Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19216504 | Artificially Intelligent Systems, Methods and Media for Canonicalizing Computer System Logs Into Natural Language Processed Representations for the Purpose of Data Analysis | May 2025 | November 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19054879 | Systems and methods for processing designs | February 2025 | September 2025 | Allow | 7 | 1 | 0 | No | No |
| 19054882 | Systems and methods for processing designs | February 2025 | September 2025 | Allow | 7 | 0 | 0 | No | No |
| 19054800 | Computer-Implemented Methods and Systems for Generative Text Painting | February 2025 | June 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19021755 | METHOD FOR PROCESSING COMPLEX DATA | January 2025 | March 2025 | Allow | 2 | 0 | 0 | No | No |
| 18987388 | Graphical User Interface for Syntax and Policy Compliance Review | December 2024 | June 2025 | Allow | 5 | 1 | 0 | No | No |
| 18680337 | Systems and Methods for Guided Natural Language Text Generation | May 2024 | December 2024 | Allow | 7 | 0 | 0 | Yes | No |
| 18648075 | METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR CONTENT PRESENTATION | April 2024 | December 2024 | Allow | 8 | 0 | 0 | Yes | No |
| 18627021 | Presenting Search Results in a Dynamically Formatted Graphical User Interface | April 2024 | March 2025 | Allow | 11 | 0 | 0 | Yes | No |
| 18437104 | CONTENT-BASED TACTILE OUTPUTS | February 2024 | October 2024 | Allow | 9 | 0 | 0 | No | No |
| 18415746 | DISPLAY SYSTEMS AND METHODS FOR A RECREATIONAL VEHICLE | January 2024 | January 2026 | Allow | 24 | 2 | 0 | Yes | No |
| 18414899 | SYSTEMS AND METHODS FOR GENERATING PERSONALIZED CONTENT | January 2024 | October 2024 | Allow | 9 | 0 | 0 | Yes | No |
| 18410621 | LANGUAGE MODEL FOR ABSTRACTIVE SUMMARIZATION | January 2024 | August 2025 | Allow | 19 | 1 | 0 | Yes | No |
| 18408263 | SYSTEMS AND METHODS FOR CONVERSION OF DOCUMENTS TO REUSABLE CONTENT TYPES | January 2024 | October 2024 | Allow | 9 | 0 | 0 | Yes | No |
| 18390846 | System and Method for Electronic Document Interaction with External Resources | December 2023 | October 2024 | Allow | 9 | 0 | 0 | Yes | No |
| 18544159 | CREATION OF COMPONENT TEMPLATES BASED ON SEMANTICALLY SIMILAR CONTENT | December 2023 | August 2024 | Allow | 8 | 0 | 0 | Yes | No |
| 18370717 | MACHINE LEARNING BASED INSTANTIATION OF DOCUMENTS BASED ON TEMPLATES IN A DOCUMENT MANAGEMENT SYSTEM | September 2023 | September 2025 | Allow | 24 | 1 | 0 | No | No |
| 18239868 | TECHNIQUES FOR VIEW CAPTURE AND STORAGE FOR MOBILE APPLICATIONS | August 2023 | July 2024 | Allow | 11 | 0 | 0 | Yes | No |
| 18456370 | SYSTEMS AND METHODS FOR CONTENT CREATION BASED ON AUDIENCE PREFERENCE AND CONTEXTUAL FACTORS | August 2023 | January 2025 | Allow | 17 | 1 | 0 | No | No |
| 18449467 | SYSTEMS AND METHODS FOR GENERATING AND PROCESSING ELECTRONIC FORMS | August 2023 | September 2025 | Allow | 25 | 3 | 0 | Yes | No |
| 18336417 | Augmented Natural Language Generation Platform | June 2023 | May 2024 | Allow | 11 | 0 | 0 | Yes | No |
| 18334862 | SYSTEM AND METHOD FOR DOCUMENT TRANSLATION IN A FORMAT AGNOSTIC DOCUMENT VIEWER | June 2023 | August 2024 | Allow | 14 | 1 | 0 | No | No |
| 18313987 | DRILL DOWN OF STATISTICS CHART ROW | May 2023 | October 2024 | Allow | 17 | 1 | 0 | Yes | No |
| 18313529 | UTILIZING A TRANSFORMER-BASED GENERATIVE LANGUAGE MODEL TO GENERATE DIGITAL DESIGN DOCUMENT VARIATIONS | May 2023 | December 2024 | Allow | 19 | 1 | 0 | Yes | No |
| 18161485 | Transforming Content Across Visual Mediums Using Artificial Intelligence and User Generated Media | January 2023 | November 2025 | Allow | 34 | 0 | 0 | No | No |
| 18101793 | CONTENT MANAGEMENT TOOLS | January 2023 | September 2025 | Abandon | 32 | 1 | 0 | Yes | No |
| 17967218 | LEARNING DATA GENERATION DEVICE, METHOD, AND RECORD MEDIUM FOR STORING PROGRAM | October 2022 | February 2026 | Allow | 40 | 1 | 0 | Yes | No |
| 17934221 | GRAPHICS PROCESSING UNIT TRAINING JOB ALLOCATION | September 2022 | September 2025 | Allow | 36 | 0 | 0 | No | No |
| 17929290 | SYSTEMS AND METHODS FOR ADAPTING PLATFORM BEHAVIOR USING MACHINE-LEARNING-BASED REMOTE ENTITY LIFECYCLE MONITORING | September 2022 | February 2026 | Allow | 41 | 0 | 0 | No | No |
| 17900753 | COMPUTING SYSTEM AND METHOD FOR CREATING A DATA SCIENCE MODEL HAVING REDUCED BIAS | August 2022 | June 2025 | Allow | 34 | 0 | 0 | Yes | No |
| 17870942 | DOMAIN-DRIVEN FEEDBACK DATA ANALYSIS IN INFORMATION PROCESSING SYSTEM | July 2022 | June 2025 | Allow | 35 | 0 | 0 | No | No |
| 17759036 | CORRELATION AND POLICY ENGINE POLICY CREATION SYSTEM AND METHOD OF OPERATION | July 2022 | October 2024 | Allow | 27 | 0 | 0 | No | No |
| 17858680 | MESSAGING ACCOUNT MANAGEMENT SYSTEM | July 2022 | January 2026 | Allow | 42 | 1 | 0 | Yes | No |
| 17846784 | CUSTOMIZED AGREEMENT VALIDATION | June 2022 | May 2025 | Abandon | 34 | 2 | 0 | Yes | No |
| 17831464 | STORAGE MEDIUM, DATABASE CONSTRUCTION METHOD, AND INFORMATION PROCESSING APPARATUS | June 2022 | May 2025 | Allow | 35 | 0 | 0 | No | No |
| 17710880 | INTENT-BASED TASK REPRESENTATION LEARNING USING WEAK SUPERVISION | March 2022 | May 2025 | Allow | 38 | 0 | 0 | No | No |
| 17709237 | APPARATUS, ARTICLES OF MANUFACTURE, AND METHODS FOR CLUSTERED FEDERATED LEARNING USING CONTEXT DATA | March 2022 | March 2026 | Abandon | 48 | 2 | 0 | Yes | No |
| 17655669 | PROBABILISTIC ENTITY-CENTRIC KNOWLEDGE GRAPH COMPLETION | March 2022 | October 2025 | Allow | 43 | 1 | 0 | Yes | No |
| 17652779 | MACHINE LEARNING MODEL EVALUATION SYSTEM AND METHOD | February 2022 | September 2025 | Abandon | 43 | 1 | 0 | No | No |
| 17652863 | Machine Learning Super Large-Scale Time-series Forecasting | February 2022 | October 2025 | Allow | 43 | 1 | 0 | Yes | No |
| 17652754 | QUERY-DRIVEN CHALLENGE OF AI BIAS | February 2022 | October 2025 | Allow | 43 | 1 | 0 | Yes | No |
| 17666477 | SYSTEMS AND METHODS FOR SECURE DOCUMENT MANAGEMENT | February 2022 | November 2024 | Abandon | 33 | 2 | 0 | No | No |
| 17665742 | Method and System for Rule Mining Using Quantum Computing | February 2022 | June 2025 | Allow | 41 | 0 | 0 | No | No |
| 17589699 | PHYLOGENETIC REPLAY LEARNING IN DEEP NEURAL NETWORKS | January 2022 | August 2025 | Abandon | 42 | 1 | 0 | No | No |
| 17577620 | INTELLIGENT ORDER PROBLEM LEARNING AND MITIGATION IN AUTOMATED ORDER PROCESSING SYSTEM | January 2022 | August 2025 | Allow | 43 | 1 | 0 | Yes | No |
| 17564275 | RESONATOR NETWORK BASED NEURAL NETWORK | December 2021 | October 2025 | Allow | 46 | 1 | 0 | Yes | No |
| 17553063 | Statistical dependence-aware biological predictive system | December 2021 | January 2026 | Allow | 49 | 1 | 0 | Yes | No |
| 17619395 | SPIKING CONVOLUTIONAL NEURAL NETWORK BASED ON FLASH STORAGE AND COMPUTING ARRAY | December 2021 | October 2025 | Allow | 46 | 2 | 0 | Yes | No |
| 17546346 | PRIORITIZED DATA CLEANING | December 2021 | September 2025 | Allow | 45 | 1 | 0 | Yes | No |
| 17545921 | Quantum Computer Designs with Core Computing and Cache Regions that Utilize Lattice Surgery | December 2021 | March 2025 | Allow | 39 | 0 | 0 | No | No |
| 17528362 | PREDICTING TARGETED FUTURE ENGAGEMENT USING TRAINED ARTIFICIAL INTELLIGENCE PROCESSES | November 2021 | January 2026 | Allow | 50 | 2 | 0 | Yes | No |
| 17509102 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND COMPUTER-READABLE RECORDING MEDIUM STORING INFORMATION PROCESSING PROGRAM | October 2021 | November 2024 | Allow | 37 | 0 | 0 | No | No |
| 17450055 | DISTRIBUTED SYNCHRONOUS TRAINING ARCHITECTURE USING STALE WEIGHTS | October 2021 | June 2025 | Allow | 44 | 1 | 0 | No | No |
| 17470951 | METHOD FOR REAL-TIME ENHANCEMENT OF A PREDICTIVE ALGORITHM BY A NOVEL MEASUREMENT OF CONCEPT DRIFT USING ALGORITHMICALLY-GENERATED FEATURES | September 2021 | June 2025 | Allow | 45 | 1 | 0 | No | No |
| 17399584 | EVOLUTION OF TOPICS IN A MESSAGING SYSTEM | August 2021 | February 2026 | Allow | 54 | 2 | 0 | No | No |
| 17355310 | METHOD AND APPARATUS FOR TRAINING CLASSIFICATION TASK MODEL, DEVICE, AND STORAGE MEDIUM | June 2021 | December 2025 | Allow | 54 | 1 | 0 | Yes | No |
| 17330048 | IMPLEMENTATION-TUNED ARCHITECTURE FOR NEURAL NETWORK PROCESSING IN A LEARNED TRANSFORM DOMAIN | May 2021 | December 2024 | Allow | 43 | 0 | 0 | No | No |
| 17322194 | REDUCING OPERATIONS FOR TRAINING NEURAL NETWORKS | May 2021 | May 2025 | Allow | 48 | 1 | 0 | Yes | No |
| 17318022 | DATA DE-IDENTIFICATION USING SEMANTIC EQUIVALENCE FOR MACHINE LEARNING | May 2021 | April 2025 | Allow | 47 | 1 | 0 | Yes | No |
| 17237892 | MACHINE-LEARNING TECHNIQUES APPLIED TO INTERACTION DATA FOR DETERMINING SEQUENTIAL CONTENT AND FACILITATING INTERACTIONS IN ONLINE ENVIRONMENTS | April 2021 | February 2025 | Allow | 46 | 2 | 0 | Yes | No |
| 17237827 | TECHNIQUE FOR ASSESSING TRUST BASED ON COMPANY EMAIL DOMAIN DATA | April 2021 | February 2025 | Allow | 46 | 2 | 0 | No | No |
| 17217903 | SYSTEMS AND METHODS FOR EMAIL CAMPAIGN DOMAIN CLASSIFICATION | March 2021 | January 2025 | Allow | 45 | 1 | 0 | Yes | No |
| 17280252 | TEACHING DATA EXTENDING DEVICE, TEACHING DATA EXTENDING METHOD, AND PROGRAM | March 2021 | October 2024 | Allow | 43 | 1 | 0 | No | No |
| 17190992 | PREDICTION OF FUTURE OCCURRENCES OF EVENTS USING ADAPTIVELY TRAINED ARTIFICIAL-INTELLIGENCE PROCESSES AND CONTEXTUAL DATA | March 2021 | February 2025 | Allow | 48 | 2 | 0 | Yes | No |
| 17254372 | DATA PROCESSING METHOD, DEVICE, COMPUTER EQUIPMENT AND STORAGE MEDIUM | December 2020 | September 2025 | Allow | 56 | 3 | 0 | Yes | Yes |
| 17111120 | AUGMENTING A PRESENTATION BASED ON A PREDICTED USER KNOWLEDGE BACKGROUND | December 2020 | August 2025 | Abandon | 56 | 4 | 0 | Yes | No |
| 17099310 | Methods and Circuits for Copying Qubits and Quantum Representation of Images and Signals | November 2020 | October 2025 | Abandon | 59 | 2 | 0 | No | Yes |
| 17098822 | STATISTICAL CONFIDENCE METRIC FOR RECONSTRUCTIVE ANOMALY DETECTION MODELS | November 2020 | November 2023 | Allow | 36 | 3 | 0 | Yes | Yes |
| 17090481 | ANALOG NEURAL MEMORY ARRAY IN ARTIFICIAL NEURAL NETWORK WITH SOURCE LINE PULLDOWN MECHANISM | November 2020 | March 2024 | Allow | 41 | 2 | 0 | No | No |
| 17036913 | TASK PRIORITIZED EXPERIENCE REPLAY ALGORITHM FOR REINFORCEMENT LEARNING | September 2020 | December 2024 | Allow | 50 | 4 | 0 | Yes | No |
| 15494685 | AUGMENTING WEB CONTENT TO IMPROVE USER EXPERIENCE | April 2017 | April 2019 | Allow | 23 | 2 | 0 | Yes | No |
| 15340666 | SYSTEM AND METHOD FOR PRESENTING OPTIMIZED MAP LABELS | November 2016 | February 2019 | Allow | 27 | 1 | 0 | No | No |
| 15164425 | METHOD AND SYSTEM TO CONVERT DOCUMENT SOURCE DATA TO XML VIA ANNOTATION | May 2016 | August 2018 | Allow | 27 | 2 | 0 | Yes | No |
| 15163537 | MOBILE TERMINAL | May 2016 | September 2018 | Allow | 28 | 1 | 0 | Yes | No |
| 14993385 | AUTHORING TOOL FOR THE AUTHORING OF WRAP PACKAGES OF CARDS | January 2016 | July 2016 | Allow | 6 | 1 | 0 | Yes | No |
| 14852138 | WRAP DESCRIPTOR FOR DEFINING A WRAP PACKAGE OF CARDS INCLUDING A GLOBAL COMPONENT | September 2015 | July 2016 | Allow | 10 | 1 | 0 | Yes | No |
| 14643745 | METHOD FOR LOGICAL ORGANIZATION OF WORKSHEETS | March 2015 | July 2016 | Allow | 16 | 1 | 0 | Yes | No |
| 14546284 | TECHNIQUES FOR SYNCHRONIZATION OF A PRINT MENU AND DOCUMENT ANNOTATION RENDERINGS BETWEEN A COMPUTING DEVICE AND A MOBILE DEVICE LOGGED IN TO THE SAME ACCOUNT | November 2014 | January 2017 | Allow | 26 | 3 | 0 | Yes | No |
| 14452940 | System and Method for Rendering an Assessment Item | August 2014 | April 2017 | Allow | 32 | 2 | 0 | No | No |
| 14448205 | SYNCHRONISING SCREENSHOTS IN DOCUMENTATION WITH PRODUCT FUNCTIONALITY | July 2014 | June 2017 | Allow | 35 | 1 | 0 | No | No |
| 14332416 | Methods, Circuits, Devices, Systems and Associated Computer Executable Code for Composing Composite Content | July 2014 | November 2016 | Allow | 28 | 1 | 0 | Yes | No |
| 14263292 | METHOD FOR LOGICAL ORGANIZATION OF WORKSHEETS | April 2014 | July 2016 | Allow | 26 | 1 | 0 | Yes | No |
| 14047872 | ANNOTATIONS FOR ELECTRONIC CONTENT | October 2013 | May 2016 | Allow | 31 | 1 | 0 | Yes | No |
| 14036308 | STRUCTURAL HOT SPOT AND CRITICAL LOCATION MONITORING SYSTEM AND METHOD | September 2013 | December 2018 | Allow | 60 | 6 | 0 | Yes | No |
| 13817689 | Optimizing Hyper Parameters of Probabilistic Model for Mixed Text-and-Graphics Layout Template | February 2013 | September 2015 | Allow | 31 | 1 | 0 | Yes | No |
| 13733014 | ONLINE DOCUMENTATION REVIEW | January 2013 | March 2017 | Allow | 51 | 3 | 0 | Yes | No |
| 13670428 | USING MOTION GESTURES TO SEND, SAVE, DELETE, AND REJECT A MESSAGE | November 2012 | February 2015 | Allow | 28 | 1 | 0 | Yes | No |
| 13609541 | Personalized medical record | September 2012 | July 2017 | Allow | 58 | 3 | 0 | No | No |
| 13535193 | CONVERTING DIGITAL PUBLICATIONS INTO A FORMAT FOR SENDING TO A USER DEVICE | June 2012 | April 2017 | Allow | 58 | 5 | 0 | Yes | No |
| 13535164 | MASKING CONTENT WHILE PRESERVING LAYOUT OF A WEBPAGE | June 2012 | June 2016 | Allow | 48 | 3 | 0 | Yes | No |
| 13517802 | OVERRIDING STYLE RULES FOR STYLING WEB ELEMENTS | June 2012 | November 2016 | Allow | 53 | 4 | 0 | Yes | No |
| 13468543 | INFORMATION PROCESSING APPARATUS HAVING PAGE PREVIEW FUNCTION, METHOD OF CONTROLLING THE SAME, AND STORAGE MEDIUM | May 2012 | March 2016 | Allow | 46 | 4 | 0 | Yes | No |
| 13462740 | TRANSLATING USER INTERFACE SOUNDS INTO 3D AUDIO SPACE | May 2012 | March 2019 | Allow | 60 | 4 | 0 | Yes | Yes |
| 13428498 | INTERACTION BASED PRIORITIZED RETRIEVAL OF EMBEDDED RESOURCES | March 2012 | February 2019 | Allow | 60 | 6 | 0 | Yes | Yes |
| 13217557 | Arranging Content in an Electronic Page | August 2011 | July 2015 | Allow | 46 | 3 | 0 | Yes | No |
| 13072475 | MOBILE TERMINAL FOR DISPLAYING A WEBPAGE AND METHOD OF CONTROLLING THE SAME | March 2011 | November 2016 | Allow | 60 | 5 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner MRABI, HASSAN.
With a 66.7% reversal rate, the PTAB has reversed the examiner's rejections more often than affirming them. This reversal rate is in the top 25% across the USPTO, indicating that appeals are more successful here than in most other areas.
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, 40.0% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.
✓ 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 is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.
Examiner MRABI, HASSAN works in Art Unit 2147 and has examined 51 patent applications in our dataset. With an allowance rate of 96.1%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 46 months.
Examiner MRABI, HASSAN's allowance rate of 96.1% places them in the 86% percentile among all USPTO examiners. This examiner is more likely to allow applications than most examiners at the USPTO.
On average, applications examined by MRABI, HASSAN receive 2.08 office actions before reaching final disposition. This places the examiner in the 55% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.
The median time to disposition (half-life) for applications examined by MRABI, HASSAN is 46 months. This places the examiner in the 11% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.
Conducting an examiner interview provides a +4.4% benefit to allowance rate for applications examined by MRABI, HASSAN. This interview benefit is in the 28% percentile among all examiners. Recommendation: Interviews provide a below-average benefit with this examiner.
When applicants file an RCE with this examiner, 32.8% of applications are subsequently allowed. This success rate is in the 70% percentile among all examiners. Strategic Insight: RCEs show above-average effectiveness with this examiner. Consider whether your amendments or new arguments are strong enough to warrant an RCE versus filing a continuation.
This examiner enters after-final amendments leading to allowance in 18.2% of cases where such amendments are filed. This entry rate is in the 21% 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 6% 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 57.1% of appeals filed. This is in the 30% percentile among all examiners. Of these withdrawals, 25.0% 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.
When applicants file petitions regarding this examiner's actions, 0.0% are granted (fully or in part). This grant rate is in the 1% 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's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 11% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.
Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 11% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically 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.