USPTO Examiner ELCHANTI TAREK - Art Unit 3621

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19064561SYSTEM AND METHOD FOR LOCATION-BASED INFORMATION DISTRIBUTION AND TRANSMISSIONFebruary 2025February 2026Abandon1220NoNo
18739015ARTIFICIAL INTELLIGENCE-POWERED CONTEXTUAL CUSTOMER SERVICE THROUGH LOGIC TREES ENHANCED WITH MISSION AND CORPORATE VALUES BASED INTERACTIONS USING GENERATIVE AI PROMPTS TO CONTROL RESPONSES WITH BRAND CHARACTERISTICS AND TONEJune 2024February 2026Abandon2010NoNo
18738695BANKING INTERFACEJune 2024December 2025Allow1820YesNo
18671985Computing System and Method for Generating Predictive Heat Maps for Target Status Dimensions with Data-Driven RecommendationsMay 2024July 2025Allow1400YesNo
18633049BUILDING MANAGEMENT SYSTEM WITH GENERATIVE AI-BASED AUTOMATED FLEXIBLE CUSTOMER REPORT GENERATION AND STANDARDIZATIONApril 2024July 2025Allow1500NoNo
18588109Determining Winning Arms of A/B Electronic Communication Testing Using Resampling-Based Bayesian NonparametricsFebruary 2024October 2025Allow2000YesNo
18583537SYSTEM, METHOD, AND APPARATUS FOR A DIGITAL COLLECTIBLE PLATFORMFebruary 2024March 2025Allow1320YesYes
18404637INTEGRATING DIGITAL PLATFORMS INTO PROGRAMMATIC VIRTUAL ENVIRONMENTSJanuary 2024December 2025Abandon2310NoNo
18539444Determining Winning Arms of A/B Electronic Communication TestingDecember 2023June 2025Allow1800YesNo
18495248DIGITAL FUNDRAISING PLATFORMOctober 2023November 2025Abandon2510NoNo
18483183GENERATING A COMPOSITE LISTING FOR A LODGING FACILITYOctober 2023July 2025Allow2100YesNo
18376909SYSTEMS AND METHODS FOR USING SMART CONTRACTS TO CONTROL THE TRADE, SUPPLY, MANUFACTURE, AND DISTRIBUTION OF COMMODITIESOctober 2023June 2025Allow2100NoNo
18375809METHOD FOR MODELING VISUAL MEDIA CONSUMPTIONOctober 2023March 2025Allow1822YesNo
18473781METHOD, SYSTEM, AND RECORDING MEDIUM TO PROVIDE COMMUNITY NATIVE ADVERTISINGSeptember 2023October 2025Allow2550YesNo
18232731REAL-TIME DAYPARTING MANAGEMENTAugust 2023January 2026Allow2910YesNo
18361419HEALTH IMPACTS OF PURCHASES AND ACTIVITIESJuly 2023August 2025Allow2520YesNo
18226095Systems, Devices, and Methods for Dynamically Generating, Distributing, and Managing Online CommunicationsJuly 2023August 2025Allow2510NoNo
18262272MANAGEMENT SYSTEMJuly 2023September 2025Allow2640YesNo
18347072AUTO TUNED SWARM LEARNING MODELSJuly 2023March 2026Allow3200YesNo
18346583PASSIVE USER-GENERATED COUPON SUBMISSIONJuly 2023December 2023Allow600NoNo
18213858Automated Hybrid, Optimized Advertising Auction System and MethodJune 2023April 2025Allow2201NoNo
18340555SYSTEM AND METHOD FOR PERSONALIZATION VIA USER EMBEDDINGS AND APPLICATIONS THEREOFJune 2023February 2026Allow3250YesNo
18330234PERSONALIZED RANKING OF PROMOTIONAL ITEMSJune 2023March 2025Allow2130YesNo
18205942ATRIAL HIGH RATE EPISODE PREDICTION MODEL TRAINING METHOD AND APPARATUSJune 2023February 2026Allow3300YesNo
18204975METHOD AND SYSTEM TO REDUCE FOOD WASTE AND OPTIMIZE MARKDOWNS AND CONTROL PRICES IN RETAILJune 2023August 2025Abandon2610NoNo
18254220INFORMATION PROCESSING SYSTEMMay 2023August 2025Abandon2740YesNo
18320175INTELLIGENT TENDER OPTIONSMay 2023July 2025Allow2610YesNo
18308073METHOD FOR IDENTIFYING POTENTIAL INVESTORS IN REAL ESTATE PROPERTIESApril 2023May 2025Allow2420YesNo
18138635EDGE BIDDING SYSTEM FOR ONLINE ADSApril 2023January 2025Allow2120YesNo
18300829COMPUTING ESTIMATED VALUE OF PROVIDING SERVICE AMONG GEOGRAPHICAL REGIONSApril 2023June 2025Allow2710NoNo
18300039SYSTEMS AND METHODS TO RECOMMEND BENEFIT TYPES OF BENEFIT ITEMS TO OFFER WITHIN A MEMBERSHIP PLATFORMApril 2023September 2024Allow1720YesNo
18296754LAUNDRY APPLIANCES USER SCORINGApril 2023April 2025Abandon2530NoNo
18125549SYSTEM AND METHOD TO PREDICT AND PREVENT CUSTOMER CHURN IN SERVICING BUSINESSMarch 2023March 2026Allow3611YesNo
18122436SALES PROMOTION SUPPORT DEVICE, SALES PROMOTION SUPPORT METHOD, AND RECORDING MEDIUMMarch 2023July 2025Abandon2810NoNo
18183846QUANTUM COMPUTING SYSTEMS WITH DIABATIC SINGLE FLUX QUANTUM (SFQ) READOUT FOR SUPERCONDUCTING QUANTUM BITSMarch 2023December 2025Allow3300YesNo
18025276INFORMATION PROVIDING APPARATUS, INFORMATION PROVIDING SYSTEM, INFORMATION PROVIDING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUMMarch 2023October 2025Abandon3220YesNo
18178188METHOD AND SYSTEM FOR DEFINING CONSUMER INTERACTIONS FOR INITIATING EXECUTION OF COMMANDSMarch 2023October 2025Abandon3220NoNo
18111826Computing System and Method for Applying Monte Carlo Estimation to Determine the Contribution of Individual Input Variables Within Dependent Variable Groups on the Output of a Data Science ModelFebruary 2023November 2025Allow3300NoNo
18107310IDENTIFYING SERVICES FOR TRANSPORTSFebruary 2023November 2025Abandon3340YesNo
18162891SYSTEMS AND METHODS FOR AUTOMATICALLY PROVIDING CUSTOMIZED FINANCIAL CARD INCENTIVESFebruary 2023September 2024Allow1910YesNo
18161075System and Method for Presenting Information on a Mobile DeviceJanuary 2023April 2025Abandon2630YesNo
18160598MOVING BODY MANAGEMENT SYSTEM AND CONTROL METHOD FOR MOVING BODY MANAGEMENT SYSTEMJanuary 2023April 2025Abandon2730NoNo
18014606RECOMMENDATION DEVICE, RECOMMENDATION SYSTEM, RECOMMENDATION METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM STORING RECOMMENDATION PROGRAMJanuary 2023August 2025Abandon3240NoNo
18091769SYSTEM, METHOD, AND APPARATUS FOR A DIGITAL TRADING CARD PLATFORMDecember 2022January 2026Allow3610YesNo
18091049COMPUTING NETWORKS, ARCHITECTURES AND TECHNIQUES FOR PROCESSING INCENTIVES BASED ON CHANNEL EVENTSDecember 2022August 2025Allow3230YesNo
18084972CAMPAIGN MANAGEMENT SYSTEM - LOCAL ATTRIBUTESDecember 2022July 2024Allow1910YesNo
18065982METHODS, SYSTEMS, AND DEVICES FOR COUNTERFACTUAL-BASED INCREMENTALITY MEASUREMENT IN DIGITAL AD-BIDDING PLATFORMDecember 2022December 2025Allow3710YesNo
18001444SYSTEM, METHOD, AND APPARATUS FOR DATA COLLECTION AND AGGREGATIONDecember 2022August 2025Allow3250YesNo
18073469Systems, Devices, and Methods for Autonomous Communication Generation, Distribution, and Management of Online CommunicationsDecember 2022October 2025Allow3410YesNo
17962702METHODS AND APPARATUS TO MONITOR MEDIA PRESENTATIONSOctober 2022June 2025Allow3240YesYes
17938493DELIVERY OF DYNAMIC CONTENT BASED UPON PREDETERMINED THRESHOLDSOctober 2022October 2025Abandon3741YesNo
17947750METHOD AND SYSTEM FOR EMBEDDING A PORTABLE AND CUSTOMIZABLE INCENTIVE APPLICATION ON A WEBSITESeptember 2022June 2025Abandon3330YesNo
17881129WEB-BASED ADVERTISING MANAGEMENT SYSTEM AND WEB-BASED ADVERTISING MANAGEMENT PROCESSAugust 2022August 2024Allow2420YesNo
17871552SYSTEM AND METHOD FOR RECOMMENDING AND REWARDING CONFIGURATION ADJUSTMENTS FOR EXTENDING INFORMATION HANDLING SYSTEM HARDWARE LIFEJuly 2022May 2025Allow3350YesNo
17813404METHOD FOR MANAGING ADVERTISEMENTJuly 2022June 2025Abandon3530YesNo
17838354SYSTEM AND METHOD PROVIDING PERSONALIZED RECOMMENDATIONSJune 2022December 2024Allow3051YesNo
17828430Data Processing System with Machine Learning Engine to Provide Output Generation FunctionsMay 2022January 2026Allow4450YesNo
17663571REMOVING UNNECESSARY DATA FLOW FROM A TRANSMISSION NETWORKMay 2022September 2024Allow2840YesNo
17740265Systems, Devices, and Methods for Autonomous Communication Generation, Distribution, and Management of Online CommunicationsMay 2022August 2025Allow3910NoNo
17772957MENU RECOMMENDATION SYSTEM, MENU RECOMMENDATION METHOD, RECORDING MEDIUM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING DEVICEApril 2022June 2025Abandon3840YesNo
17660672DELIVERY OF DYNAMIC CONTENT BASED UPON PREDETERMINED THRESHOLDSApril 2022August 2022Allow401YesNo
17659676MOBILE DEVICE POP-UP LOCATION-BASED REAL-TIME OFFER GENERATIONApril 2022September 2024Allow2950YesNo
17693699LOCAL CONTENT EXCHANGE FOR MOBILE DEVICES VIA MEDIATED INTER-APPLICATION COMMUNICATIONMarch 2022November 2024Allow3250YesNo
17654688METHOD AND APPARATUS FOR GENERATING AN ELECTRONIC COMMUNICATIONMarch 2022February 2025Allow3510YesNo
17639002VISIT PROMOTION APPARATUS, SYSTEM, METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM STORING PROGRAMFebruary 2022August 2025Abandon4240YesNo
17571129METHOD AND SYSTEM FOR PROVIDING ELECTRONIC MARKETING COMMUNICATIONS FOR A PROMOTION AND MARKETING SERVICEJanuary 2022November 2024Allow3440YesNo
17568713SYSTEMS AND METHODS FOR AUTOMATICALLY GENERATING REMARKETING LISTSJanuary 2022November 2024Allow3550YesNo
17566923SYSTEMS AND METHODS FOR PACKING OPTIMIZATION AND VISUALIZATIONDecember 2021September 2024Allow3220YesNo
17561333APPARATUS AND METHODS FOR AUTOMATED SECONDARY CONTENT MANAGEMENT IN A DIGITAL NETWORKDecember 2021November 2024Allow3541YesYes
17645772Motion Data Based Consumer InterfacesDecember 2021March 2025Allow3910YesNo
17553515OPT-OUT SYSTEMS AND METHODS FOR TAILORED ADVERTISINGDecember 2021September 2025Allow4530YesNo
17547796ADVERTISEMENT SERVICE DEVICE AND METHOD FOR OPERATING SAMEDecember 2021December 2024Allow3621YesNo
17456870DYNAMIC MACHINE-READABLE CODESNovember 2021August 2025Allow4420YesNo
17527595INTELLIGENT ELECTRONIC ADVERTISEMENT GENERATION AND DISTRIBUTIONNovember 2021July 2025Allow4420YesNo
17506166MATCHING PROMOTIONS TO TELECOM USER PREFERENCES USING ARTIFICIAL INTELLIGENCEOctober 2021November 2022Abandon1340YesNo
17450490ADAPTIVE LEAD GENERATION FOR MARKETINGOctober 2021April 2025Allow4210YesNo
17494661SYSTEMS, METHODS, AND APPARATUS FOR THE DISPLAY OF STORED-VALUE CARDSOctober 2021September 2025Allow4780NoNo
17447968SYSTEMS AND METHODS FOR ELECTRONIC MESSAGING TESTING OPTIMIZATION IN PROSPECT ELECTRONIC MESSAGES SERIESSeptember 2021July 2025Abandon4620YesNo
17474446LEAD MANAGEMENT PLATFORM FOR TARGETED OUTPUT GENERATIONSeptember 2021September 2024Allow3640YesNo
17470585DYNAMIC PRODUCT SUGGESTIONS AND IN-STORE FULFILLMENTSeptember 2021July 2022Allow1100YesNo
17469699System And Method For Identifying Hidden ContentSeptember 2021December 2024Allow3951YesNo
17469312REAL-TIME ASSESSMENT OF INITIATED DATA EXCHANGES BASED ON STRUCTURED MESSAGING DATASeptember 2021February 2024Allow2940YesNo
17408858SYSTEM AND METHOD FOR INTERACTIVE BUSINESS PROMOTION BASED ON ARTIFICIAL INTELLIGENCEAugust 2021April 2025Abandon4470YesNo
17400539SYSTEM AND METHOD OF MATCHING A SELLER OF A VEHICLE TO A BUYER OF A VEHICLEAugust 2021August 2024Allow3620YesNo
17429595DIGITAL CONSUMER IDENTIFICATION IN A SUPPLY CHAINAugust 2021March 2026Abandon5560YesNo
17444704METHODS, APPARATUSES, AND COMPUTER PROGRAM PRODUCTS FOR PROVIDING A PLATFORM FOR NEGOTIATION AND PROVISION OF PROMOTIONSAugust 2021April 2025Abandon4560YesNo
17391388SYSTEM AND METHOD FOR DELIVERING TARGETED ADVERTISEMENTS AND/OR PROVIDING NATURAL LANGUAGE PROCESSING BASED ON ADVERTISEMENTSAugust 2021November 2024Allow3950NoYes
17386576INFORMATION PROCESSING APPARATUS, NON-TRANSITORY COMPUTER READABLE MEDIUM STORING INFORMATION PROCESSING PROGRAM, AND METHODJuly 2021April 2025Allow4420YesNo
17377720EDUCATIONAL GUIDE MODULE HAVING A REWARD SYSTEM FOR VIRTUAL STORAGE SYSTEMJuly 2021March 2022Allow800YesNo
17368013Home Maintenance Monitoring and RewardsJuly 2021July 2024Allow3640YesNo
17355542SYSTEMS AND METHODS FOR PROVIDING A REWARDS-BASED INCENTIVE FOR NOT USING A DEVICEJune 2021August 2022Abandon1430YesNo
17332693SYSTEM AND METHOD FOR ON-CHAIN REWARDSMay 2021May 2022Allow1100YesNo
17332791IN-FEED FRAME TO DISPLAY ADS OR OTHER EXTERNALLY-HOSTED CONTENTMay 2021January 2025Allow4340YesNo
17329599DEAL PROGRAM LIFE CYCLEMay 2021August 2025Abandon5040YesNo
17328396Systems and Methods for Using Smart Contracts to Control the Trade, Supply, Manufacture, and Distribution of CommoditiesMay 2021April 2022Allow1110YesNo
17321867SYSTEM AND METHOD FOR HEALTH RISK EVALUATIONMay 2021May 2022Allow1230YesNo
17245151DATA-DRIVEN MACHINE-LEARNING TARGETED ENGAGEMENTApril 2021May 2022Allow1301YesNo
17234698SYSTEMS AND METHODS FOR INTELLIGENT PROMOTION DESIGN WITH PROMOTION SELECTIONApril 2021June 2022Abandon1410YesNo
17233041GEOGRAPHIC ROUTE BASED COMMUNICATION METHOD AND SYSTEMApril 2021September 2024Allow4130YesNo
17224130METHOD FOR PREDICTING USER OBJECT IN REAL TIME BIDDING AND ADVERTISEMENT SERVERApril 2021March 2022Allow1110NoNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
31
Examiner Affirmed
26
(83.9%)
Examiner Reversed
5
(16.1%)
Reversal Percentile
27.5%
Lower than average

What This Means

With a 16.1% 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
100
Allowed After Appeal Filing
28
(28.0%)
Not Allowed After Appeal Filing
72
(72.0%)
Filing Benefit Percentile
41.2%
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, 28.0% 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 ELCHANTI, TAREK - Prosecution Strategy Guide

Executive Summary

Examiner ELCHANTI, TAREK works in Art Unit 3621 and has examined 477 patent applications in our dataset. With an allowance rate of 47.2%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 41 months.

Allowance Patterns

Examiner ELCHANTI, TAREK's allowance rate of 47.2% places them in the 10% 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 ELCHANTI, TAREK receive 3.30 office actions before reaching final disposition. This places the examiner in the 92% 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 ELCHANTI, TAREK is 41 months. This places the examiner in the 22% 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 +35.5% benefit to allowance rate for applications examined by ELCHANTI, TAREK. This interview benefit is in the 83% 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, 12.5% of applications are subsequently allowed. This success rate is in the 7% 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 14.9% of cases where such amendments are filed. This entry rate is in the 16% 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, 50.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 45% 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 59.2% of appeals filed. This is in the 34% percentile among all examiners. Of these withdrawals, 31.1% 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, 60.6% are granted (fully or in part). This grant rate is in the 65% percentile among all examiners. Strategic Note: Petitions show above-average success regarding this examiner's actions. Petitionable matters include restriction requirements (MPEP § 1002.02(c)(2)) and various procedural issues.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 33% percentile). This examiner makes examiner's amendments less often than average. You may need to make most claim amendments yourself.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 36% percentile). This examiner issues Quayle actions less often than average. Allowances may 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.
  • 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.