Prosecution Insights
Prosecution Insights
38 pending office actions • 32 art units • 37 examiners • 0 of 38 (0%) have an AI response strategy ready • 69 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 38 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. 38 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 | 5 (13%) |
| §103 only | 30 (79%) |
| §102 only | 3 (8%) |
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 |
|---|---|---|---|
| HOANG, KEN | 2 | 72.3% | +31.6% |
| RUIZ, ANGELICA | 1 | 83.0% | +14.7% |
| ESONU, VICTOR CHIGOZIRIM | 1 | 25.0% | +0.0% |
| LE, CANH | 1 | 73.4% | +73.6% |
| KRIEGER, JONAH C | 1 | 86.5% | +8.7% |
| PALIWAL, YOGESH | 1 | 83.8% | +10.8% |
| VAUGHAN, MICHAEL R | 1 | 78.3% | +31.4% |
| GAVIN, KRISTIN ELIZABETH | 1 | 15.1% | +16.6% |
| KATSIKIS, KOSTAS J | 1 | 80.8% | +29.1% |
| ROJAS, MIDYS | 1 | 87.5% | +8.0% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 5 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18796930 | Method for Adjusting Specification Parameter of SSD and Related Product | ROJAS, MIDYS | 29d overdue |
| 19190053 | METHOD AND SYSTEM FOR EVENTUAL CONSISTENCY OF DATA TYPES IN GEO-DISTRIBUTED ACTIVE-ACTIVE DATABASE SYSTEMS | RUIZ, ANGELICA | 5d overdue |
| 18830556 | MULTI-SITE CASCADING SYSTEM, INVOCATION METHOD, AND RELATED APPARATUS | KATSIKIS, KOSTAS J | 15d |
| 18973749 | Blockchain Network Management Method and Related Device | PALIWAL, YOGESH | 28d |
| 19005466 | Data Processing Method and Related Device | KRIEGER, JONAH C | 39d |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 7 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19019900 | Determining Method and Apparatus for Carbon Emissions, and Device | ESONU, VICTOR CHIGOZIRIM | 43d overdue |
| 18741139 | APPARATUS, METHOD AND READABLE STORAGE MEDIUM FOR WATERMARKING OF 3D OBJECTS | HARRISON, CHANTE E | 15d overdue |
| 18948877 | Resource Management Method and Related Apparatus | GAVIN, KRISTIN ELIZABETH | 7d |
| 17825631 | Multi-Account Cloud Service Usage Package Sharing Method and Apparatus, and Related Device | TONG, JUSTIN CHE-CHUN | 14d |
| 18770873 | Cloud Technology-Based Graphic Rendering System and Method, and Management Platform | DU, HAIXIA | 28d |
| 18335538 | Code Analysis Method and Related Device | DUAN, VIVIAN WEIJIA | 40d |
| 18179661 | Method and Apparatus for Training AI Model, Computing Device, and Storage Medium | COLE, BRANDON S | 56d |
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 |
|---|---|---|---|
| 19006991 | Cloud Technology-Based Trusted Execution System and Method | LE, CANH | 17d overdue |
| 16927147 | Database Access Method and Apparatus, Computing Device, and Computer Program Product | HOANG, KEN | 8d overdue |
| 19190053 | METHOD AND SYSTEM FOR EVENTUAL CONSISTENCY OF DATA TYPES IN GEO-DISTRIBUTED ACTIVE-ACTIVE DATABASE SYSTEMS | RUIZ, ANGELICA | 5d overdue |
| 19072146 | MODEL OPTIMIZATION METHOD AND APPARATUS, AND COMPUTING DEVICE | HOANG, KEN | 4d overdue |
| 18948877 | Resource Management Method and Related Apparatus | GAVIN, KRISTIN ELIZABETH | 7d |
| 18830556 | MULTI-SITE CASCADING SYSTEM, INVOCATION METHOD, AND RELATED APPARATUS | KATSIKIS, KOSTAS J | 15d |
| 18956281 | MODEL TRAINING SYSTEM AND METHOD, AND STORAGE MEDIUM | VAUGHAN, MICHAEL R | 20d |
| 18973749 | Blockchain Network Management Method and Related Device | PALIWAL, YOGESH | 28d |
| Art Unit | Apps |
|---|---|
| 2168 | 2 |
| 2133 | 2 |
| 2445 | 2 |
| 2194 | 2 |
| 2123 | 2 |
| 2196 | 2 |
| 2154 | 1 |
| 3629 | 1 |
| 2439 | 1 |
| 2435 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19190053 | METHOD AND SYSTEM FOR EVENTUAL CONSISTENCY OF DATA TYPES IN GEO-DISTRIBUTED ACTIVE-ACTIVE DATABASE SYSTEMS | RUIZ, ANGELICA | 2154 | §103 | Non-Final OA | 5d overdue | Pending | Apr 25, 2025 |
| 19072146 | MODEL OPTIMIZATION METHOD AND APPARATUS, AND COMPUTING DEVICE | HOANG, KEN | 2168 | §103 | Non-Final OA | 4d overdue | Pending | Mar 06, 2025 |
| 19019900 | Determining Method and Apparatus for Carbon Emissions, and Device | ESONU, VICTOR CHIGOZIRIM | 3629 | §103 | Non-Final OA | 43d overdue | Pending | Jan 14, 2025 |
| 19006991 | Cloud Technology-Based Trusted Execution System and Method | LE, CANH | 2439 | §103 | Non-Final OA | 17d overdue | Pending | Dec 31, 2024 |
| 19005466 | Data Processing Method and Related Device | KRIEGER, JONAH C | 2133 | §103 | Non-Final OA | 39d | Pending | Dec 30, 2024 |
| 18973749 | Blockchain Network Management Method and Related Device | PALIWAL, YOGESH | 2435 | §103 | Non-Final OA | 28d | Pending | Dec 09, 2024 |
| 18956281 | MODEL TRAINING SYSTEM AND METHOD, AND STORAGE MEDIUM | VAUGHAN, MICHAEL R | 2431 | §103 | Non-Final OA | 20d | Pending | Nov 22, 2024 |
| 18948877 | Resource Management Method and Related Apparatus | GAVIN, KRISTIN ELIZABETH | 3624 | §102 | Non-Final OA | 7d | Pending | Nov 15, 2024 |
| 18830556 | MULTI-SITE CASCADING SYSTEM, INVOCATION METHOD, AND RELATED APPARATUS | KATSIKIS, KOSTAS J | 2441 | §103 | Non-Final OA | 15d | Pending | Sep 10, 2024 |
| 18796930 | Method for Adjusting Specification Parameter of SSD and Related Product | ROJAS, MIDYS | 2133 | §102 | Non-Final OA | 29d overdue | Pending | Aug 07, 2024 |
| 18770873 | Cloud Technology-Based Graphic Rendering System and Method, and Management Platform | DU, HAIXIA | 2611 | §101 | Non-Final OA | 28d | Pending | Jul 12, 2024 |
| 18770363 | APPARATUS AND METHOD FOR SCHEDULING NETWORK RESOURCES | RAZA, MUHAMMAD A | 2449 | §103 | Non-Final OA | 12d | Pending | Jul 11, 2024 |
| 18741139 | APPARATUS, METHOD AND READABLE STORAGE MEDIUM FOR WATERMARKING OF 3D OBJECTS | HARRISON, CHANTE E | 2615 | §101 | Non-Final OA | 15d overdue | Pending | Jun 12, 2024 |
| 18671160 | METHOD AND SYSTEM FOR AUTOMATICALLY FORMULATING AN OPTIMIZATION PROBLEM USING MACHINE LEARNING | NGUYEN, CHAU T | 2145 | §103 | Non-Final OA | 71d | Pending | May 22, 2024 |
| 18606923 | LIGHT TRANSPORT OFFLOADED PIPELINE | PROVIDENCE, VINCENT ALEXANDER | 2617 | §103 | Final Rejection | 86d | Pending | Mar 15, 2024 |
| 18601287 | Scene Rendering Method, Apparatus, Device, and System | YANG, ANDREW GUS | 2614 | §103 | Final Rejection | 17d overdue | Pending | Mar 11, 2024 |
| 18405239 | Data Storage Method, Apparatus, and System, Storage Medium, and Program Product | SWEARINGEN, JEFFREY R | 2445 | §103 | Final Rejection | 19d | Pending | Jan 05, 2024 |
| 18540410 | SYSTEMS AND METHODS FOR LANGUAGE AGNOSTIC FULL LINK GRAY DEPLOYMENT OF MICROSERVICES AND MIDDLEWARE | DOAN, TAN | 2445 | §103 | Non-Final OA | 15d | Pending | Dec 14, 2023 |
| 18521304 | Rendering Method, Device, and System | HOANG, PETER | 2616 | §103 | Final Rejection | 12d | Pending | Nov 28, 2023 |
| 18497517 | Method, System, and Apparatus for Deploying Solution, and Server | NGUYEN, AN-AN NGOC | 2195 | §103 | Non-Final OA | 19d | Pending | Oct 30, 2023 |
| 18482906 | FAULT IMAGE GENERATION METHOD AND APPARATUS | NGUYEN, LEON VIET Q | 2663 | §103 | Final Rejection | 35d | Pending | Oct 08, 2023 |
| 18480220 | INSTANCE DEPLOYMENT METHOD AND APPARATUS, CLOUD SYSTEM, COMPUTING DEVICE, AND STORAGE MEDIUM | HOANG, PHUONG N | 2194 | §103 | Non-Final OA | 30d | Pending | Oct 03, 2023 |
| 18477092 | Resource Scheduling Method and Apparatus, Computer Device, System, and Storage Medium | YUAN, PETER LI | 2197 | §103 | Non-Final OA | 9d | Pending | Sep 28, 2023 |
| 18343250 | VIRTUAL MACHINE MIGRATION METHOD, APPARATUS, AND SYSTEM | MUDRICK, TIMOTHY A | 2198 | §103 | Non-Final OA | 9d overdue | Pending | Jun 28, 2023 |
| 18335538 | Code Analysis Method and Related Device | DUAN, VIVIAN WEIJIA | 2191 | §101 | Non-Final OA | 40d | Pending | Jun 15, 2023 |
| 18309376 | Task Learning System and Method, and Related Device | CHEN, KUANG FU | 2143 | §103 | Non-Final OA | 21d | Pending | Apr 28, 2023 |
| 18302518 | Asset Access Control Method, Apparatus, Device, and Medium | KOBROSLI, SHADI HASSAN | 2492 | §103 | Non-Final OA | 23d | Pending | Apr 18, 2023 |
| 18191385 | Desktop Cloud System and Related Method, Apparatus, Device, and Medium | HO, ANDY | 2194 | §103 | Non-Final OA | 29d | Pending | Mar 28, 2023 |
| 18179661 | Method and Apparatus for Training AI Model, Computing Device, and Storage Medium | COLE, BRANDON S | 2128 | §101 | Final Rejection | 56d | Pending | Mar 07, 2023 |
| 18158820 | Data Lineage Presentation Method, Device, and System | ZHAO, YU | 2169 | §103 | Final Rejection | 26d | Pending | Jan 24, 2023 |
| 18069822 | MODAL INFORMATION COMPLETION METHOD, APPARATUS, AND DEVICE | GARNER, CASEY R | 2123 | §103 | Final Rejection | 3d overdue | Pending | Dec 21, 2022 |
| 18062561 | METHOD AND SYSTEM FOR GENERATING TASK-RELEVANT STRUCTURAL EMBEDDINGS FROM MOLECULAR GRAPHS | HAN, KYU HYUNG | 2123 | §103 | Non-Final OA | 27d | Pending | Dec 06, 2022 |
| 18074915 | SYSTEM AND METHOD FOR UNSUPERVISED MULTI-MODEL JOINT REASONING | FIGUEROA, KEVIN W | 2124 | §103 | Non-Final OA | 3d overdue | Pending | Dec 05, 2022 |
| 17965304 | PROCESSORS AND METHODS FOR GENERATING A PREDICTION VALUE OF A NEURAL NETWORK | LEWIS, MATTHEW LEE | 2144 | §102 | Final Rejection | 10d overdue | Pending | Oct 13, 2022 |
| 17835143 | Job Scheduling Method and Job Scheduling Apparatus | MILLS, PAUL V | 2196 | §103 | Non-Final OA | 1d overdue | Pending | Jun 08, 2022 |
| 17825631 | Multi-Account Cloud Service Usage Package Sharing Method and Apparatus, and Related Device | TONG, JUSTIN CHE-CHUN | 2196 | §101 | Non-Final OA | 14d | Pending | May 26, 2022 |
| 17249584 | KNOWLEDGE-BASED MANAGEMENT OF RECOGNITION MODELS IN ARTIFICIAL INTELLIGENCE SYSTEMS | WU, NICHOLAS S | 2148 | §103 | Final Rejection | 72d overdue | Pending | Mar 05, 2021 |
| 16927147 | Database Access Method and Apparatus, Computing Device, and Computer Program Product | HOANG, KEN | 2168 | §103 | Non-Final OA | 8d overdue | Pending | Jul 13, 2020 |
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