USPTO Art Unit 2154 Prosecution Statistics

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18999118Method and System for Real-Time Collaboration, Task Linking, and Code Design and Maintenance in Software DevelopmentDecember 2024May 2025Allow410NoNo
18957601APPARATUS AND METHOD FOR GENERATIVE INTERPOLATIONNovember 2024January 2025Allow200NoNo
18903542System and method for using artificial intelligence to recommend valuable information to usersOctober 2024April 2025Allow610NoNo
18891634SYSTEMS AND METHODS FOR DETERMINING DATE PROXIMITY IN FEATURES ENGINEERINGSeptember 2024June 2025Allow900NoNo
18789322ENTITY RESOLUTION USING MACHINE LEARNINGJuly 2024February 2025Allow610YesNo
18768141METHOD FOR PROCESSING SEMICONDUCTOR WAFERJuly 2024April 2025Allow910NoNo
18762268SYSTEM AND METHODS FOR DELIVERING CONTEXTUAL RESPONSES THROUGH DYNAMIC INTEGRATIONS OF DIGITAL INFORMATION REPOSITORIES WITH INQUIRIESJuly 2024February 2025Allow710YesNo
18762304Finding Relatives in a DatabaseJuly 2024March 2025Allow810NoNo
18760704METHODS AND APPARATUS TO IDENTIFY MEDIA THAT HAS BEEN PITCH SHIFTED, TIME SHIFTED, AND/OR RESAMPLEDJuly 2024June 2025Allow1210YesNo
18759587DETERMINATION OF DATA-SOURCE INFLUENCE ON DATA MANIFESTATIONSJune 2024April 2025Allow900NoNo
18755292METHOD AND SYSTEM FOR REAL-TIME COLLABORATION, TASK LINKING, AND CODE DESIGN AND MAINTENANCE IN SOFTWARE DEVELOPMENTJune 2024February 2025Allow810NoNo
18751738METHODS AND APPARATUS TO IDENTIFY MEDIAJune 2024May 2025Allow1110NoNo
18746962QUERY TASK EXECUTION METHOD, APPARATUS, COMPUTER DEVICE AND STORAGE MEDIUMJune 2024April 2025Allow1020YesNo
18745678METHOD AND SYSTEM FOR INTERPRETING INPUTTED INFORMATIONJune 2024March 2025Allow900NoNo
18742013END USER CONFIGURATION OF COST RULES IN A DATABASE SYSTEM WITH QUERY COSTS BASED ON POWER AND METHODS FOR USE THEREWITHJune 2024March 2025Allow910YesNo
18741877GENERATING QUERY COST DATA BASED ON POWER AND AT LEAST ONE QUERY FUNCTION OF A QUERY REQUESTJune 2024June 2025Allow1210YesNo
18741889POWER BASED QUERY PROCESSING SYSTEM AND METHODS FOR USE THEREWITHJune 2024February 2025Allow810NoNo
18741926GENERATING QUERY COST DATA FOR QUERY REQUESTS BASED ON POWERJune 2024March 2025Allow910YesNo
18736430METHOD, APPARATUS, DEVICE AND MEDIUM FOR PROCESSING DISTRIBUTED FILEJune 2024April 2025Allow1020NoNo
18672860SYSTEM AND METHOD FOR IMPROVED DATA CONSISTENCY IN DATA SYSTEMS INCLUDING DEPENDENT ALGORITHMSMay 2024May 2025Allow1210NoNo
18668993TRACKING INTERMEDIATE CHANGES IN DATABASE DATAMay 2024December 2024Allow700NoNo
18656332DETERMINING USER AFFINITIES FOR CONTENT GENERATION APPLICATIONSMay 2024June 2025Allow1310YesNo
18655709SYSTEMS AND METHODS FOR TRANSFERRING MEDICAL DATA FROM MEDICAL DEVICES TO A REMOTE SERVERMay 2024March 2025Allow1010NoNo
18655952AI-DRIVEN TRANSACTION MANAGEMENT SYSTEMMay 2024May 2025Abandon1310YesNo
18652586System and Methods for Process Mining Using Integrated Data FabricMay 2024August 2024Allow310NoNo
18650497MULTIMODAL ENHANCEMENT OF INTERACTIONS IN CONVERSATION SERVICE APPLICATIONSApril 2024October 2024Allow610NoNo
18648956METHOD AND SYSTEM FOR RECOMMENDING TEST CASES USING MACHINE LEARNING MODELSApril 2024January 2025Allow900YesNo
18639500MULTIMODAL SEMANTIC ANALYSIS AND IMAGE RETRIEVALApril 2024April 2025Allow1210YesNo
18633677SYSTEM AND METHOD FOR GROUPING DATA FILES INTO RELATED GROUPSApril 2024February 2025Allow1010NoNo
18634383SYSTEM AND METHOD FOR MULTI-FORMAT PROPOSAL EVALUATION AND ANALYSISApril 2024September 2024Allow510NoNo
18632620RESTORING INTEGRITY OF A SOCIAL MEDIA THREAD FROM A SOCIAL NETWORK EXPORTApril 2024February 2025Allow1010NoNo
18626678VIRTUAL REPLICATION OF UNSTRUCTURED DATAApril 2024March 2025Allow1210NoNo
18626314DOMAIN NAME PROCESSING SYSTEMS AND METHODSApril 2024May 2025Allow1410YesNo
18617083MULTI-CLUSTER WAREHOUSEMarch 2024January 2025Allow1010NoNo
18615599SYSTEM AND METHOD FOR ENSURING THAT THE RESULTS OF MACHINE LEARNING MODELS CAN BE AUDITEDMarch 2024March 2025Allow1210YesNo
18614423TECHNIQUES FOR DETECTING DATA DRIFTS AT SCALEMarch 2024June 2025Abandon1510NoNo
18611833SNAPSHOT CHANGES FOR CLOUD SYSTEMS DURING ZERO DOWNTIME UPGRADESMarch 2024March 2025Allow1200NoNo
18603024SEARCHING A SUBSET OF A DATABASE HAVING SEARCH TOKENSMarch 2024January 2025Allow1010YesNo
18601718CONFIGURATION-AWARE MICRO-DATABASE CACHESMarch 2024February 2025Allow1110NoNo
18598736METHODS AND COMPOSITIONS FOR PROTEIN SEQUENCINGMarch 2024August 2024Allow510NoNo
18596482STREAM-BASED TRANSACTION PROCESSINGMarch 2024December 2024Allow900NoNo
18594779INDICATING LOCATION STATUSMarch 2024February 2025Allow1210NoNo
18593945LONG DOCUMENT TOPIC SUMMARIZATION USING LARGE LANGUAGE MODELSMarch 2024January 2025Allow1000NoNo
18593760SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING QUESTION AND QUERY PAIRSMarch 2024February 2025Allow1110YesNo
18589308IN-SITU DATA PROCESSING IN OVERLAY SYSTEMS USING MICRO-OVERLAYSFebruary 2024November 2024Allow800NoNo
18587388PARTIAL DATABASE UPDATE BASED ON LIGHTWEIGHT JOINFebruary 2024October 2024Allow700NoNo
18587482COORDINATION OF OVERLAPPING PROCESSING OF AUDIO QUERIESFebruary 2024April 2025Allow1410NoNo
18582111SEARCH SYSTEM AND METHOD HAVING QUALITY SCORINGFebruary 2024August 2024Allow610YesNo
18442654ADVICE PROVISION METHOD FOR USER USING HOUSEHOLD APPLIANCE WHILE VIEWING TERMINAL SCREENFebruary 2024December 2024Allow1010NoNo
18435171CONTENT DISPLAY AND CLUSTERING SYSTEMFebruary 2024October 2024Allow810NoNo
18434362Finding Relatives in a DatabaseFebruary 2024May 2024Allow410NoNo
18427102SYSTEMS, METHODS, AND APPARATUSES FOR AUDIENCE METRIC DETERMINATIONJanuary 2024May 2025Allow1510NoNo
18426130Selective Batching for Inference System for Transformer-Based Generation TasksJanuary 2024March 2025Abandon1410NoNo
18424214INTERACTIVE WORKFLOW FOR DATA ANALYTICSJanuary 2024March 2025Allow1410NoNo
18423743DATA PROCESSING METHOD AND APPARATUS, READABLE STORAGE MEDIUM, AND ELECTRONIC DEVICEJanuary 2024June 2025Allow1610NoNo
18423196HARDWARE OPTIMIZED STRING TABLE FOR ACCELERATED RELATIONAL DATABASE QUERIESJanuary 2024October 2024Allow900NoNo
18420226SYSTEM AND METHOD FOR MAINTAINING METADATA CORRECTNESSJanuary 2024January 2025Allow1200NoNo
18413906ENFORCING BOTH SYNTACTIC AND SEMANTIC CORRECTNESS OF DOMAIN-SPECIFIC DATA QUERIESJanuary 2024December 2024Allow1110NoNo
18403603ARCHITECTURE FOR CLOUD-BASED DATA ANALYTICS SYSTEMJanuary 2024March 2025Allow1510YesNo
18403002QUERY EXECUTION VIA COMMUNICATION WITH AN OBJECT STORAGE SYSTEM VIA AN OBJECT STORAGE COMMUNICATION PROTOCOLJanuary 2024November 2024Allow1110NoNo
18400826STREAMING REAL-TIME DIALOG MANAGEMENTDecember 2023November 2024Allow1110YesNo
18397002JOINING JAVASCRIPT OBJECT NOTATION (JSON) QUERIES ACROSS CLOUD RESOURCESDecember 2023October 2024Allow1000NoNo
18393926SYSTEM AND METHOD FOR AUTOMATED CLUSTERING OF SUBJECT DATADecember 2023September 2024Allow910YesNo
18394209AUTOMATED NEAR-DUPLICATE DETECTION FOR TEXT DOCUMENTSDecember 2023June 2024Allow610YesNo
18389829DATA FUSION SYSTEM AND DATA FUSION METHODDecember 2023February 2025Allow1410NoNo
18545617MULTI-TABLE QUESTION ANSWERING SYSTEM AND METHOD THEREOFDecember 2023May 2025Allow1710NoNo
18541415RESOURCE DE-DUPLICATOR FOR DATA-PROVIDER AGNOSTIC CLOUD SECURITY TOOLDecember 2023October 2024Allow1010NoNo
18541949FINGERPRINTS FOR DATABASE QUERIESDecember 2023April 2025Allow1620NoNo
18538773METHODS AND SYSTEMS FOR PROVIDING A SECURE AUTOMATED ASSISTANTDecember 2023November 2024Allow1110NoNo
18535176LOAD UNIT CONVERSION WITH UNIFIED PERSISTENCEDecember 2023April 2025Allow1610NoNo
18533294System and method for automated data source degradation detectionDecember 2023September 2024Allow1000NoNo
18534002Window-Based Method for Determining Inherited SegmentsDecember 2023May 2025Allow1820YesNo
18532181TESTING FRAMEWORK TO MEASURE IMPACT OF VARIANT WITHIN LARGE SCALE RECOMMENDATION ENGINEDecember 2023May 2024Allow510NoNo
16985183Accelerated Processing of Genomic Data and Streamlined Visualization of Genomic InsightsDecember 2023October 2023Allow3801NoNo
18532294UTILIZING QUERY APPROVAL DATA DETERMINED BASED ON QUERY COST DATA FOR A QUERY REQUESTDecember 2023December 2024Allow1210NoNo
18529218DATABASE LOAD UNIT FOR REPLICATION LOG REPLAYDecember 2023December 2024Allow1210NoNo
18527923USING LARGE GENERATIVE MODELS WITH IMPROVED GROUNDING TO IMPROVE IMAGE CONTEXT QUERIESDecember 2023April 2025Allow1710YesNo
18527696SECURITY FOR GENERATIVE MODELS USING ATTENTION ANALYSISDecember 2023January 2025Allow1400NoNo
18526359Pipelining a binary search algorithm of a sorted tableDecember 2023June 2025Allow1820YesNo
17780146METHOD OF MAKING EFFICIENT BACKUP SPACE FOR ORIGINAL FILE USING DIFFERENCE (DELTA) EXTRACTION METHOD IN DISARMING OPERATION AND APPARATUS THEREFORNovember 2023March 2025Abandon3310NoNo
18524610DATABASE MANAGEMENT SYSTEMS AND METHODS FOR DATASETSNovember 2023October 2024Allow1100NoNo
18520703QUESTION GENERATION APPARATUS, QUESTION GENERATION METHOD, AND RECORDING MEDIUMNovember 2023June 2025Allow1820YesNo
18519140METADATA MANAGEMENT SYSTEM FOR INTER-COMPANY DATA SHARINGNovember 2023March 2025Abandon1510NoNo
18519892AUTOMATIC ANNOTATION FOR VEHICLE DAMAGENovember 2023November 2024Allow1120NoNo
18516592MIGRATING DATA BETWEEN HETEROGENEOUS CLOUD BLOCK DEVICESNovember 2023March 2025Allow1610NoNo
18516216SYSTEM AND METHOD FOR TOPIC-BASED SEARCH ENGINENovember 2023November 2024Allow1200NoNo
18513038RESOURCE VALIDATION SYSTEMS AND METHODSNovember 2023March 2025Allow1620YesNo
18512834FLEXIBLE AND INSTANTANEOUS LOCK EXTENSION FOR AUTO RETENTION LOCKED (ARL) FILES USING ARL LABELSNovember 2023November 2024Allow1200NoNo
18511194Systems and Methods for Revision Control of an Electronic File of a RepositoryNovember 2023December 2024Allow1310YesNo
18389520SYSTEMS AND METHODS FOR ANALYZING PATIENT HEALTH RECORDSNovember 2023January 2025Allow1410NoNo
18507914DATA TRANSFER WITH A BIT VECTOR OPERATION DEVICENovember 2023November 2024Allow1210NoNo
18388718PROCESSING APPARATUS, PROCESSING METHOD, AND NON-TRANSITORY STORAGE MEDIUMNovember 2023June 2025Allow1910YesNo
18505942AUTOMATED SELECTION AND ORDERING OF DATA QUALITY RULES DURING DATA INGESTIONNovember 2023March 2025Allow1610NoNo
18289904DATA EXTRACTION SYSTEM AND DATA EXTRACTION METHODNovember 2023November 2024Allow1210NoNo
18387723Identifying, Processing And Displaying Data Point ClustersNovember 2023September 2024Allow1010NoNo
18502590FILE SYSTEM PROTOCOL ROUTING PLATFORM HAVING A LOCAL REFLECTED COPY OF A REMOTE FILE SYSTEM STRUCTURENovember 2023April 2025Allow1710NoNo
18502711Systems and Methods for Universal Indexing Scheme for Indexing DataNovember 2023February 2025Abandon1610NoNo
18386794SYSTEM FOR IDENTIFICATION OF OBFUSCATED ELECTRONIC DATA THROUGH PLACEHOLDER INDICATORSNovember 2023April 2025Allow1710NoNo
18501700SYSTEM AND METHOD FOR ANALYZING, ORGANIZING, AND PRESENTING DATA STORED ON A MOBILE COMMUNICATION DEVICENovember 2023March 2025Allow1610NoNo
18501630SYSTEMS AND METHODS FOR IDENTIFYING RELEVANT DATA TO USE FOR ENRICHING DATA STRUCTURES IN LARGE DATASETS USING DETECTED METADATA CORRELATIONSNovember 2023October 2024Allow1100NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2154.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
260
Examiner Affirmed
129
(49.6%)
Examiner Reversed
131
(50.4%)
Reversal Percentile
93.9%
Higher than average

What This Means

With a 50.4% reversal rate, the PTAB has reversed the examiner's rejections more often than affirming them. 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
771
Allowed After Appeal Filing
318
(41.2%)
Not Allowed After Appeal Filing
453
(58.8%)
Filing Benefit Percentile
87.4%
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, 41.2% 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 2154 - Prosecution Statistics Summary

Executive Summary

Art Unit 2154 is part of Group 2150 in Technology Center 2100. This art unit has examined 7,413 patent applications in our dataset, with an overall allowance rate of 77.0%. Applications typically reach final disposition in approximately 36 months.

Comparative Analysis

Art Unit 2154's allowance rate of 77.0% places it in the 47% 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 2154 receive an average of 2.25 office actions before reaching final disposition (in the 81% percentile). The median prosecution time is 36 months (in the 17% 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.