USPTO Examiner SHAH VAISHALI - Art Unit 2156

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18989941Graphically Representing Related Record Families Using a Phantom Parent NodeDecember 2024February 2026Allow1310YesNo
18604803IDENTIFYING AND GRAPHICALLY REPRESENTING MULTIPLE PARENT NODES OF A CHILD NODEMarch 2024April 2025Allow1310YesNo
18599651SYSTEMS AND METHODS FOR TRACKING DOCUMENT REUSE AND AUTOMATICALLY UPDATING DOCUMENT FRAGMENTS ACROSS ONE OR MORE PLATFORMSMarch 2024November 2025Allow2110YesNo
18520956IDENTIFICATION OF CONTENT GAPS BASED ON RELATIVE USER-SELECTION RATES BETWEEN MULTIPLE DISCRETE CONTENT SOURCESNovember 2023October 2025Abandon2310YesNo
18376635METHOD AND SYSTEM FOR FACILITATING TRANSFORMING A GRAPH INTO A VECTOROctober 2023October 2025Abandon2410NoNo
18479646METHOD AND SYSTEM FOR GENERATING LONGFORM TECHNICAL QUESTION AND ANSWER DATASETOctober 2023February 2026Allow2830YesNo
18375122SELF-DISCOVERY AND CONSTRUCTION OF TYPE-SENSITIVE COLUMNAR FORMATS ON TYPE-AGNOSTIC STORAGE SERVERS TO ACCELERATE OFFLOADED QUERIESSeptember 2023November 2025Allow2620YesNo
18549239Graph Transformation Method, Apparatus and System of Function Block ChainSeptember 2023April 2025Abandon1910NoNo
18460483Graphically Representing Related Record Families Using a Phantom Parent NodeSeptember 2023September 2024Allow1310YesNo
18313869DATA AUGMENTATION METHOD AND APPARATUS, COMPUTING DEVICE, AND COMPUTER-READABLE STORAGE MEDIUMMay 2023August 2025Abandon2820NoNo
18309045SUB-TRACK GRANULARITY FOR PRESERVING POINT-IN-TIME DATAApril 2023July 2025Allow2620YesNo
18308337MIRRORING OBJECTS BETWEEN DIFFERENT CLOUD PROVIDERS WITH DIFFERENT DATA LAYOUT REQUIREMENTSApril 2023May 2025Allow2420YesNo
18123542METHODS, SYSTEMS, AND MEDIA FOR MODIFYING SEARCH RESULTS BASED ON SEARCH QUERY RISKMarch 2023September 2025Allow3030YesNo
17994229ELECTRONIC DEVICE FOR RECOVERING DATABASE AND METHOD OF OPERATING THE SAMENovember 2022March 2025Allow3830YesNo
17998767File Sharing Method and Terminal DeviceNovember 2022March 2025Abandon2820YesNo
17995804METHODS AND SYSTEMS FOR GENERATING LOGICAL QUERIESOctober 2022March 2025Allow2920YesNo
17951241ASSESSING THE EFFECTIVENESS OF AN ARCHIVAL JOBSeptember 2022June 2025Allow3350YesNo
17903408SYSTEM FOR VERIFYING DRIVER BIOMETRIC INFORMATION AND VEHICLE INFORMATION TO SATISFY CITATIONSeptember 2022November 2024Allow2620YesNo
17799538USER INTERFACES FOR REFINING VIDEO GROUP PACKAGESAugust 2022August 2024Allow2420YesNo
17843600PEER-TO-PEER DELTA IMAGE DISPATCH SYSTEMJune 2022June 2023Allow1220YesNo
17728768ELASTIC IN-MEMORY DATABASE PROVISIONING ON DATABASE-AS-A-SERVICEApril 2022September 2023Allow1730YesNo
17720862Powering Scalable Data Warehousing with Robust Query PerformanceApril 2022September 2025Abandon4260YesNo
17710459DOWN-SIZED CLUSTER PERFORMANCE MODELING FOR A TIERED DATA PROCESSING SERVICEMarch 2022July 2025Allow4030YesNo
17640432INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAMMarch 2022April 2024Abandon2520YesNo
17589869INTELLIGENT PARITY SERVICE WITH DATABASE QUERY OPTIMIZATIONJanuary 2022March 2025Allow3730YesNo
17584925Method and Apparatus for Generating Multimedia FileJanuary 2022January 2024Abandon2320NoNo
17580791EXTENDING FILESYSTEM DOMAINS WITH A DOMAIN MEMBERSHIP CONDITIONJanuary 2022December 2024Allow3530YesNo
17578092EFFICIENT DATABASE STRUCTURED QUERY LANGUAGE EXECUTION FROM APPLICATION LAYERJanuary 2022August 2025Allow4360YesNo
17577443Automatic Mount of Application Filesystem Intermediate Snapshot Creation TimepointsJanuary 2022September 2024Allow3230YesNo
17572759DATABASE RECORD BITJanuary 2022June 2025Allow4140YesNo
17561377DETERMINATION OF RECOMMENDED COLUMN TYPES FOR COLUMNS IN TABULAR DATADecember 2021March 2025Abandon3940YesNo
17643906DETECT DATA STANDARDIZATION GAPSDecember 2021September 2025Allow4550YesNo
17545880PERFORMING AUTOMATED SEMANTIC FEATURE DISCOVERYDecember 2021June 2025Abandon4250YesNo
17540077IDENTIFYING AND GRAPHICALLY REPRESENTING MULTIPLE PARENT NODES OF A CHILD NODEDecember 2021January 2024Allow2630YesNo
17540007DATA NAVIGATION USER INTERFACEDecember 2021September 2025Allow4541YesNo
17533839Graphically Representing Related Record Families Using a Phantom Parent NodeNovember 2021May 2023Allow1710YesNo
17529914EVALUATING STORED QUERY RESULTSNovember 2021February 2026Allow5160YesNo
17519855SYSTEMS AND METHODS FOR DATA INDEXING WITH USER-SIDE SCRIPTINGNovember 2021March 2023Allow1710YesNo
17508831VERSIONED HIERARCHICAL DATA STRUCTURES IN A DISTRIBUTED DATA STOREOctober 2021August 2024Allow3430YesNo
17501646Methods and Systems for a Heterogeneous Multi-Chain FrameworkOctober 2021January 2024Allow2830YesNo
17499901DATABASE-PLATFORM-AGNOSTIC PROCESSING OF NATURAL LANGUAGE QUERIESOctober 2021June 2024Abandon3220NoNo
17491125DATABASE QUERY DISTRIBUTIONSeptember 2021October 2025Allow4860YesNo
17489792VEHICLE DATA COLLECTION SYSTEM AND METHOD INCLUDING RELIABILITY INFORMATION FOR A STORAGE UNIT FOR STORING PARTIAL LOG DATASeptember 2021November 2025Allow5040YesYes
17489501MODELING INDIVIDUAL INTERFACES FOR EXECUTING INTERFACE QUERIES OVER MULTIPLE INTERFACESSeptember 2021August 2025Allow4740YesNo
17484754CLOUD APPLICATION MANAGEMENT USING INSTANCE METADATASeptember 2021July 2024Allow3430YesNo
17483358IMAGE BASED TARGET ANALYSISSeptember 2021June 2023Abandon2020NoNo
17482050METHOD FOR CREATING VIEW-BASED REPRESENTATIONS FROM MULTIMEDIA COLLECTIONSSeptember 2021December 2025Abandon5150NoNo
17475601SHARED CACHE FOR MULTIPLE INDEX SERVICES IN NONRELATIONAL DATABASESSeptember 2021April 2024Allow3130YesNo
17474812Anomaly DetectionSeptember 2021December 2022Allow1510NoNo
17470477FLAP DETECTION IN A COMPUTER SYSTEMSeptember 2021June 2024Allow3330YesNo
17470422DATABASE QUERY SPLITTINGSeptember 2021July 2024Allow3440YesNo
17399520COMPUTERIZED SYSTEM AND METHOD FOR OPTIMIZING QUERIES IN A TEMPLATED VIRTUAL SEMANTIC LAYERAugust 2021November 2023Allow2720YesNo
17391824COMPARING DATASETS USING HASH VALUES OVER A SUBSET OF FIELDSAugust 2021August 2025Allow4950YesNo
17373344PERFORMING INTELLIGENT AFFINITY-BASED FIELD UPDATESJuly 2021May 2025Abandon4760YesNo
17368828Using Semantic Models Determined based on Data Source and Context in a Natural Language Interface for Visual Data AnalysisJuly 2021April 2024Allow3320YesNo
17365963QUERY-BASED ROUTING OF DATABASE REQUESTSJuly 2021June 2023Abandon2410NoNo
17365790DATA MANAGEMENTJuly 2021June 2024Abandon3520NoNo
17346243SYSTEM TO ASSIST USERS OF A SOFTWARE APPLICATIONJune 2021May 2023Abandon2350YesNo
17331454INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND STORAGE MEDIUM FOR OBTAINING ANNOTATED TRAINING DATAMay 2021September 2024Allow4030YesNo
17326992DISPLAY MOUNT INTERFACESMANAGING ACCESS TO FILE-BASED DATABASEMay 2021May 2023Abandon2320NoNo
17319133BUILDING A FILE SYSTEM FOR MULTIPLE ARCHITECTURESMay 2021September 2023Allow2820YesNo
17245930SYSTEM AND METHOD FOR PERFORMING CONTEXT AWARE OPERATING FILE SYSTEM VIRTUALIZATIONApril 2021March 2026Allow5870YesNo
17243209ROUTING DATA BETWEEN PROCESSING PIPELINES VIA A USER DEFINED DATA STREAMApril 2021September 2023Abandon2920YesNo
17227103Computing Networks and Systems for Tracking DataApril 2021November 2023Allow3130YesNo
17214476VIDEO NAVIGATION NORMALIZED BY RELEVANCEMarch 2021May 2023Allow2630YesNo
17156261FAST AND EFFICIENT STORAGE SYSTEM IMPLEMENTED WITH MULTIPLE CLOUD SERVICESJanuary 2021September 2023Allow3230NoNo
17144363DEVICE AND METHOD FOR PROGRESSIVE TOP-K SUBARRAY QUERY PROCESSING IN ARRAY DATABASESJanuary 2021March 2023Allow2630YesNo
17144110COMMUNICATING FINE-GRAINED APPLICATION DATABASE ACCESS TO A THIRD-PARTY AGENTJanuary 2021December 2024Allow4720YesYes
17132894INFORMATION PROCESSING APPARATUS AND NON-TRANSITORY COMPUTER READABLE MEDIUMDecember 2020May 2024Abandon4120YesNo
17126248APPLICATION LEVEL SD CARD SPACE MANAGEMENTDecember 2020April 2023Allow2840YesNo
17127712PREDICTING FUTURE QUIET PERIODS FOR MATERIALIZED VIEWSDecember 2020January 2024Allow3740YesNo
17122954IDENTIFICATION OF CONTENT GAPS BASED ON RELATIVE USER-SELECTION RATES BETWEEN MULTIPLE DISCRETE CONTENT SOURCESDecember 2020August 2023Allow3230YesNo
17121367ACCESS PATH FOR DATABASE OPTIMIZERDecember 2020May 2024Allow4160YesNo
17111017METHOD, SYSTEM, AND COMPUTER PROGRAM PRODUCT FOR GENERATING MAP UPDATE DATA USING SUBTREE DATA STRUCTURESDecember 2020September 2023Abandon3410NoNo
17104745ENHANCED IMAGE SEARCH VIA CONTROLLABLE ATTRIBUTESNovember 2020January 2023Allow2610YesNo
17055247METHODS, SYSTEMS, AND MEDIA FOR MODIFYING SEARCH RESULTS BASED ON SEARCH QUERY RISKNovember 2020November 2022Allow2430YesNo
17071861Use of Multi-Faceted Trust Scores for Decision Making, Action Triggering, and Data Analysis and InterpretationOctober 2020December 2023Allow3830YesNo
16948119CAMERA INPUT AS AN AUTOMATED FILTER MECHANISM FOR VIDEO SEARCHSeptember 2020September 2023Abandon3640YesNo
16989153SOURCE IDENTIFYING FORENSICS SYSTEM, DEVICE, AND METHOD FOR MULTIMEDIA FILESAugust 2020June 2023Allow3430YesNo
16943257METHOD, APPARATUS AND STORAGE MEDIUM FOR IMPLEMENTING A DISCRETE FRAME-BASED SCENE SECTIONJuly 2020March 2023Allow3130YesNo
16899655SEARCH CAPACITY FOR LOCAL AND/OR REMOTE DOCKER SUB-SYSTEMSJune 2020June 2023Abandon3640NoNo
16767953SEARCH SYSTEM, OPERATION METHOD OF TERMINAL APPARATUS, AND PROGRAMMay 2020May 2023Abandon3540YesNo
16880298ASYNCHRONOUS HOST FILE SYSTEM BASED DATA REPLICATIONMay 2020June 2023Abandon3740YesNo
16868608SYSTEM FOR OBJECT IDENTIFICATIONMay 2020August 2022Allow2720YesNo
16867691Methods and Systems for a Heterogeneous Multi-Chain FrameworkMay 2020August 2021Allow1920YesNo
16830465SYSTEMS AND METHODS FOR STRUCTURAL DATA ANALYSISMarch 2020February 2023Abandon3530YesNo
16831376METHOD, DEVICE AND COMPUTER PROGRAM PRODUCT FOR MANAGING INDEX TABLESMarch 2020March 2023Allow3640YesNo
16823786SYSTEMS AND METHODS FOR DATABASE GEOCODINGMarch 2020January 2023Allow3430YesNo
16643056Improved Anomaly DetectionFebruary 2020July 2021Allow1720YesNo
16794572COMMUNICATING SHUFFLED MEDIA CONTENTFebruary 2020October 2024Abandon5660YesNo
16700131ADDING REPLICAS TO A MULTI-LEADER REPLICA GROUP FOR A DATA SETDecember 2019February 2023Allow3840YesNo
16582873TECHNIQUES AND DEVICES FOR CLOUD MEMORY SIZINGSeptember 2019April 2023Abandon4230YesNo
16562813METHOD AND APPARATUS TO MORE QUICKLY CLASSIFY ADDITIONAL TEXT ENTRIESSeptember 2019August 2021Allow2430YesNo
16556815DATABASE ENVIRONMENTS FOR GUEST LANGUAGESAugust 2019March 2025Abandon6080YesNo
16553305CONTEXT-BASED IMAGE TAG TRANSLATIONAugust 2019July 2023Allow4720YesNo
16537491SYSTEM, METHOD, AND COMPUTER PROGRAM FOR COLLECTING DATA FOR MARKETPLACE PRESENTATIONAugust 2019February 2024Allow5450YesYes
16531125INFORMATION PROCESSING APPARATUS AND NON-TRANSITORY COMPUTER READABLE MEDIUM STORING PROGRAMAugust 2019March 2023Abandon4420NoNo
16511485FEDERATED DATA MANAGEMENT BETWEEN PARTNER SYSTEMSJuly 2019September 2023Allow5040YesNo
16299484OPTIMISTIC DATA FETCHING AND RENDERINGMarch 2019January 2023Allow4620YesNo
16294658PEER-TO-PEER DELTA IMAGE DISPATCH SYSTEMMarch 2019April 2022Allow3720YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner SHAH, VAISHALI.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
6
Examiner Affirmed
4
(66.7%)
Examiner Reversed
2
(33.3%)
Reversal Percentile
50.8%
Higher than average

What This Means

With a 33.3% 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
14
Allowed After Appeal Filing
4
(28.6%)
Not Allowed After Appeal Filing
10
(71.4%)
Filing Benefit Percentile
42.0%
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, 28.6% 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.

Examiner SHAH, VAISHALI - Prosecution Strategy Guide

Executive Summary

Examiner SHAH, VAISHALI works in Art Unit 2156 and has examined 116 patent applications in our dataset. With an allowance rate of 69.8%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 41 months.

Allowance Patterns

Examiner SHAH, VAISHALI's allowance rate of 69.8% places them in the 32% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by SHAH, VAISHALI receive 3.61 office actions before reaching final disposition. This places the examiner in the 95% percentile for office actions issued. This examiner issues more office actions than most examiners, which may indicate thorough examination or difficulty in reaching agreement with applicants.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by SHAH, VAISHALI is 41 months. This places the examiner in the 21% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.

Interview Effectiveness

Conducting an examiner interview provides a +59.2% benefit to allowance rate for applications examined by SHAH, VAISHALI. This interview benefit is in the 96% percentile among all examiners. Recommendation: Interviews are highly effective with this examiner and should be strongly considered as a prosecution strategy. Per MPEP § 713.10, interviews are available at any time before the Notice of Allowance is mailed or jurisdiction transfers to the PTAB.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 23.9% of applications are subsequently allowed. This success rate is in the 34% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 6.3% of cases where such amendments are filed. This entry rate is in the 6% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 80.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 62% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 60.0% of appeals filed. This is in the 35% percentile among all examiners. Of these withdrawals, 55.6% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.

Petition Practice

When applicants file petitions regarding this examiner's actions, 76.9% are granted (fully or in part). This grant rate is in the 82% percentile among all examiners. Strategic Note: Petitions are frequently granted regarding this examiner's actions compared to other examiners. Per MPEP § 1002.02(c), various examiner actions are petitionable to the Technology Center Director, including prematureness of final rejection, refusal to enter amendments, and requirement for information. If you believe an examiner action is improper, consider filing a petition.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 11% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 12% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • Expect multiple rounds of prosecution: This examiner issues more office actions than average. Address potential issues proactively in your initial response and consider requesting an interview early in prosecution.
  • Prioritize examiner interviews: Interviews are highly effective with this examiner. Request an interview after the first office action to clarify issues and potentially expedite allowance.
  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.
  • Plan for extended prosecution: Applications take longer than average with this examiner. Factor this into your continuation strategy and client communications.

Relevant MPEP Sections for Prosecution Strategy

  • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
  • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
  • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
  • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
  • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
  • MPEP § 1214.07: Reopening prosecution after appeal

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.