USPTO Examiner REFAI SAM M - Art Unit 3621

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18914984HEURISTIC CLUSTERINGOctober 2024November 2025Allow1410NoNo
18804822CREDIT AND REWARDS PROGRAM FOR ELECTRIC VEHICLE USERS BASED ON CLEAN ENERGY USAGEAugust 2024February 2026Allow1820YesNo
18795988UNIVERSAL LEGAL AIDAugust 2024February 2026Abandon1810NoNo
18771304PORTABLE TERMINAL DEVICEJuly 2024February 2026Abandon1920NoNo
18736709Location Based Retail Media And Ad Attribution SystemJune 2024February 2026Allow2030YesNo
18733642METHODS, SYSTEMS, AND COMPUTER-READABLE MEDIA FOR DYNAMIC CONTENT ALLOCATIONJune 2024January 2026Abandon1910NoNo
18614324STRATEGIC USE OF GAMES IN ECOMMERCEMarch 2024October 2025Abandon1920NoNo
18597207DYNAMICALLY DETERMINING AND SERVING CONTENT TO END USERS ACROSS DIFFERENT PLATFORMSMarch 2024January 2026Allow2310YesNo
18431411SYSTEM AND METHOD FOR LOADING SECURE DATA IN MULTIPARTY SECURE COMPUTING ENVIRONMENTFebruary 2024January 2026Allow2310YesNo
18422211METHOD FOR PROVIDING EXPECTED PROFIT INFORMATION BASED ON E-COMMERCE AND COMPUTING DEVICE FOR EXECUTING THE SAMEJanuary 2024January 2026Abandon2430YesNo
18407555DATA MONITORING SYSTEMJanuary 2024May 2025Abandon1710NoNo
17767512SYSTEM FOR PROVIDING REWARD SERVICE USING INSERTION-TYPE REWARD MODULE, AND METHOD THEREOFJanuary 2024May 2025Abandon3710NoNo
18395269SYSTEM AND METHOD FOR CONDUCTING SEMI-OPAQUE SALES WITH ITEM BUNDLESDecember 2023December 2025Abandon2410NoNo
18392003METHODS, SYSTEMS, AND MEDIA FOR SETTING AND USING AN ADVERTISEMENT FREQUENCY CAP BASED ON CAUSAL CONVERSIONSDecember 2023April 2025Allow1610NoNo
18524703REAL TIME BIDDING ENGINE WITH RADIUS INSIGHTSNovember 2023January 2026Abandon2530YesNo
18497067HEURISTIC CLUSTERINGOctober 2023July 2024Allow900NoNo
18375701SYSTEMS AND METHODS FOR REDEEMING REWARDS FOR CASH AT AN ATMOctober 2023May 2025Allow2020YesNo
18375152METHODS, SYSTEMS, AND MEDIA FOR IDENTIFYING AUTOMATICALLY REFRESHED ADVERTISEMENTSSeptember 2023June 2025Allow2120NoNo
18372821METHOD AND SYSTEM FOR EXEMPLARY CAMPAIGN MESSAGE MANAGEMENTSeptember 2023April 2025Allow1820YesNo
18239989OUTPUT CONTROL DEVICE, INFORMATION OUTPUT SYSTEM, OUTPUT CONTROL METHOD, AND PROGRAMAugust 2023June 2025Abandon2120NoNo
18456669System, Method, and Computer Program Product for Generating a Synthetic Control GroupAugust 2023January 2025Allow1720YesNo
18230349INFORMATION PROCESSING DEVICE, PROVISION SYSTEM, AND PROVISION METHODAugust 2023December 2024Abandon1620YesNo
18365837SYSTEM AND METHOD FOR PROVIDING EXTERNAL NOTIFICATIONS OF EVENTS IN A VIRTUAL SPACE TO USERSAugust 2023January 2026Allow2950YesNo
18228917SYSTEM AND METHOD FOR PROVIDING A COMBINED PROCESS FLOW FOR CLAIMING TOKENS AND BEING DIRECTED TO A SPECIFIC STATE OF AN APPLICATION IN A SINGLE INTERACTIONAugust 2023November 2025Abandon2810YesNo
18362910SYSTEMS AND METHODS FOR MANAGING MERCHANDISING CARD REMINDERSJuly 2023January 2025Allow1820YesNo
18224726DEEP LEARNING-BASED REVENUE-PER-CLICK PREDICTION MODEL FRAMEWORKJuly 2023June 2025Allow2310YesNo
18204074TRAINED MODEL FOR AUTOMATICALLY DETERMINING DIRECTED SPEND PROGRAM ELIGIBILITYMay 2023May 2025Abandon2340YesNo
18310930CONTEXTUAL TARGETING BASED ON METAVERSE MONITORINGMay 2023August 2024Allow1520YesNo
18303319SYSTEMS AND METHODS TO AUTOMATE INCENTIVIZATION OF THEMED CONTENT GENERATED BY CONSUMER USERSApril 2023August 2025Abandon2820YesNo
18135014APPARATUS AND METHODS FOR COLLABORATIVE ADVERTISING AND MARKETING CAMPAIGNSApril 2023August 2025Abandon2910NoNo
18299599REWARD SYSTEM FOR AUTONOMOUS RIDESHARE VEHICLESApril 2023February 2025Abandon2221YesNo
18127890INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUMMarch 2023May 2025Abandon2640YesNo
18185886CUSTOMIZED IMAGE GENERATIONMarch 2023January 2026Abandon3442YesNo
18116597SYSTEM AND METHOD FOR SOCIAL THROTTLINGMarch 2023January 2025Abandon2240YesNo
18114445REAL-TIME INCENTIVES BASED ON MACHINE LEARNING SYSTEMSFebruary 2023January 2025Abandon2320NoYes
18170258SYSTEM AND METHODS FOR FACILITATING CONTENT PROMOTION TRANSACTIONS BETWEEN CONTENT PROMOTERS AND ARTISTSFebruary 2023October 2024Abandon2020NoNo
18105689CODE GENERATION PLATFORM AND METHOD THEREOFFebruary 2023October 2024Abandon2110NoNo
18072487DYNAMIC AUGMENTED REALITY AND GAMIFICATION EXPERIENCE FOR IN-STORE SHOPPINGNovember 2022October 2025Allow3511NoNo
17976089POSITION-BIAS CORRECTION FOR PREDICTIVE AND RANKING SYSTEMSOctober 2022November 2024Allow2531YesNo
17920790METHODS, SYSTEMS, APPARATUSES, AND DEVICES FOR FACILITATING A DRIVER TO ADVERTISE PRODUCTS TO PASSENGERSOctober 2022July 2025Abandon3310NoNo
17902084SUPPORT SYSTEM, SUPPORT METHOD, AND SUPPORT PROGRAMSeptember 2022October 2025Abandon3830NoNo
17880605SYSTEMS AND METHODS FOR MULTIDIMENSIONAL KNOWLEDGE TRANSFER FOR CLICK THROUGH RATE PREDICTIONAugust 2022December 2024Allow2910YesNo
17849977PRODUCT PURCHASE SYSTEM, SERVER, FIRST COMMUNICATION TERMINAL AND SECOND COMMUNICATION TERMINALJune 2022March 2025Allow3220NoNo
17783793METHOD AND SYSTEM FOR CREDITING A REWARD TO AN ELECTRONIC WALLET ACCOUNTJune 2022May 2025Abandon3540NoNo
17836332System of Utilizing an E-Commerce/Customer Social Media and Networking Platform Having Chat and Check-in functions Enabling Gifting and Promotion of Goods and ServicesJune 2022April 2025Allow3410NoNo
17643843TIMEPOST SYSTEM AND METHOD FOR ADVERTISING VIA BLOCKCHAIN AND DISTRIBUTED LEDGER NETWORKSDecember 2021November 2024Abandon3521NoNo
17515048Systems And Methods For Privacy Conscious Market CollaborationOctober 2021October 2024Abandon3630YesNo
17498721GEOGRAPHICAL MERCHANT CONSORTIUM COMMERCE SYSTEM FOR CONTEXTUAL COMMERCEOctober 2021July 2024Allow3451YesNo
17487413DYNAMIC FINANCIAL MANAGEMENT SYSTEM, METHOD AND DEVICE HAVING AN INTEGRATED ADVERTISEMENT FUNCTIONSeptember 2021March 2025Abandon4261NoNo
17409323METHODS, SYSTEMS, AND MEDIA FOR GENERATING PREDICTED INFORMATION RELATED TO ADVERTISEMENT VIEWABILITYAugust 2021December 2024Abandon4070NoYes
17308002System and method for compensation of individual data providersMay 2021September 2025Abandon5210NoNo
17245566USER-CONTROLLED VIEWING PREFERENCESApril 2021July 2025Abandon5140YesNo
17131091ADVERTISEMENT PROVIDING SYSTEM AND ADVERTISEMENT PROVIDING METHODDecember 2020November 2024Abandon4720NoYes
15785117FUEL DISPENSING ENVIRONMENT WITH A DISTRIBUTED PROMOTION SYSTEMOctober 2017June 2025Abandon6070YesYes
15585154GENERATING CONTENT FOR A VIRTUAL REALITY SYSTEMMay 2017September 2019Allow2840NoNo
14843175ADVERTISING WITHIN SOCIAL NETWORKSSeptember 2015February 2019Allow4180YesNo
14421212Prioritising Advertisements for a LocationFebruary 2015May 2017Allow2730YesNo
14465570GENERATING CONTENT FOR A VIRTUAL REALITY SYSTEMAugust 2014August 2019Allow6042YesNo
13526693SYSTEM AND METHOD FOR PROVIDING SPONSORED APPLICATIONS IN EMAILJune 2012April 2015Allow3451YesNo
13435065ADVERTISING PROXIMITY ROUTE SELECTIONMarch 2012October 2013Allow1830YesNo
13100636METHOD OF PROVIDING TARGETED COMMUNICATIONS TO A USER OF A PRINTING SYSTEMMay 2011October 2013Allow2910NoNo
12820949Transaction Tracking and IncentivesJune 2010May 2017Allow6031YesYes
12820913Transaction Bootstrapping to Create RelationshipsJune 2010February 2019Allow6090YesYes
12797370SINGLE TAG METHOD FOR WEBPAGE PERSONAL CUSTOMIZATIONJune 2010June 2017Allow6070NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner REFAI, SAM M.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
4
Examiner Affirmed
4
(100.0%)
Examiner Reversed
0
(0.0%)
Reversal Percentile
15.2%
Lower than average

What This Means

With a 0.0% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.

Strategic Value of Filing an Appeal

Total Appeal Filings
5
Allowed After Appeal Filing
0
(0.0%)
Not Allowed After Appeal Filing
5
(100.0%)
Filing Benefit Percentile
8.2%
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, 0.0% 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 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 REFAI, SAM M - Prosecution Strategy Guide

Executive Summary

Examiner REFAI, SAM M works in Art Unit 3621 and has examined 19 patent applications in our dataset. With an allowance rate of 57.9%, 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 REFAI, SAM M's allowance rate of 57.9% places them in the 18% 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 REFAI, SAM M receive 4.42 office actions before reaching final disposition. This places the examiner in the 99% 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 REFAI, SAM M 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 +35.2% benefit to allowance rate for applications examined by REFAI, SAM M. 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, 18.3% of applications are subsequently allowed. This success rate is in the 17% 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 11.8% of cases where such amendments are filed. This entry rate is in the 12% 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, 0.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 16% percentile among all examiners. Note: Pre-appeal conferences show limited success with this examiner compared to others. While still worth considering, be prepared to proceed with a full appeal brief if the PAC does not result in favorable action.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 33.3% of appeals filed. This is in the 5% percentile among all examiners. 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, 57.1% are granted (fully or in part). This grant rate is in the 60% 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.