USPTO Examiner PEACH POLINA G - Art Unit 2165

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19041779IDENTIFYING SEARCH RESULTS IN A HISTORY REPOSITORYJanuary 2025January 2026Allow1120YesNo
18999280SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCEDecember 2024May 2025Allow500NoNo
18868209ACTION ANALYSIS APPARATUS, ACTION ANALYSIS METHOD AND ACTION ANALYSIS PROGRAMNovember 2024August 2025Abandon800NoNo
18952540FILE INDEXING FOR VIRTUAL MACHINE BACKUPS IN A DATA STORAGE MANAGEMENT SYSTEMNovember 2024October 2025Allow1110NoNo
18933800APPARATUS AND METHOD FOR TRAINING A MODEL TO DETECT TEMPORALLY STRUCTURED INFORMATION WITHIN AN UNSTRUCTURED DATASETOctober 2024August 2025Allow1020YesNo
18808143SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCEAugust 2024December 2024Allow300NoNo
18802574TECHNIQUES FOR ADDING AND REMOVING STORAGE OBJECTS FROM GROUPSAugust 2024July 2025Allow1100NoNo
18837171SYSTEMS AND METHODS FOR AUTOMATICALLY GENERATING IDENTIFIERS FOR MULTIMEDIA INFORMATION SETSAugust 2024November 2025Allow1510NoNo
18748766CLUSTER OF MOBILE DEVICES PERFORMING PARALLEL COMPUTATION OF NETWORK CONNECTIVITYJune 2024March 2025Allow900NoNo
18745530NATURAL LANGUAGE SELECTION OF OBJECTS IN IMAGE DATAJune 2024August 2025Allow1410YesNo
18679287USING LARGE LANGUAGE MODELS TO GENERATE SEARCH QUERY ANSWERSMay 2024November 2025Allow1810NoNo
18662104Programmatic Visualization of Database TablesMay 2024February 2026Abandon2120YesNo
18695224PROVIDING INTERPRETABILITY FOR MULTIVARIATE TIME-SERIES DATA ANOMALY DETECTIONMarch 2024October 2025Abandon1910NoNo
18590595METHOD, DEVICE, AND MEDIUM FOR MANAGING ACTIVITY DATA WITHIN AN APPLICATIONFebruary 2024November 2025Allow2120NoNo
18538519SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCEDecember 2023July 2024Allow710YesNo
18500328DATABASE MANAGEMENT FOR DIGITALLY STORING ITEM INFORMATIONNovember 2023December 2024Allow1400NoNo
18384289Document Matching Using Machine LearningOctober 2023October 2025Abandon2320YesNo
18449518DATABASE AND SYSTEM ARCHITECTURE FOR ANALYZING MULTIPARTY INTERACTIONSAugust 2023June 2025Allow2220YesNo
18142224TECHNIQUES FOR ADDING AND REMOVING STORAGE OBJECTS FROM GROUPSMay 2023May 2024Allow1200NoNo
18141565TRANSLATION OF TENANT IDENTIFIERSMay 2023August 2025Allow2830NoNo
18137989NEWS-RELATED SEARCH RESULT DATA PROCESSING AND DISPLAY METHOD AND APPARATUSApril 2023March 2026Abandon3440YesNo
18137679INFORMATION PROVISION SYSTEM AND STORAGE MEDIUM FOR RECOMMENDING VEHICLE BASED ON USER'S CLOTHINGApril 2023November 2025Abandon3130YesNo
18032776MONITORING, SORTING, RPESENTING OBJECTS AND GENERATING A MULTIMEDIA DOCUMENT BY A TERMINAL COMPUTING DEVICEApril 2023May 2025Allow2530NoNo
18031829SYSTEMS AND METHODS FOR PROVIDING FEEDBACK TO WEBPAGE OWNERSApril 2023November 2025Abandon3130YesNo
18133556TECHNIQUES FOR IMPLEMENTING MODIFICATIONS TO A STRETCHED RESOURCE GROUPApril 2023September 2024Allow1710NoNo
18297694SENTIMENT EXTRACTION FROM CONSUMER REVIEWS FOR PROVIDING PRODUCT RECOMMENDATIONSApril 2023April 2025Abandon2420NoNo
18131563METHOD AND SYSTEM FOR UTILIZING A DE-NORMALIZED MASTER TABLE STRUCTURE FOR THE PROCESSING OF SUBSCRIPTIONSApril 2023August 2024Allow1710NoNo
18129240SIMILARITY DEGREE CALCULATION DEVICE, SIMILARITY DEGREE CALCULATION METHOD, AND NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUMMarch 2023December 2025Allow3200NoNo
18028792SYSTEM INCLUDING PEER-TO-PEER NETWORK INVOLVED IN BLOCKCHAIN, METHOD FOR SUPPORTING CONSTRUCTION OF THE SAME PEER-TO-PEER NETWORK, AND SMART CONTRACT EXECUTED ON PEERMarch 2023March 2026Abandon3540NoNo
18028066System and Method for Matching into a Complex Data SetMarch 2023February 2025Allow2320NoNo
18112658SERVER AND ELECTRONIC DEVICE FOR PROCESSING USER UTTERANCE AND OPERATING METHOD THEREOFFebruary 2023March 2025Abandon2520NoNo
18112678System and Method for Ranking Content ItemsFebruary 2023June 2025Allow2830YesNo
18112967GENERATING CONVERSATION TOPICS USING NEURAL NETWORKSFebruary 2023July 2024Allow1610YesNo
18170679DETERMINING QUALITY OF MACHINE LEARNING MODEL OUTPUTFebruary 2023November 2025Allow3300NoNo
18167071PRINTED MATERIAL MANAGEMENT SYSTEM AND SHREDDERFebruary 2023March 2025Allow2500NoNo
18092143METHOD AND SYSTEM FOR GENERATING A TEXTUAL RESPONSE USING A TEXTUAL QUARRYDecember 2022July 2024Abandon1860NoNo
18147898SYSTEM AND METHOD FOR IMPROVED SEARCHING ACROSS MULTIPLE DATABASESDecember 2022September 2024Allow2140NoNo
18060807CLIENT REFRESHDecember 2022October 2025Abandon3440YesNo
18059245CLUSTER ANALYSIS METHOD, CLUSTER ANALYSIS SYSTEM, AND CLUSTER ANALYSIS PROGRAMNovember 2022February 2025Abandon2620NoNo
17984981DATABASE AND SYSTEM ARCHITECTURE FOR ANALYZING MULTIPARTY INTERACTIONSNovember 2022March 2023Allow400NoNo
18051148DATABASE TRANSACTIONS ACROSS DIFFERENT DOMAINSOctober 2022September 2024Allow2240NoNo
17976985SYSTEMS AND METHODS FOR NAVIGATING AN EXTENDED REALITY HISTORYOctober 2022October 2025Allow3540YesNo
17974528DATASET DEFINITION AND COLLECTION FOR LIFECYCLE MANAGEMENT SYSTEM FOR CONTENT-BASED DATA PROTECTIONOctober 2022November 2025Abandon3640NoNo
17974382RECOMMENDATION OF ENTRY COLLECTIONS BASED ON MACHINE LEARNINGOctober 2022December 2025Abandon3740YesNo
17969678INFORMATION PROCESSING APPARATUS, NON-TRANSITORY COMPUTER READABLE MEDIUM STORING PROGRAM, AND INFORMATION PROCESSING METHODOctober 2022February 2026Abandon3920NoNo
17960736SYSTEM, METHOD, AND COMPUTER PROGRAM FOR EXTRACTING ENTITY DATA FROM A PLURALITY OF RELATED DATA OBJECTS FROM AN EXTERNAL MULTI-TENANT SAAS ENVIRONMENTOctober 2022November 2024Allow2520YesNo
17960641ROBOT SYSTEM WITH ELECTRONIC MANUALOctober 2022March 2025Abandon3020NoNo
17934472INDUSTRIAL BLOCKCHAIN DIGITAL TWIN CHANGE MANAGEMENTSeptember 2022December 2024Abandon2620YesNo
17933212COLUMN-BASED UNION PRUNINGSeptember 2022October 2024Abandon2520NoNo
17930821SYSTEMS AND METHODS FOR MONITORING USER-DEFINED METRICSSeptember 2022March 2025Abandon3040NoNo
17940382PRE-EMPTIVE GRAPH SEARCH FOR GUIDED NATURAL LANGUAGE INTERACTIONS WITH CONNECTED DATA SYSTEMSSeptember 2022August 2024Allow2320NoNo
17897593DISAMBIGUATING UNRECOGNIZED ABBREVIATIONS IN SEARCH QUERIES USING MACHINE LEARNINGAugust 2022June 2024Allow2220NoNo
17886316FILE INDEXING FOR VIRTUAL MACHINE BACKUPS IN A DATA STORAGE MANAGEMENT SYSTEMAugust 2022July 2024Allow2320NoNo
17886445CHANNEL BASED FLOW CONTROL OF DATA DURING EXECUTION OF DATABASE QUERIESAugust 2022September 2023Allow1300NoNo
17886250EXECUTING DATABASE QUERIES FOR GROUPING DATA USING CHANNEL BASED FLOW CONTROLAugust 2022August 2024Allow2520YesNo
17874871INTEGRATING MULTIPLE SHARED DOCUMENTSJuly 2022May 2025Abandon3330NoNo
17814987CONFIGURABLE AND INCREMENTAL DATABASE MIGRATION FRAMEWORK FOR HETEROGENEOUS DATABASESJuly 2022May 2025Abandon3440NoNo
17865963SYSTEMS AND METHODS FOR BIAS PROFILING OF DATA SOURCESJuly 2022July 2024Abandon2410NoNo
17862147UNCERTAINTY-AWARE CONTINUOUS CONTROL SYSTEM BASED ON REINFORCEMENT LEARNINGJuly 2022August 2025Allow3810NoNo
17810990CROSS DOMAIN TRANSACTIONSJuly 2022August 2022Allow200NoNo
17848136Stochastic Bitstream Generation with In-Situ Function MappingJune 2022February 2026Allow4320YesNo
17842584TAGGING WRITERS FOR INCREMENTAL BACKUPS OF SYSTEM OBJECTSJune 2022August 2023Allow1400NoNo
17842559DYNAMIC BACKUP AND DISCOVERY OF NEW WRITERS OF A COPY SERVICEJune 2022March 2024Allow2120NoNo
17833605SYSTEMS AND METHODS FOR IMPLEMENTING GENERATED ALIMENTARY INSTRUCTION SETS BASED ON VIBRANT CONSTITUTIONAL GUIDANCEJune 2022February 2024Allow2020YesNo
17833846SYSTEM AND METHOD FOR TRANSLATING A SOFTWARE QUERY IN AN AUTOMATED INTEGRATION PROCESS INTO NATURAL LANGUAGEJune 2022September 2024Allow2730YesNo
17828198System for Generation and Use of Pinned SearchesMay 2022June 2024Abandon2420YesNo
17826957LINEAR INTERVAL-BASED DYNAMIC RANGE PARTITIONINGMay 2022February 2024Allow2120NoNo
17827122APPROACHES OF INCIDENT MONITORING AND RESOLUTIONMay 2022July 2024Allow2620YesNo
17663592SYSTEM AND METHOD FOR DATABASE ACCESS USING A HISTORY WALKERMay 2022February 2024Abandon2130YesNo
17728961POLICY DECLARATIONS FOR CLOUD MANAGEMENT SYSTEMApril 2022May 2025Abandon3630NoNo
17674914REPLICATING LARGE STATEMENTS WITH LOW LATENCYFebruary 2022April 2024Allow2630NoNo
17666287User Centric Topics for Topic SuggestionsFebruary 2022March 2023Allow1300NoNo
17557899MODEL-BASED DOCUMENT SEARCHDecember 2021June 2024Abandon2960YesNo
17541447ARTIFICIAL INTELLIGENCE METHODS AND SYSTEMS FOR GENERATION AND IMPLEMENTATION OF ALIMENTARY INSTRUCTION SETSDecember 2021November 2023Allow2320NoNo
17537391DIGITAL DATA PROCESSING SYSTEMS AND METHODS FOR DIGITAL CONTENT RETRIEVAL AND GENERATIONNovember 2021January 2024Allow2620NoNo
17534171Multi-Resolution Raster Data Access Method, Apparatus, Electronic Device, and Computer Storage MediumNovember 2021August 2023Allow2110YesNo
17454202VISUALIZATION AND EXPLORATION OF PROBABILISTIC MODELS FOR MULTIPLE INSTANCESNovember 2021May 2023Allow1820NoNo
17517772METHODS AND SYSTEMS FOR SELF-FULFILLMENT OF A DIETARY REQUESTNovember 2021December 2025Allow4920NoNo
17512735SYSTEMS AND METHODS FOR ACCESSING ONLINE MEETING MATERIALSOctober 2021February 2024Abandon2810NoNo
17492993METHODS AND SYSTEMS FOR TRANSPORT OF AN ALIMENTARY COMPONENT BASED ON DIETARY REQUIRED ELIMINATIONSOctober 2021June 2025Allow4460YesNo
17492840METHODS AND SYSTEMS FOR AN ARTIFICIAL INTELLIGENCE FITNESS PROFESSIONAL SUPPORT NETWORK FOR VIBRANT CONSTITIONAL GUIDANCEOctober 2021September 2023Allow2320YesNo
17412056DATABASE SYSTEM PUBLIC TRUST LEDGER CONTRACT LINKAGEAugust 2021May 2024Allow3320YesNo
17408671DATA COORDINATION SYSTEM INCLUDING AN API PLATFORM FOR NOTIFYING AN ANALYSIS RESULT OF COLLECTED DATAAugust 2021January 2024Abandon2820NoNo
17408580DATA COORDINATION SYSTEM INCLUDING AN API PLATFORM FOR NOTIFYING AN ANALYSIS RESULT OF COLLECTED DATAAugust 2021January 2024Abandon2820NoNo
17403562KEYWORD AND BUSINESS TAG EXTRACTIONAugust 2021September 2024Abandon3740NoNo
17443482DATABASE MANAGEMENT FOR DIGITALLY STORING ITEM INFORMATIONJuly 2021July 2023Allow2320YesNo
17419616CLUSTER ANALYSIS METHOD, CLUSTER ANALYSIS SYSTEM, AND CLUSTER ANALYSIS PROGRAMJune 2021September 2022Allow1530YesNo
17357933ANSWER TEXT PROCESSING METHODS AND APPARATUSES, AND KEY TEXT DETERMINATION METHODSJune 2021September 2022Abandon1420YesNo
17413957INFORMATION PROCESSING APPARATUS FOR REGISTRATION OF ITEMS FOR LOCATION SERACHJune 2021March 2024Abandon3320NoNo
17324659COMPUTER-READABLE RECORDING MEDIUM RECORDING ANSWERING PROGRAM, ANSWERING METHOD, AND ANSWERING DEVICEMay 2021April 2024Abandon3510NoNo
17244421SYSTEM AND METHOD FOR IMPROVED SEARCHING ACROSS MULTIPLE DATABASESApril 2021October 2022Allow1740YesNo
17219609MAINTAINING STATES OF PARTITIONS OF A TABLE FOR ADJUSTING CLUSTERING RATIOSMarch 2021June 2021Allow200NoNo
17163837ADAPTIVE RECOMMENDATIONS OF USER-GENERATED MEDIASETSFebruary 2021December 2023Allow3530YesNo
17262697INTELLIGENT SERENDIPITOUS DOCUMENT DISCOVERY NOTIFICATIONSJanuary 2021August 2025Allow5540YesYes
17114423CREATING A CORRELATION SEARCHDecember 2020May 2024Allow4240YesNo
17106010EXPANDED CHARACTER ENCODING TO ENHANCE REGULAR EXPRESSION FILTER CAPABILITIESNovember 2020May 2023Allow3020YesNo
17075893CONFIGURABLE AND INCREMENTAL DATABASE MIGRATION FRAMEWORK FOR HETEROGENEOUS DATABASESOctober 2020April 2022Allow1800NoNo
17075001FILE INDEXING FOR VIRTUAL MACHINE BACKUPS IN A DATA STORAGE MANAGEMENT SYSTEMOctober 2020May 2022Allow1900NoNo
17069293HIGH DIMENSIONAL TO LOW DIMENSIONAL DATA TRANSFORMATION AND VISUALIZATION SYSTEMOctober 2020December 2020Allow200NoNo
17063468DATABASE AND SYSTEM ARCHITECTURE FOR ANALYZING MULTIPARTY INTERACTIONSOctober 2020July 2022Allow2120YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner PEACH, POLINA G.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
39
Examiner Affirmed
28
(71.8%)
Examiner Reversed
11
(28.2%)
Reversal Percentile
44.0%
Lower than average

What This Means

With a 28.2% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
65
Allowed After Appeal Filing
18
(27.7%)
Not Allowed After Appeal Filing
47
(72.3%)
Filing Benefit Percentile
40.7%
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, 27.7% 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 face challenges. Ensure your case has strong merit before committing to full Board review.

Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner PEACH, POLINA G - Prosecution Strategy Guide

Executive Summary

Examiner PEACH, POLINA G works in Art Unit 2165 and has examined 428 patent applications in our dataset. With an allowance rate of 52.1%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 42 months.

Allowance Patterns

Examiner PEACH, POLINA G's allowance rate of 52.1% places them in the 14% percentile among all USPTO examiners. This examiner is less likely to allow applications than most examiners at the USPTO.

Office Action Patterns

On average, applications examined by PEACH, POLINA G receive 3.56 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 PEACH, POLINA G is 42 months. This places the examiner in the 18% 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 +20.9% benefit to allowance rate for applications examined by PEACH, POLINA G. This interview benefit is in the 65% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 14.9% of applications are subsequently allowed. This success rate is in the 11% percentile among all examiners. Strategic Insight: RCEs show lower effectiveness with this examiner compared to others. Consider whether a continuation application might be more strategic, especially if you need to add new matter or significantly broaden claims.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 6.4% 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, 31.6% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 32% percentile among all examiners. Note: Pre-appeal conferences show below-average success with this examiner. Consider whether your arguments are strong enough to warrant a PAC request.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 42.6% of appeals filed. This is in the 9% percentile among all examiners. Of these withdrawals, 31.0% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner rarely withdraws rejections during the appeal process compared to other examiners. If you file an appeal, be prepared to fully prosecute it to a PTAB decision. Per MPEP § 1207, the examiner will prepare an Examiner's Answer maintaining the rejections.

Petition Practice

When applicants file petitions regarding this examiner's actions, 34.9% are granted (fully or in part). This grant rate is in the 22% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 4.0% of allowed cases (in the 83% percentile). Per MPEP § 1302.04, examiner's amendments are used to place applications in condition for allowance when only minor changes are needed. This examiner frequently uses this tool compared to other examiners, indicating a cooperative approach to getting applications allowed. Strategic Insight: If you are close to allowance but minor claim amendments are needed, this examiner may be willing to make an examiner's amendment rather than requiring another round of prosecution.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 13% 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:

  • Prepare for rigorous examination: With a below-average allowance rate, ensure your application has strong written description and enablement support. Consider filing a continuation if you need to add new matter.
  • 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.
  • 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.
  • Examiner cooperation: This examiner frequently makes examiner's amendments to place applications in condition for allowance. If you are close to allowance, the examiner may help finalize the claims.

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.