USPTO Examiner SHANMUGASUNDARAM KANNAN - Art Unit 2168

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19252808SYSTEMS AND METHODS FOR CONSERVING TOKEN USE WITH A LANGUAGE MODEL FOR CONTEXTUAL ENTITY SELECTIONJune 2025January 2026Allow710YesNo
19195597SYNDICATED SEARCH WITH LARGE LANGUAGE MODELS FOR INTELLIGENT ENTERPRISE ONBOARDINGApril 2025August 2025Allow410YesNo
18985660INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND STORAGE MEDIUMDecember 2024March 2026Allow1510YesNo
18871041METHOD FOR FILTERING SEARCH RESULTS BASED ON SEARCH TERMS IN CONTEXTDecember 2024August 2025Allow810NoNo
18933621APPARATUS AND METHOD FOR TRAINING A MACHINE LEARNING MODEL TO GENERATE A MATCH SCORE USING PROFILE DATA AND REFERENCE DATAOctober 2024July 2025Allow920YesNo
18828853Data Processing System for Automatic Presetting of Controls in an Evaluation Operator InterfaceSeptember 2024November 2025Allow1410YesNo
18730483TOPIC RECOMMENDATION METHOD, COMPUTER DEVICE, AND STORAGE MEDIUMJuly 2024August 2025Allow1310NoNo
18747670METHOD OF INCORPORATING BLOOM FILTER INTO COST-BASED BOTTOM-UP QUERY OPTIMIZATION AND COMPUTING DEVICEJune 2024June 2025Allow1210NoNo
18675631Infrastructure-As-Code Validation With Language ModelsMay 2024May 2025Allow1210NoNo
18606458CLASSIFYING DATA OBJECTSMarch 2024March 2026Allow2430NoNo
18601970Automatically separating claim into elements/limitations and automatically finding art for each element/limitationMarch 2024April 2025Abandon1310NoNo
18584273PARAMETERIZED STRUCTURED QUERY LANGUAGE VIEW SHARINGFebruary 2024November 2025Allow2100NoNo
18430223HYBRID MACHINE LEARNING MODEL TRAINING AND DEPLOYMENT TO MOBILE EDGE DEVICESFebruary 2024January 2025Allow1210NoNo
18291902TEXT RECOMMENDATION METHOD AND APPARATUS, MODEL TRAINING METHOD AND APPARATUS, AND READABLE STORAGE MEDIUMJanuary 2024January 2026Allow2310NoNo
18419871PAUSING GARBAGE COLLECTION DURING A SEQUENTIAL UNMAPPING PROCESSJanuary 2024November 2025Allow2120YesNo
18418257DISTRIBUTED DATABASE CONFIGURATIONJanuary 2024June 2025Allow1720NoNo
18416957Value-Directed Parsing for Data ExtractionJanuary 2024December 2025Allow2330NoNo
18416565Systems and Methods for Identifying Interests Based on Social Media ActivityJanuary 2024September 2025Allow2030YesNo
18411023JUST-IN-TIME SYNTHETIC COMPUTATIONS ON TIME-SERIES DATA USING A METRICS APPROACHJanuary 2024July 2025Allow1810NoNo
18407512SYSTEM AND METHOD FOR CONTROLLING ACCESS TO SECURE DATA RECORDS IN A WEB BROWSING SESSIONJanuary 2024April 2025Allow1520YesNo
18404714SYSTEMS AND TECHNIQUES FOR ANALYZING RESOURCE USAGE BY APPLICATIONS OF AN ELECTRONIC DEVICEJanuary 2024September 2025Allow2020YesNo
18399073Query Refinement Using Optical Character RecognitionDecember 2023September 2025Allow2110NoNo
18545020MACHINE-LEARNING-AUTOMATED RECOGNITION AND LABELLING OF COLUMNAR DATADecember 2023November 2025Allow2310NoNo
18542481GENERATIVE ARTIFICIAL INTELLIGENCE ENTERPRISE SEARCHDecember 2023January 2025Allow1321YesNo
18567717ERROR-BOUNDED APPROXIMATE TIME SERIES JOIN USING COMPACT DICTIONARY REPRESENTATION OF TIME SERIESDecember 2023May 2025Allow1720YesNo
18512880DATA ENRICHMENT SYSTEMS AND METHODS FOR ABBREVIATED DOMAIN NAME CLASSIFICATIONNovember 2023October 2024Allow1110NoNo
18389180SYSTEM FOR PROVIDING TRACKING DATANovember 2023May 2025Allow1820NoNo
18492456QUERY OPTIMIZATION METHODS, APPARATUSES, AND SYSTEMS FOR SECURE MULTI-PARTY DATABASEOctober 2023November 2024Allow1310NoNo
18487640MULTI-STEP QUERY EXECUTION IN SQL SERVEROctober 2023February 2025Allow1620NoNo
18481504DATA ATTRIBUTE RETRIEVALOctober 2023March 2025Allow1710YesNo
18475725KEY-VALUE STORE AND FILE SYSTEMSeptember 2023September 2025Allow2310YesNo
18473016LEGAL DOCUMENT EXTRACTION FOR LEGAL MATTER PROGRESS MANAGEMENT SYSTEMS AND METHODSSeptember 2023November 2024Abandon1310NoNo
18462247HIERARCHICAL TAGGING FOR PERSONALIZED MATCHINGSeptember 2023February 2025Allow1810YesNo
18238135MACHINE-LEARNING-AUTOMATED RECOGNITION AND LABELLING OF COLUMNAR DATAAugust 2023September 2024Allow1310YesNo
18452980ADAPTIVE COMPRESSION/DECOMPRESSION IN DISTRIBUTED DATABASE APPLICATIONAugust 2023July 2025Allow2330YesNo
18235465CATALOG-BASED DATA INHERITANCE DETERMINATIONAugust 2023July 2025Allow2310YesNo
18447586CLUSTER GENERATION APPARATUS, CLUSTER GENERATION METHODAugust 2023April 2025Abandon2020NoNo
18446666CHAINING OF DOMAIN SPECIFIC LANGUAGE-BASED QUERIESAugust 2023March 2025Allow1920YesNo
18446878Method for Processing Dialog Data, Apparatus, System, and Storage MediumAugust 2023April 2025Abandon2020NoNo
18230924APPARATUS AND METHOD OF PERFORMANCE MATCHINGAugust 2023September 2024Abandon1410NoNo
18361450USING FRAMES FOR ACTION DIALOGSJuly 2023February 2026Allow3040YesNo
18224963METHODS AND SYSTEMS FOR PRIORITIZING DIGITAL MEDIA CONTENT WITHIN A DIGITAL MEDIA CONTENT GALLERYJuly 2023February 2026Allow3120NoNo
18259186EVALUATION SUPPORT PROGRAM, EVALUATION SUPPORT METHOD, AND EVALUATION SUPPORT DEVICEJune 2023February 2026Allow3140YesNo
18338219Scalable Low-Loss Disaster Recovery for Data StoresJune 2023May 2024Allow1110NoNo
18335221Intelligently Identifying and Grouping Relevant Files and Providing an Event Representation for FilesJune 2023October 2024Allow1620YesNo
18334424CAPTURING RELATIVE IMPORTANCE OF RELATIONAL ENTITIES FOR EMBEDDINGJune 2023August 2024Allow1510YesNo
18326947DETECTION AND REMOVAL OF PREDEFINED SENSITIVE INFORMATION TYPES FROM ELECTRONIC DOCUMENTSMay 2023March 2025Allow2220YesNo
18314583Data Processing System for Automatic Presetting of Controls in an Evaluation Operator InterfaceMay 2023June 2024Allow1310YesNo
18139807SYSTEM PROVIDING FOR USER INITIATED PLATFORM OPERATIONS ON A NETWORK-BASED PUBLIC ACCESS FILE DATABASEApril 2023April 2025Allow2410NoNo
18137963SYSTEM AND METHOD FOR AUTOMATICALLY ENRICHING DATASETS WITH SYSTEM KNOWLEDGE DATAApril 2023April 2025Allow2430NoNo
18033038SEARCH DEVICE, SEARCH METHOD, AND RECORDING MEDIUMApril 2023September 2024Abandon1710NoNo
18134913SYSTEMS AND/OR METHODS FOR REINFORCED DATA CLEANING AND LEARNING IN MACHINE LEARNING INCLUSIVE COMPUTING ENVIRONMENTSApril 2023January 2025Allow2120NoNo
18128620ELECTRONIC DEVICE AND STORAGE MANAGEMENT METHOD USING SAMEMarch 2023December 2024Allow2120YesNo
18191641KEY-VALUE INFORMATION EXTRACTION FROM UNSTRUCTURED DATAMarch 2023April 2024Allow1310YesNo
18172356FINE-GRAINED VISUAL CONTENT SEARCH PLATFORMFebruary 2023June 2025Allow2710NoNo
18006715METHOD FOR DISPLAYING INFORMATION, METHOD FOR SEARCHING FOR INFORMATION AND APPARATUSJanuary 2023September 2025Allow3220NoNo
18004635File Opening Method and DeviceJanuary 2023May 2025Allow2830YesNo
18091877PEROVSKITE SYNTHESIZABILITY PREDICTION METHOD USING GRAPH CONVOLUTIONAL NEURAL NETWORKS AND POSITIVE UNLABELED LEARNINGDecember 2022March 2026Abandon3910NoNo
18090453DISTRIBUTED DATABASE CONFIGURATIONDecember 2022October 2023Allow910YesNo
18003466ON-BOARD DATA STORAGE METHOD AND SYSTEMDecember 2022July 2024Allow1910NoNo
18012623CHECKING SQL ASSERTIONSDecember 2022March 2026Allow3820YesNo
18084536GIS INFORMATION RETRIEVAL METHOD USING DYNAMIC K-NEAREST NEIGHBOR SEARCH ALGORITHM IN AN OBSTACLE ENVIRONMENTDecember 2022May 2024Abandon1710NoNo
18083886AERIAL IMAGE GEO-REGISTRATION VIA AERONAUTICAL DATABASE CONTENT AS GROUND CONTROL POINTSDecember 2022March 2024Allow1510NoNo
18084239RANKING SYSTEMS AND METHODS USING A DYNAMIC BAYESIAN NETWORK EXPOSURE MODELDecember 2022October 2024Allow2110YesNo
18083839APPLICATION INFRASTRUCTURE FOR MAINTAINING PRODUCTION AND NON-PRODUCTION ENVIRONMENTS USING A SEGREGATED SCHEMADecember 2022March 2025Allow2711NoNo
18080060SYSTEM AND METHOD FOR VALUE BASED REGION SEARCHING AND ASSOCIATED SEARCH OPERATORSDecember 2022March 2025Allow2730YesNo
18072628SYSTEM AND METHOD OF TOKENIZING PATENTSNovember 2022February 2024Abandon1510NoNo
18059891SYSTEM AND METHOD FOR MANAGED DATA SERVICES ON CLOUD PLATFORMSNovember 2022January 2025Abandon2620NoNo
18070123SYSTEMS AND PROCESSES FOR ADAPTIVE QUERY EXECUTION OPTMIZATIONNovember 2022August 2024Allow2020YesNo
18058002ADAPTIVE ONTOLOGY DRIVEN DIMENSIONS ACQUISITION, AUTOMATED SCHEMA CREATION, AND ENRICHED DATA IN TIME SERIES DATABASESNovember 2022August 2024Allow2120YesNo
17985043SYSTEM AND METHOD FOR RECOMMENDING BACKGROUND MUSIC FOR BOOKS USING MACHINE LEARNING MODELSNovember 2022February 2025Allow2810NoNo
17984024MACHINE LEARNING SYSTEM FOR FORECASTING CUSTOMER DEMANDNovember 2022November 2025Allow3610YesNo
17923705IMAGE SELECTION APPARATUS, IMAGE SELECTION METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUMNovember 2022August 2024Allow2220NoNo
17977881METHOD AND APPARATUS FOR PROCESSING GRAPH DATA, DEVICE, STORAGE MEDIUM, AND PROGRAM PRODUCTOctober 2022December 2025Allow3830YesNo
17975674Optimization of Database Write Operations By Combining and Parallelizing Operations Based on a Hash Value of Primary KeysOctober 2022January 2024Allow1420NoNo
17974347DATASET LIFECYCLE MANAGEMENT SYSTEM FOR CONTENT-BASED DATA PROTECTIONOctober 2022October 2025Abandon3640NoNo
17974026BLOCKCHAIN-BASED HIGH-SPEED DATA PROCESSING DEVICE AND METHOD THEREOFOctober 2022January 2024Allow1510NoNo
17966036OUTER SEMI JOIN FOR DISJUNCTIVE SUBQUERY UNNESTINGOctober 2022September 2024Allow2320NoNo
17960365INDEX-BASED MODIFICATION OF A QUERYOctober 2022August 2025Allow3540YesNo
17960515MAINTAINING AND UPDATING A BACKUP VIEW OF AN APPLICATION AND ITS ASSOCIATED OBJECTSOctober 2022November 2024Allow2530YesNo
17953220SYSTEMS AND METHODS FOR AUTO DISCOVERY OF FILTERS AND PROCESSING ELECTRONIC ACTIVITIES USING THE SAMESeptember 2022October 2023Allow1210NoNo
17934215ARTIFICIAL INTELLIGENCE (AI)-BASED SYSTEM AND METHOD FOR PREDICTING PHYSICAL AND CHEMICAL PROPERTIES OF ECO-FRIENDLY MATERIALSSeptember 2022January 2026Abandon4010NoNo
17947971DEEP NAVIGATION VIA A MULTIMODAL VECTOR MODELSeptember 2022June 2024Allow2120YesNo
17940987INSTANT SEARCH RESULTSSeptember 2022January 2024Allow1710YesNo
17897256INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND COMPUTER-READABLE RECORDING MEDIUM STORING PROGRAMAugust 2022June 2024Abandon2110NoNo
17885835SYSTEM AND METHOD FOR GENERATING A NATURAL LANGUAGE ANSWER FOR ONE OR MORE USER QUERIESAugust 2022March 2024Abandon1910NoNo
17885548METHOD FOR CONTROL, BACKUP SYSTEM, AND CONTROL DEVICEAugust 2022September 2025Abandon3740YesNo
17818971HIGH-PERFORMANCE STATISTICSAugust 2022August 2023Allow1210NoNo
17885444ELECTRONIC DEVICE AND METHOD FOR OPERATING CONTENT USING SAMEAugust 2022October 2024Allow2730YesNo
17814463PROXY-BASED DATABASE SCALINGJuly 2022October 2024Allow2730NoNo
17867890ASSIGNING DEVICEJuly 2022April 2025Allow3320YesNo
17863623SYSTEMS AND METHODS FOR MANAGING A DATABASE STORING CLAUSESJuly 2022February 2025Allow3230YesNo
17790297INFERENCE DEVICE, DRIVING ASSISTANCE DEVICE, INFERENCE METHOD, AND SERVERJune 2022November 2025Abandon4110NoNo
17829890UNSUPERVISED CLUSTERINGJune 2022January 2024Allow2010YesNo
17780811DATA MANAGEMENT SYSTEM, MANAGEMENT METHOD, AND STORAGE MEDIUMMay 2022November 2024Abandon3010NoNo
17663711LOW-RESOURCE EVENT UNDERSTANDINGMay 2022January 2025Allow3220YesNo
17773222System and Method for Blockchain Based Backup and RecoveryApril 2022September 2024Abandon2901NoNo
17771969QUANTIZATION METHOD AND DEVICE FOR NEURAL NETWORK MODEL, AND COMPUTER-READABLE STORAGE MEDIUMApril 2022March 2026Allow4620NoNo
17694987BIAS QUOTIENT MEASUREMENT AND DEBIASING FOR RECOMMENDATION ENGINESMarch 2022December 2023Allow2120NoNo
17695088APPARATUS AND METHOD OF PERFORMANCE MATCHINGMarch 2022April 2023Allow1330YesNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
12
Examiner Affirmed
8
(66.7%)
Examiner Reversed
4
(33.3%)
Reversal Percentile
50.9%
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
23
Allowed After Appeal Filing
4
(17.4%)
Not Allowed After Appeal Filing
19
(82.6%)
Filing Benefit Percentile
21.1%
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, 17.4% 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.

Examiner SHANMUGASUNDARAM, KANNAN - Prosecution Strategy Guide

Executive Summary

Examiner SHANMUGASUNDARAM, KANNAN works in Art Unit 2168 and has examined 164 patent applications in our dataset. With an allowance rate of 85.4%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 39 months.

Allowance Patterns

Examiner SHANMUGASUNDARAM, KANNAN's allowance rate of 85.4% places them in the 62% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by SHANMUGASUNDARAM, KANNAN receive 3.23 office actions before reaching final disposition. This places the examiner in the 91% 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 SHANMUGASUNDARAM, KANNAN is 39 months. This places the examiner in the 26% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +17.6% benefit to allowance rate for applications examined by SHANMUGASUNDARAM, KANNAN. This interview benefit is in the 59% 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, 23.1% of applications are subsequently allowed. This success rate is in the 31% 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 27.9% of cases where such amendments are filed. This entry rate is in the 39% percentile among all examiners. Strategic Recommendation: This examiner shows below-average receptiveness to after-final amendments. You may need to file an RCE or appeal rather than relying on after-final amendment entry.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 111.1% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 79% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences are highly effective with this examiner compared to others. Before filing a full appeal brief, strongly consider requesting a PAC. The PAC provides an opportunity for the examiner and supervisory personnel to reconsider the rejection before the case proceeds to the PTAB.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 53.8% of appeals filed. This is in the 25% percentile among all examiners. Of these withdrawals, 50.0% 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, 10.5% are granted (fully or in part). This grant rate is in the 8% 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 4.9% of allowed cases (in the 85% 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:

  • 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.
  • Request pre-appeal conferences: PACs are highly effective with this examiner. Before filing a full appeal brief, request a PAC to potentially resolve issues without full PTAB review.
  • 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.