METHODS FOR VEHICLESJanuary 2024June 2025Allow1720YesNo
18403210AUTOMATIC SLICE DISCOVERY AND SLICE TUNING FOR DATA MINING IN AUTONOMOUS SYSTEMSJanuary 2024May 2025Allow1610NoNo
18401162STORING CONTEXTUAL DATA WITH CONTEXT SCHEMASDecember 2023February 2025Allow1410YesNo
18575469METHOD OF UPLOADING AND MANAGING SINGLE DATA SET LARGER THAN MAXIMUM BLOCK SIZE ON BLOCKCHAINDecember 2023June 2025Abandon1810NoNo
18396847METHODS AND SYSTEMS FOR REFRESHING CURRENT PAGE INFORMATIONDecember 2023October 2024Allow1000NoNo
18394594BLOCKCHAIN SHARDING METHOD, SYSTEM, AND SERVER BASED ON LOCALLY REPAIRABLE SYSTEM CODESDecember 2023November 2024Allow1110YesNo
18390874RENDERING SUGGESTION FOR SEARCHING ENTITY WITHIN APPLICATION IN RESPONSE TO DETERMINING THE ENTITY IS ASSOCIATED WITH THE APPLICATIONDecember 2023March 2025Allow1410NoNo
18541780SYSTEM FOR ESTABLISHING A DIGITAL INTERCONNECTION BETWEEN VESSELS FOR COLLECTION OF MICRO-PLASTICS IN A SECURED WAYDecember 2023June 2025Allow1800NoNo
18540521User Profile Based on Clustering Tiered DescriptorsDecember 2023February 2025Allow1410NoNo
18537936System and Method For Handling Real-Time Transactional EventsDecember 2023August 2024Allow800NoNo
18538123TRANSFORMING DATA INTO DATA ENTITIESDecember 2023March 2025Allow1510YesNo
18537737DISTRIBUTED DATA STORAGE FRAMEWORKDecember 2023February 2025Allow1410YesNo
18537657VERIFYING DATA INTEGRITY OF DATA STORED IN BLOCK-LEVEL DATA STORAGE ACROSS MULTIPLE BLOCKCHAINSDecember 2023May 2025Allow1700NoNo
18535988WEB DOCUMENT ENHANCEMENTDecember 2023June 2025Allow1810YesNo
18532167ENFORCEMENT OF A MINIMUM RESULT SET SIZE RULE FOR QUERIES REQUESTED FOR EXECUTION AGAINST A DATABASE SYSTEMDecember 2023January 2025Allow1410NoNo
18530537DATA DELETION FOR BUSINESS SERVER ENVIRONMENTSDecember 2023June 2025Allow1800NoNo
18526009METHODS AND APPARATUS TO ANALYZE AND ADJUST DEMOGRAPHIC INFORMATIONDecember 2023October 2024Allow1010NoNo
18524810DETERMINATION OF HIERARCHICAL CODESNovember 2023January 2025Allow1410YesNo
18525296QUERY BLOCK BOUNDARY IDENTIFICATIONNovember 2023February 2025Allow1510NoNo
18523740Method and Apparatus For Managing an Online MeetingNovember 2023September 2024Allow1030YesNo
18521060METHOD, SERVER, AND RECORDING MEDIUMNovember 2023February 2025Allow1410NoNo
18519783TABLE-DRIVEN SEGMENT SYSTEMS AND METHODS FOR GENERATING PASSENGER INFORMATION MESSAGESNovember 2023January 2025Allow1410NoNo
18515821Selective Aggregation Of Records For The Application Of A FunctionNovember 2023April 2025Allow1710YesNo
18516108METHOD, APPARATUS, AND COMPUTER READABLE MEDIUM FOR QUANTITATIVELY GROUPING USING COMPUTATIONAL CLUSTERINGNovember 2023December 2024Allow1210NoNo
18562943PRIVACY PRESERVING RECOMMENDATION SYSTEMNovember 2023February 2025Allow1500NoNo
18513391SYSTEMS AND METHODS FOR GENERATING DATA TRANSFERS USING PROGRAMMING LANGUAGE-AGNOSTIC DATA MODELING PLATFORMSNovember 2023September 2024Allow1010NoNo
18510318Cascading Data Impact Visualization ToolNovember 2023July 2024Allow800NoNo
18389337Managed Tables for Data LakesNovember 2023May 2025Allow1830YesNo
18388678SYSTEMS AND METHODS FOR FACILITATING ENHANCEMENTS TO RELATED ELECTRONIC SEARCHES COORDINATED FOR A GROUP OF USERSNovember 2023June 2025Allow1910NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2153.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
176
Examiner Affirmed
102
(58.0%)
Examiner Reversed
74
(42.0%)
Reversal Percentile
84.2%
Higher than average

What This Means

With a 42.0% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is in the top 25% across the USPTO, indicating that appeals are more successful here than in most other areas.

Strategic Value of Filing an Appeal

Total Appeal Filings
562
Allowed After Appeal Filing
229
(40.7%)
Not Allowed After Appeal Filing
333
(59.3%)
Filing Benefit Percentile
86.1%
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, 40.7% 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 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 is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Art Unit 2153 - Prosecution Statistics Summary

Executive Summary

Art Unit 2153 is part of Group 2150 in Technology Center 2100. This art unit has examined 5,636 patent applications in our dataset, with an overall allowance rate of 77.4%. Applications typically reach final disposition in approximately 34 months.

Comparative Analysis

Art Unit 2153's allowance rate of 77.4% places it in the 49% 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 2153 receive an average of 2.23 office actions before reaching final disposition (in the 80% 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 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.