Prosecution Insights
Prosecution Insights
65 pending office actions • 45 art units • 63 examiners • 0 of 65 (0%) have an AI response strategy ready • 127 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 64 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 64 of the docket's apps have a known mailing date.
Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.
| Bucket | Cases |
|---|---|
| §101 only | 3 (5%) |
| §103 only | 54 (83%) |
| §102 only | 4 (6%) |
| §112 only | 3 (5%) |
| No statute on record | 1 (2%) |
How the docket's pending cases split across USPTO tech-center bands.
Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| TSWEI, YU-JANG | 2 | 84.3% | +16.9% |
| DAGNEW, SABA | 2 | 37.6% | +17.7% |
| ORR, HENRY W | 1 | 50.7% | +37.0% |
| RAJAPUTRA, SUMAN | 1 | 69.1% | +38.2% |
| ZEROUAL, OMAR | 1 | 34.0% | +40.0% |
| CAO, VINCENT M | 1 | 55.3% | +31.3% |
| DUNCAN, MARC M | 1 | 86.9% | +7.4% |
| WENDMAGEGN, GIRUMSEW | 1 | 76.8% | +21.2% |
| PEREZ-ARROYO, RAQUEL | 1 | 58.1% | +31.7% |
| DHILLON, PUNEET S | 1 | 82.1% | +19.0% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 4 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18927845 | EYE DETECTION APPARATUS AND ELECTRONIC DEVICE | DHILLON, PUNEET S | 54d |
| 19232386 | METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM FOR GENERATING A TEXT VIDEO | TSWEI, YU-JANG | 55d |
| 18749493 | SOCIAL NETWORKING BASED ON COLLECTING ASSET ITEMS | TSWEI, YU-JANG | 55d |
| 18872262 | SERVERLESS ARCHITECTURE DISTRIBUTED FAULT-TOLERANT SYSTEM AND METHOD, APPARATUS, DEVICE, AND MEDIUM | DUNCAN, MARC M | 60d |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 3 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18878833 | METHOD AND APPARATUS FOR RETURN EVALUATION, DEVICE AND STORAGE MEDIUM | CAO, VINCENT M | 3d overdue |
| 17727015 | ATTRIBUTE AND RATING CO-EXTRACTION | SHAIKH, ZEESHAN MAHMOOD | 13d |
| 18793602 | METHOD, APPARATUS AND ELECTRONIC DEVICE FOR BUSINESS PROCESSING | CAMPBELL, SHANNON S | — |
Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19024468 | BUSINESS INFORMATION GENERATION | ZEROUAL, OMAR | 8d overdue |
| 19053359 | METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR WORKFLOW AUTOMATION | DAGNEW, SABA | 4d overdue |
| 18878833 | METHOD AND APPARATUS FOR RETURN EVALUATION, DEVICE AND STORAGE MEDIUM | CAO, VINCENT M | 3d overdue |
| 18711530 | VIDEO GENERATION METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM | WENDMAGEGN, GIRUMSEW | 2d overdue |
| 19186392 | DATA PROCESSING METHOD, ELECTRONIC DEVICE, STORAGE MEDIUM AND PROGRAM PRODUCT | RAJAPUTRA, SUMAN | 14d |
| 18863900 | METHOD AND APPARATUS FOR GENERATING SONG LIST, ELECTRONIC DEVICE, AND STORAGE MEDIUM | PEREZ-ARROYO, RAQUEL | 28d |
| 18932325 | METHOD, APPARATUS, DEVICE AND MEDIUM FOR DETERMINING QUANTITY OF REQUISITE RESOURCES FOR PLACEMENT OF MEDIA ITEM | DAGNEW, SABA | 30d |
| 18927845 | EYE DETECTION APPARATUS AND ELECTRONIC DEVICE | DHILLON, PUNEET S | 54d |
| Art Unit | Apps |
|---|---|
| 2611 | 4 |
| 3621 | 3 |
| 2484 | 3 |
| 3628 | 2 |
| 2113 | 2 |
| 2616 | 2 |
| 2618 | 2 |
| 2613 | 2 |
| 2615 | 2 |
| 2658 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19232386 | METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM FOR GENERATING A TEXT VIDEO | TSWEI, YU-JANG | 2611 | §103 | Non-Final OA | 55d | Pending | Jun 09, 2025 |
| 19220864 | METHOD, APPARATUS AND DEVICE FOR GENERATING EFFECT AND STORAGE MEDIUM | ORR, HENRY W | 2172 | §103 | Non-Final OA | 62d | Pending | May 28, 2025 |
| 19186392 | DATA PROCESSING METHOD, ELECTRONIC DEVICE, STORAGE MEDIUM AND PROGRAM PRODUCT | RAJAPUTRA, SUMAN | 2163 | §103 | Non-Final OA | 14d | Pending | Apr 22, 2025 |
| 19053359 | METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR WORKFLOW AUTOMATION | DAGNEW, SABA | 3621 | §103 | Non-Final OA | 4d overdue | Pending | Feb 13, 2025 |
| 19024468 | BUSINESS INFORMATION GENERATION | ZEROUAL, OMAR | 3628 | §103 | Non-Final OA | 8d overdue | Pending | Jan 16, 2025 |
| 18878833 | METHOD AND APPARATUS FOR RETURN EVALUATION, DEVICE AND STORAGE MEDIUM | CAO, VINCENT M | 3622 | §101 | Non-Final OA | 3d overdue | Pending | Dec 24, 2024 |
| 18872262 | SERVERLESS ARCHITECTURE DISTRIBUTED FAULT-TOLERANT SYSTEM AND METHOD, APPARATUS, DEVICE, AND MEDIUM | DUNCAN, MARC M | 2113 | §112 | Non-Final OA | 60d | Pending | Dec 05, 2024 |
| 18711530 | VIDEO GENERATION METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM | WENDMAGEGN, GIRUMSEW | 2484 | §103 | Non-Final OA | 2d overdue | Pending | Dec 02, 2024 |
| 18863900 | METHOD AND APPARATUS FOR GENERATING SONG LIST, ELECTRONIC DEVICE, AND STORAGE MEDIUM | PEREZ-ARROYO, RAQUEL | 2161 | §103 | Final Rejection | 28d | Pending | Nov 07, 2024 |
| 18932325 | METHOD, APPARATUS, DEVICE AND MEDIUM FOR DETERMINING QUANTITY OF REQUISITE RESOURCES FOR PLACEMENT OF MEDIA ITEM | DAGNEW, SABA | 3621 | §103 | Final Rejection | 30d | Pending | Oct 30, 2024 |
| 18927845 | EYE DETECTION APPARATUS AND ELECTRONIC DEVICE | DHILLON, PUNEET S | 2488 | §103 | Non-Final OA | 54d | Pending | Oct 25, 2024 |
| 18900323 | METHOD FOR DETERMINING AN EFFECT VIDEO, ELECTRONIC DEVICE AND STORAGE MEDIUM | YANG, YI | 2616 | §103 | Final Rejection | 26d overdue | Pending | Sep 27, 2024 |
| 18848481 | VIDEO EDITING METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM | NGUYEN, HAU H | 2611 | §103 | Non-Final OA | 41d | Pending | Sep 18, 2024 |
| 18844909 | LINE EFFECT PROCESSING METHOD AND APPARATUS, ELECTRONIC DEVICE, STORAGE MEDIUM AND PRODUCT | OCHSNER, ISABELLA PAIGE | 2618 | §103 | Non-Final OA | 21d | Pending | Sep 06, 2024 |
| 18820102 | IMAGE PROCESSING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUM | TSENG, CHARLES | 2613 | §103 | Non-Final OA | 30d | Pending | Aug 29, 2024 |
| 18839200 | METHOD AND DEVICE OF GENERATING STICKER | WU, YANNA | 2615 | §103 | Non-Final OA | 29d | Pending | Aug 16, 2024 |
| 18837577 | FEATURE EXTRACTION METHOD AND APPARATUS FOR VIDEO, SLICING METHOD AND APPARATUS FOR VIDEO, AND ELECTRONIC DEVICE AND STORAGE MEDIUM | CHIO, TAT CHI | 2486 | §102 | Non-Final OA | 35d overdue | Pending | Aug 09, 2024 |
| 18794588 | VOICE DATA PROCESSING METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM | PATEL, SHREYANS A | 2659 | §103 | Non-Final OA | 5d overdue | Pending | Aug 05, 2024 |
| 18793602 | METHOD, APPARATUS AND ELECTRONIC DEVICE FOR BUSINESS PROCESSING | CAMPBELL, SHANNON S | 3628 | §101 | Final Rejection | — | Pending | Aug 02, 2024 |
| 18790211 | METHOD AND DEVICE FOR CREATING MULTIMEDIA CONTENT, AND STORAGE MEDIUM | VANG, MENG | 2443 | §103 | Non-Final OA | 22d | Pending | Jul 31, 2024 |
| 18787432 | DETERMINING SPEED CHANGE RATIO FOR AUDIO SAMPLES | WEAVER, ADAM MICHAEL | 2658 | §103 | Non-Final OA | 4d overdue | Pending | Jul 29, 2024 |
| 18832857 | METHOD AND APPARATUS FOR PROCESSING EFFECT IMAGE, ELECTRONIC DEVICE, AND STORAGE MEDIUM | NGUYEN, PHU K | 2616 | §103 | Non-Final OA | 44d overdue | Pending | Jul 24, 2024 |
| 18782126 | PERSONALIZED CONTENT GRADIENT CREATION | NGUYEN, DUNE NGOC | 2618 | §103 | Non-Final OA | 5d | Pending | Jul 24, 2024 |
| 18730721 | VIDEO GENERATION METHOD, APPARATUS AND DEVICE, AND STORAGE MEDIUM | JOHNSON-CALDERON, FRANK J | 2425 | §103 | Final Rejection | 1d overdue | Pending | Jul 19, 2024 |
| 18725372 | MUSIC GENERATION METHOD, APPARATUS AND SYSTEM, AND STORAGE MEDIUM | GODBOLD, DOUGLAS | 2655 | §103 | Non-Final OA | 15d overdue | Pending | Jun 28, 2024 |
| 18758347 | FAULT IDENTIFICATION AND RECOVERY FOR DISTRIBUTED TRAINING | LIN, KATHERINE Y | 2113 | §102 | Non-Final OA | 42d overdue | Pending | Jun 28, 2024 |
| 18755479 | UNSUPERVISED LEARNING WITH SYNTHETIC DATA AND ATTENTION MASKS | HE, WEIMING | 2611 | §103 | Non-Final OA | 5d overdue | Pending | Jun 26, 2024 |
| 18723804 | MUSIC POINT-BASED VIDEO GENERATION METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM | SHIBRU, HELEN | 2484 | §102 | Non-Final OA | 56d overdue | Pending | Jun 24, 2024 |
| 18751609 | METHOD AND APPARATUS FOR DATA INQUIRY, ELECTRONIC DEVICE, STORAGE MEDIUM, AND PROGRAM PRODUCT | OWYANG, MICHELLE N | 2168 | §103 | Non-Final OA | 41d | Pending | Jun 24, 2024 |
| 18723358 | PARTICLE SPECIAL EFFECT RENDERING METHOD AND APPARATUS, AND DEVICE AND STORAGE MEDIUM | LE, JOHNNY TRAN | 2614 | §103 | Non-Final OA | 9d overdue | Pending | Jun 21, 2024 |
| 18749493 | SOCIAL NETWORKING BASED ON COLLECTING ASSET ITEMS | TSWEI, YU-JANG | 2614 | §103 | Non-Final OA | 55d | Pending | Jun 20, 2024 |
| 18731041 | DATABASE-BASED DATA PROCESSING METHOD, DEVICE, MEDIUM AND APPARATUS | OBISESAN, AUGUSTINE KUNLE | 2156 | §103 | Non-Final OA | 28d | Pending | May 31, 2024 |
| 18680651 | METHOD, APPARATUS, DEVICE, READABLE STORAGE MEDIUM AND PRODUCT FOR MEDIA CONTENT PROCESSING | USSERY, CAIDEN ALEXANDER | 2611 | §103 | Non-Final OA | 63d | Pending | May 31, 2024 |
| 18672420 | ARTIFICIAL INTELLIGENCE (AI)-ASSISTED POST EDITING | FIBBI, CHRISTOPHER J | 2174 | §103 | Non-Final OA | 43d | Pending | May 23, 2024 |
| 18670927 | CACHE CONTROL METHOD AND DEVICE | HODGES, SUSAN E | 2425 | §103 | Non-Final OA | 32d overdue | Pending | May 22, 2024 |
| 18644431 | DISPLAY METHOD AND DISPLAY APPARATUS FOR IMAGE-TEXT CONTENTS, STORAGE MEDIUM, AND COMPUTER PROGRAM PRODUCT | RIEGLER, PATRICK F | 2171 | §103 | Non-Final OA | 10d overdue | Pending | Apr 24, 2024 |
| 18592339 | RECONSTRUCTION OF ENTRANCE PUPILS USING IMAGE DATA | FUJITA, KATRINA R | 2672 | §103 | Non-Final OA | 9d | Pending | Feb 29, 2024 |
| 18588735 | METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR DELIVERY COST ESTIMATION | PRESTON, ASHLEY DAWN | 3688 | §103 | Final Rejection | 19d | Pending | Feb 27, 2024 |
| 18589073 | VIDEO PROCESSING METHOD AND APPARATUS, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM | ZHAO, DAQUAN | 2484 | §103 | Non-Final OA | 9d overdue | Pending | Feb 27, 2024 |
| 18392898 | METHOD AND SYSTEM FOR CONTROLLING NETWORK TRAFFIC BASED ON REASONS FOR PACKET LOSS | MAHMUD, GOLAM | 2458 | §103 | Non-Final OA | 36d | Pending | Dec 21, 2023 |
| 18572097 | WEB PAGE CLASSIFICATION METHOD, APPARATUS, STORAGE MEDIUM AND ELECTRONIC DEVICE | HICKS, SHIRLEY D. | 2168 | §103 | Non-Final OA | 87d overdue | Pending | Dec 19, 2023 |
| 18506723 | METHOD FOR DISPLAYING CAPTURING INTERFACE SUPPORTING EFFECT PREVIEW | KHAN, USMAN A | 2637 | §103 | Final Rejection | 21d | Pending | Nov 10, 2023 |
| 18462916 | INFORMATION DISTRIBUTION METHOD, APPARATUS AND COMPUTER READABLE STORAGE MEDIUM | DETWEILER, JAMES M | 3621 | §112 | Final Rejection | 77d overdue | Pending | Sep 07, 2023 |
| 18238780 | MULTI-VIEW 3D DIFFUSION | GE, JIN | 2619 | §103 | Non-Final OA | 98d overdue | Pending | Aug 28, 2023 |
| 18231499 | MUSIC-FOCUSED PRESENTATION METHOD | HOPE, DARRIN | 2178 | §103 | Non-Final OA | 21d | Pending | Aug 08, 2023 |
| 18355345 | SERVER DEVICE PROVIDING SOCIAL MEDIA PLATFORM WITH AI PROFILE PICTURE GENERATION | CALDERON SANTIAGO, ALVARO RAFAEL | 2171 | §103 | Non-Final OA | 19d overdue | Pending | Jul 19, 2023 |
| 18219158 | PREDICTION MODEL MANAGEMENT | GERGISO, TECHANE | 2408 | §103 | Non-Final OA | 9d overdue | Pending | Jul 07, 2023 |
| 18343330 | PUSH METHOD, PUSH APPARATUS OF VIDEO AND STORAGE MEDIUM | SILVA-AVINA, EMMANUEL | 2673 | §103 | Final Rejection | 42d overdue | Pending | Jun 28, 2023 |
| 18317818 | MEMORY-EFFICIENT VOLUME DATA STRUCTURES FOR NOVEL VIEWPOINT RENDERING | TRAN, JENNY NGAN | 2615 | §103 | Non-Final OA | 26d | Pending | May 15, 2023 |
| 18252559 | DATA PROTECTION METHOD, APPARATUS, MEDIUM AND DEVICE | TRAN, QUOC A | 2145 | — | Final Rejection | 30d overdue | Pending | May 11, 2023 |
| 18077410 | FEDERATED LEARNING FOR MEDIA CONTENT RECOMMENDATION | LU, HWEI-MIN | 2142 | §103 | Final Rejection | 34d | Pending | Dec 08, 2022 |
| 17986644 | MELODY EXTRACTION FROM POLYPHONIC SYMBOLIC MUSIC | QIN, JIANCHUN | 2837 | §103 | Final Rejection | 79d | Pending | Nov 14, 2022 |
| 17985788 | DIVERSIFYING RECOMMENDATIONS BY IMPROVING EMBEDDING GENERATION OF A GRAPH NEURAL NETWORK MODEL | MOUNDI, ISHAN NMN | 2141 | §103 | Final Rejection | 40d | Pending | Nov 11, 2022 |
| 18054592 | TEXT INPUT TO THREE-DIMENSIONAL (3D) IMAGES | GIULIANI, GIUSEPPI J | 2153 | §103 | Non-Final OA | 13d | Pending | Nov 11, 2022 |
| 18053851 | AUTOMATIC DATA GENERATION | RODRIGUEZ, ANTHONY JASON | 2672 | §103 | Final Rejection | 30d overdue | Pending | Nov 09, 2022 |
| 17953255 | DETERMINING ONLINE CLASSIFIER PERFORMANCE VIA NORMALIZING FLOWS | STORK, KYLE R | 2128 | §103 | Non-Final OA | 71d overdue | Pending | Sep 26, 2022 |
| 17874817 | Partitioning Information In Neural Network-Based Video Coding | BRUMFIELD, SHANIKA M | 2487 | §103 | Non-Final OA | 3d overdue | Pending | Jul 27, 2022 |
| 17737327 | CIRCUIT MODULE AND METHOD FOR PERFORMING MATRIX MULTIPLICATION | DE LA GARZA, CARLOS HEBERTO | 2182 | §102 | Non-Final OA | 17d overdue | Pending | May 05, 2022 |
| 17727015 | ATTRIBUTE AND RATING CO-EXTRACTION | SHAIKH, ZEESHAN MAHMOOD | 2658 | §101 | Final Rejection | 13d | Pending | Apr 22, 2022 |
| 17579566 | EMBEDDING OPTIMIZATION FOR A MACHINE LEARNING MODEL | WU, NICHOLAS S | 2148 | §103 | Non-Final OA | 91d overdue | Pending | Jan 19, 2022 |
| 17554656 | OPTIMAL KNOWLEDGE DISTILLATION SCHEME | YOUNG, KEVIN L. | 2194 | §103 | Non-Final OA | 120d overdue | Pending | Dec 17, 2021 |
| 17538938 | IMAGE ATTRIBUTE CLASSIFICATION METHOD, APPARATUS, ELECTRONIC DEVICE, MEDIUM AND PROGRAM PRODUCT | LI, RUIPING | 2676 | §103 | Final Rejection | 26d overdue | Pending | Nov 30, 2021 |
| 17534222 | METHOD, APPARATUS AND STORAGE MEDIUM FOR OBJECT ATTRIBUTE CLASSIFICATION MODEL TRAINING | KNIGHT, PAUL M | 2148 | §112 | Final Rejection | 26d overdue | Pending | Nov 23, 2021 |
| 17477257 | SUBPICTURE ENTITY GROUPS IN VIDEO CODING | HESS, MICHAEL J | 2481 | §103 | Non-Final OA | 4d overdue | Pending | Sep 16, 2021 |
| 17353425 | SPECTRUM ALGORITHM WITH TRAIL RENDERER | CHEN, YU | 2613 | §103 | Final Rejection | 36d overdue | Pending | Jun 21, 2021 |
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