Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18914984 | HEURISTIC CLUSTERING | October 2024 | November 2025 | Allow | 14 | 1 | 0 | No | No |
| 18804822 | CREDIT AND REWARDS PROGRAM FOR ELECTRIC VEHICLE USERS BASED ON CLEAN ENERGY USAGE | August 2024 | February 2026 | Allow | 18 | 2 | 0 | Yes | No |
| 18795988 | UNIVERSAL LEGAL AID | August 2024 | February 2026 | Abandon | 18 | 1 | 0 | No | No |
| 18771304 | PORTABLE TERMINAL DEVICE | July 2024 | February 2026 | Abandon | 19 | 2 | 0 | No | No |
| 18736709 | Location Based Retail Media And Ad Attribution System | June 2024 | February 2026 | Allow | 20 | 3 | 0 | Yes | No |
| 18733642 | METHODS, SYSTEMS, AND COMPUTER-READABLE MEDIA FOR DYNAMIC CONTENT ALLOCATION | June 2024 | January 2026 | Abandon | 19 | 1 | 0 | No | No |
| 18614324 | STRATEGIC USE OF GAMES IN ECOMMERCE | March 2024 | October 2025 | Abandon | 19 | 2 | 0 | No | No |
| 18597207 | DYNAMICALLY DETERMINING AND SERVING CONTENT TO END USERS ACROSS DIFFERENT PLATFORMS | March 2024 | January 2026 | Allow | 23 | 1 | 0 | Yes | No |
| 18431411 | SYSTEM AND METHOD FOR LOADING SECURE DATA IN MULTIPARTY SECURE COMPUTING ENVIRONMENT | February 2024 | January 2026 | Allow | 23 | 1 | 0 | Yes | No |
| 18422211 | METHOD FOR PROVIDING EXPECTED PROFIT INFORMATION BASED ON E-COMMERCE AND COMPUTING DEVICE FOR EXECUTING THE SAME | January 2024 | January 2026 | Abandon | 24 | 3 | 0 | Yes | No |
| 18407555 | DATA MONITORING SYSTEM | January 2024 | May 2025 | Abandon | 17 | 1 | 0 | No | No |
| 17767512 | SYSTEM FOR PROVIDING REWARD SERVICE USING INSERTION-TYPE REWARD MODULE, AND METHOD THEREOF | January 2024 | May 2025 | Abandon | 37 | 1 | 0 | No | No |
| 18395269 | SYSTEM AND METHOD FOR CONDUCTING SEMI-OPAQUE SALES WITH ITEM BUNDLES | December 2023 | December 2025 | Abandon | 24 | 1 | 0 | No | No |
| 18392003 | METHODS, SYSTEMS, AND MEDIA FOR SETTING AND USING AN ADVERTISEMENT FREQUENCY CAP BASED ON CAUSAL CONVERSIONS | December 2023 | April 2025 | Allow | 16 | 1 | 0 | No | No |
| 18524703 | REAL TIME BIDDING ENGINE WITH RADIUS INSIGHTS | November 2023 | January 2026 | Abandon | 25 | 3 | 0 | Yes | No |
| 18497067 | HEURISTIC CLUSTERING | October 2023 | July 2024 | Allow | 9 | 0 | 0 | No | No |
| 18375701 | SYSTEMS AND METHODS FOR REDEEMING REWARDS FOR CASH AT AN ATM | October 2023 | May 2025 | Allow | 20 | 2 | 0 | Yes | No |
| 18375152 | METHODS, SYSTEMS, AND MEDIA FOR IDENTIFYING AUTOMATICALLY REFRESHED ADVERTISEMENTS | September 2023 | June 2025 | Allow | 21 | 2 | 0 | No | No |
| 18372821 | METHOD AND SYSTEM FOR EXEMPLARY CAMPAIGN MESSAGE MANAGEMENT | September 2023 | April 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18239989 | OUTPUT CONTROL DEVICE, INFORMATION OUTPUT SYSTEM, OUTPUT CONTROL METHOD, AND PROGRAM | August 2023 | June 2025 | Abandon | 21 | 2 | 0 | No | No |
| 18456669 | System, Method, and Computer Program Product for Generating a Synthetic Control Group | August 2023 | January 2025 | Allow | 17 | 2 | 0 | Yes | No |
| 18230349 | INFORMATION PROCESSING DEVICE, PROVISION SYSTEM, AND PROVISION METHOD | August 2023 | December 2024 | Abandon | 16 | 2 | 0 | Yes | No |
| 18365837 | SYSTEM AND METHOD FOR PROVIDING EXTERNAL NOTIFICATIONS OF EVENTS IN A VIRTUAL SPACE TO USERS | August 2023 | January 2026 | Allow | 29 | 5 | 0 | Yes | No |
| 18228917 | SYSTEM AND METHOD FOR PROVIDING A COMBINED PROCESS FLOW FOR CLAIMING TOKENS AND BEING DIRECTED TO A SPECIFIC STATE OF AN APPLICATION IN A SINGLE INTERACTION | August 2023 | November 2025 | Abandon | 28 | 1 | 0 | Yes | No |
| 18362910 | SYSTEMS AND METHODS FOR MANAGING MERCHANDISING CARD REMINDERS | July 2023 | January 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18224726 | DEEP LEARNING-BASED REVENUE-PER-CLICK PREDICTION MODEL FRAMEWORK | July 2023 | June 2025 | Allow | 23 | 1 | 0 | Yes | No |
| 18204074 | TRAINED MODEL FOR AUTOMATICALLY DETERMINING DIRECTED SPEND PROGRAM ELIGIBILITY | May 2023 | May 2025 | Abandon | 23 | 4 | 0 | Yes | No |
| 18310930 | CONTEXTUAL TARGETING BASED ON METAVERSE MONITORING | May 2023 | August 2024 | Allow | 15 | 2 | 0 | Yes | No |
| 18303319 | SYSTEMS AND METHODS TO AUTOMATE INCENTIVIZATION OF THEMED CONTENT GENERATED BY CONSUMER USERS | April 2023 | August 2025 | Abandon | 28 | 2 | 0 | Yes | No |
| 18135014 | APPARATUS AND METHODS FOR COLLABORATIVE ADVERTISING AND MARKETING CAMPAIGNS | April 2023 | August 2025 | Abandon | 29 | 1 | 0 | No | No |
| 18299599 | REWARD SYSTEM FOR AUTONOMOUS RIDESHARE VEHICLES | April 2023 | February 2025 | Abandon | 22 | 2 | 1 | Yes | No |
| 18127890 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM | March 2023 | May 2025 | Abandon | 26 | 4 | 0 | Yes | No |
| 18185886 | CUSTOMIZED IMAGE GENERATION | March 2023 | January 2026 | Abandon | 34 | 4 | 2 | Yes | No |
| 18116597 | SYSTEM AND METHOD FOR SOCIAL THROTTLING | March 2023 | January 2025 | Abandon | 22 | 4 | 0 | Yes | No |
| 18114445 | REAL-TIME INCENTIVES BASED ON MACHINE LEARNING SYSTEMS | February 2023 | January 2025 | Abandon | 23 | 2 | 0 | No | Yes |
| 18170258 | SYSTEM AND METHODS FOR FACILITATING CONTENT PROMOTION TRANSACTIONS BETWEEN CONTENT PROMOTERS AND ARTISTS | February 2023 | October 2024 | Abandon | 20 | 2 | 0 | No | No |
| 18105689 | CODE GENERATION PLATFORM AND METHOD THEREOF | February 2023 | October 2024 | Abandon | 21 | 1 | 0 | No | No |
| 18072487 | DYNAMIC AUGMENTED REALITY AND GAMIFICATION EXPERIENCE FOR IN-STORE SHOPPING | November 2022 | October 2025 | Allow | 35 | 1 | 1 | No | No |
| 17976089 | POSITION-BIAS CORRECTION FOR PREDICTIVE AND RANKING SYSTEMS | October 2022 | November 2024 | Allow | 25 | 3 | 1 | Yes | No |
| 17920790 | METHODS, SYSTEMS, APPARATUSES, AND DEVICES FOR FACILITATING A DRIVER TO ADVERTISE PRODUCTS TO PASSENGERS | October 2022 | July 2025 | Abandon | 33 | 1 | 0 | No | No |
| 17902084 | SUPPORT SYSTEM, SUPPORT METHOD, AND SUPPORT PROGRAM | September 2022 | October 2025 | Abandon | 38 | 3 | 0 | No | No |
| 17880605 | SYSTEMS AND METHODS FOR MULTIDIMENSIONAL KNOWLEDGE TRANSFER FOR CLICK THROUGH RATE PREDICTION | August 2022 | December 2024 | Allow | 29 | 1 | 0 | Yes | No |
| 17849977 | PRODUCT PURCHASE SYSTEM, SERVER, FIRST COMMUNICATION TERMINAL AND SECOND COMMUNICATION TERMINAL | June 2022 | March 2025 | Allow | 32 | 2 | 0 | No | No |
| 17783793 | METHOD AND SYSTEM FOR CREDITING A REWARD TO AN ELECTRONIC WALLET ACCOUNT | June 2022 | May 2025 | Abandon | 35 | 4 | 0 | No | No |
| 17836332 | System of Utilizing an E-Commerce/Customer Social Media and Networking Platform Having Chat and Check-in functions Enabling Gifting and Promotion of Goods and Services | June 2022 | April 2025 | Allow | 34 | 1 | 0 | No | No |
| 17643843 | TIMEPOST SYSTEM AND METHOD FOR ADVERTISING VIA BLOCKCHAIN AND DISTRIBUTED LEDGER NETWORKS | December 2021 | November 2024 | Abandon | 35 | 2 | 1 | No | No |
| 17515048 | Systems And Methods For Privacy Conscious Market Collaboration | October 2021 | October 2024 | Abandon | 36 | 3 | 0 | Yes | No |
| 17498721 | GEOGRAPHICAL MERCHANT CONSORTIUM COMMERCE SYSTEM FOR CONTEXTUAL COMMERCE | October 2021 | July 2024 | Allow | 34 | 5 | 1 | Yes | No |
| 17487413 | DYNAMIC FINANCIAL MANAGEMENT SYSTEM, METHOD AND DEVICE HAVING AN INTEGRATED ADVERTISEMENT FUNCTION | September 2021 | March 2025 | Abandon | 42 | 6 | 1 | No | No |
| 17409323 | METHODS, SYSTEMS, AND MEDIA FOR GENERATING PREDICTED INFORMATION RELATED TO ADVERTISEMENT VIEWABILITY | August 2021 | December 2024 | Abandon | 40 | 7 | 0 | No | Yes |
| 17308002 | System and method for compensation of individual data providers | May 2021 | September 2025 | Abandon | 52 | 1 | 0 | No | No |
| 17245566 | USER-CONTROLLED VIEWING PREFERENCES | April 2021 | July 2025 | Abandon | 51 | 4 | 0 | Yes | No |
| 17131091 | ADVERTISEMENT PROVIDING SYSTEM AND ADVERTISEMENT PROVIDING METHOD | December 2020 | November 2024 | Abandon | 47 | 2 | 0 | No | Yes |
| 15785117 | FUEL DISPENSING ENVIRONMENT WITH A DISTRIBUTED PROMOTION SYSTEM | October 2017 | June 2025 | Abandon | 60 | 7 | 0 | Yes | Yes |
| 15585154 | GENERATING CONTENT FOR A VIRTUAL REALITY SYSTEM | May 2017 | September 2019 | Allow | 28 | 4 | 0 | No | No |
| 14843175 | ADVERTISING WITHIN SOCIAL NETWORKS | September 2015 | February 2019 | Allow | 41 | 8 | 0 | Yes | No |
| 14421212 | Prioritising Advertisements for a Location | February 2015 | May 2017 | Allow | 27 | 3 | 0 | Yes | No |
| 14465570 | GENERATING CONTENT FOR A VIRTUAL REALITY SYSTEM | August 2014 | August 2019 | Allow | 60 | 4 | 2 | Yes | No |
| 13526693 | SYSTEM AND METHOD FOR PROVIDING SPONSORED APPLICATIONS IN EMAIL | June 2012 | April 2015 | Allow | 34 | 5 | 1 | Yes | No |
| 13435065 | ADVERTISING PROXIMITY ROUTE SELECTION | March 2012 | October 2013 | Allow | 18 | 3 | 0 | Yes | No |
| 13100636 | METHOD OF PROVIDING TARGETED COMMUNICATIONS TO A USER OF A PRINTING SYSTEM | May 2011 | October 2013 | Allow | 29 | 1 | 0 | No | No |
| 12820949 | Transaction Tracking and Incentives | June 2010 | May 2017 | Allow | 60 | 3 | 1 | Yes | Yes |
| 12820913 | Transaction Bootstrapping to Create Relationships | June 2010 | February 2019 | Allow | 60 | 9 | 0 | Yes | Yes |
| 12797370 | SINGLE TAG METHOD FOR WEBPAGE PERSONAL CUSTOMIZATION | June 2010 | June 2017 | Allow | 60 | 7 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner REFAI, SAM M.
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.
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.
⚠ 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 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.
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.
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.
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.
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.
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.
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.
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.
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.
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'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.
Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:
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.