Prosecution Insights
Prosecution Insights
80 pending office actions • 39 art units • 78 examiners • 0 of 80 (0%) have an AI response strategy ready • 74 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 13 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. 13 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 | 1 (1%) |
| §101 + other | 24 (30%) |
| §103 only | 32 (40%) |
| §102 only | 6 (8%) |
| §112 only | 1 (1%) |
| Multi-statute (no §101) | 16 (20%) |
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 |
|---|---|---|---|
| CHAPPELL, DANIEL C | 2 | 80.6% | +46.9% |
| RAMPURIA, SATISH | 2 | 88.9% | +24.9% |
| GANGER, LAUREN ZANNAH | 1 | 81.7% | +11.9% |
| LU, KUEN S | 1 | 85.4% | +15.1% |
| MORRISON, JAY A | 1 | 81.0% | +23.9% |
| CERVETTI, DAVID GARCIA | 1 | 82.8% | +15.4% |
| FERRER, JEDIDIAH P | 1 | 52.2% | +40.3% |
| MUNG, ON S | 1 | 75.1% | +8.5% |
| TALUKDAR, ARVIND | 1 | 80.6% | +4.0% |
| PARIKH, KALPIT | 1 | 81.8% | +8.9% |
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 |
|---|---|---|---|
| 19275123 | METHODS AND SYSTEMS FOR EXPLAINABLE TEMPLATE RETRIEVAL FOR OPTIMIZATION MODELING | GANGER, LAUREN ZANNAH | — |
| 19202951 | CONTROLLER AND METHOD FOR COPYING DATA FROM PROCESSING UNIT TO MEMORY SYSTEM | PARIKH, KALPIT | — |
| 19054361 | Storage System and Scheduling Method | CHAPPELL, DANIEL C | — |
| 18676837 | Cloud Technology-Based Graphics Program Online Development Method and System, and Related Device | RAMPURIA, SATISH | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 17965304 | PROCESSORS AND METHODS FOR GENERATING A PREDICTION VALUE OF A NEURAL NETWORK | BRAHMACHARI, MANDRITA | 10d overdue |
| 18948877 | Resource Management Method and Related Apparatus | GAVIN, KRISTIN ELIZABETH | 7d |
| 18302518 | Asset Access Control Method, Apparatus, Device, and Medium | KOBROSLI, SHADI HASSAN | 23d |
| 18158820 | Data Lineage Presentation Method, Device, and System | ZHAO, YU | 26d |
| 18062561 | METHOD AND SYSTEM FOR GENERATING TASK-RELEVANT STRUCTURAL EMBEDDINGS FROM MOLECULAR GRAPHS | HAN, KYU HYUNG | 27d |
| 18179661 | Method and Apparatus for Training AI Model, Computing Device, and Storage Medium | COLE, BRANDON S | 56d |
| 19272111 | DATA QUERY METHOD AND SYSTEM, DEVICE CLUSTER, MEDIUM, AND PROGRAM PRODUCT | LU, KUEN S | — |
| 19251412 | Data Identification Method and Apparatus, and Computing Device | MORRISON, JAY A | — |
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 |
|---|---|---|---|
| 19275123 | METHODS AND SYSTEMS FOR EXPLAINABLE TEMPLATE RETRIEVAL FOR OPTIMIZATION MODELING | GANGER, LAUREN ZANNAH | — |
| 19272111 | DATA QUERY METHOD AND SYSTEM, DEVICE CLUSTER, MEDIUM, AND PROGRAM PRODUCT | LU, KUEN S | — |
| 19251412 | Data Identification Method and Apparatus, and Computing Device | MORRISON, JAY A | — |
| 19229155 | ACCESS CONTROL SYSTEM AND METHOD, AND COMPUTING DEVICE CLUSTER | CERVETTI, DAVID GARCIA | — |
| 19225476 | Cloud Service-Based Transaction Processing Method and Apparatus, and Computing Device Cluster | FERRER, JEDIDIAH P | — |
| 19193532 | OBJECT STORAGE SERVICE-BASED STORAGE METHOD AND APPARATUS | CHAPPELL, DANIEL C | — |
| 19054361 | Storage System and Scheduling Method | CHAPPELL, DANIEL C | — |
| 18676837 | Cloud Technology-Based Graphics Program Online Development Method and System, and Related Device | RAMPURIA, SATISH | — |
| Art Unit | Apps |
|---|---|
| 2169 | 3 |
| 2193 | 3 |
| 2114 | 2 |
| 3627 | 2 |
| 2454 | 2 |
| 2444 | 2 |
| 2198 | 2 |
| 2121 | 2 |
| 2123 | 2 |
| 2147 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19275123 | METHODS AND SYSTEMS FOR EXPLAINABLE TEMPLATE RETRIEVAL FOR OPTIMIZATION MODELING | GANGER, LAUREN ZANNAH | 2156 | §103 | Non-Final OA | — | Pending | Jul 21, 2025 |
| 19272111 | DATA QUERY METHOD AND SYSTEM, DEVICE CLUSTER, MEDIUM, AND PROGRAM PRODUCT | LU, KUEN S | — | §102§103 | Non-Final OA | — | Pending | Jul 17, 2025 |
| 19251412 | Data Identification Method and Apparatus, and Computing Device | MORRISON, JAY A | — | §101 | Non-Final OA | — | Pending | Jun 26, 2025 |
| 19229155 | ACCESS CONTROL SYSTEM AND METHOD, AND COMPUTING DEVICE CLUSTER | CERVETTI, DAVID GARCIA | 2431 | §103§112 | Non-Final OA | — | Pending | Jun 05, 2025 |
| 19225476 | Cloud Service-Based Transaction Processing Method and Apparatus, and Computing Device Cluster | FERRER, JEDIDIAH P | 2153 | §103 | Non-Final OA | — | Pending | Jun 02, 2025 |
| 19220770 | Video Encoding Method and Related Apparatus | MUNG, ON S | — | §102 | Non-Final OA | — | Pending | May 28, 2025 |
| 19214267 | Data Processing Method and Apparatus | TALUKDAR, ARVIND | — | §102§103§112 | Non-Final OA | — | Pending | May 21, 2025 |
| 19202951 | CONTROLLER AND METHOD FOR COPYING DATA FROM PROCESSING UNIT TO MEMORY SYSTEM | PARIKH, KALPIT | — | §102 | Non-Final OA | — | Pending | May 08, 2025 |
| 19193072 | Management Method for Multi-Resource Pool Network, Cloud Management Platform, and Apparatus | LOUIE, OSCAR A | — | §101§112 | Non-Final OA | — | Pending | Apr 29, 2025 |
| 19193532 | OBJECT STORAGE SERVICE-BASED STORAGE METHOD AND APPARATUS | CHAPPELL, DANIEL C | — | §103§112 | Non-Final OA | — | Pending | Apr 29, 2025 |
| 19189627 | Data Packet Processing Method and Related Apparatus | TURRIATE GASTULO, JUAN CARLOS | — | §102§103 | Non-Final OA | — | Pending | Apr 25, 2025 |
| 19188544 | Data Processing Method, Data Processing Engine, Computing Device, and Storage Medium | FAAL, BABOUCARR | — | §103 | Non-Final OA | — | Pending | Apr 24, 2025 |
| 19178017 | Data Transmission Method and Apparatus | BARRY, LANCE LEONARD | — | §103§112Other | Non-Final OA | — | Pending | Apr 14, 2025 |
| 19087991 | Image Processing Method | WU, XIAO MIN | — | §102 | Non-Final OA | — | Pending | Mar 24, 2025 |
| 19086547 | Root Cause Locating Method and Apparatus, and Storage Medium | HARPER, ELIYAH STONE | 2114 | §102 | Non-Final OA | — | Pending | Mar 21, 2025 |
| 19080392 | Index Creation Method and Database System | UDDIN, MD I | 2169 | §101§102 | Final Rejection | — | Pending | Mar 14, 2025 |
| 19072146 | MODEL OPTIMIZATION METHOD AND APPARATUS, AND COMPUTING DEVICE | HOANG, KEN | 2168 | §103 | Final Rejection | 4d overdue | Pending | Mar 06, 2025 |
| 19071319 | METHOD AND SYSTEM FOR OBTAINING NODE STATE INFORMATION AND RELATED APPARATUS | HUANG, BRYAN PAI SONG | 2114 | §103 | Non-Final OA | — | Pending | Mar 05, 2025 |
| 19067606 | DATA PROCESSING METHOD AND RELATED DEVICE | TRAN, TRI MINH | — | §102§103 | Non-Final OA | — | Pending | Feb 28, 2025 |
| 19060160 | Time Series Data Analysis Method and Apparatus, Computing Device, and Storage Medium | TRUONG, CAM Y T | 2169 | §103 | Non-Final OA | — | Pending | Feb 21, 2025 |
| 19058886 | AUTHENTICATION METHOD, APPARATUS, AND SYSTEM, AND STORAGE MEDIUM | JEUDY, JOSNEL | — | §103 | Non-Final OA | — | Pending | Feb 20, 2025 |
| 19054361 | Storage System and Scheduling Method | CHAPPELL, DANIEL C | 2135 | §103 | Final Rejection | — | Pending | Feb 14, 2025 |
| 19053835 | Cloud Resource Access Control Method Based on Cloud Computing Technology and Cloud Management Platform | AHSAN, SYED M | — | §103 | Non-Final OA | — | Pending | Feb 14, 2025 |
| 19051421 | Object Storage Service Configuration Method and Apparatus Based on Cloud Computing Technology | CHACKO, JOE | — | §101§102 | Non-Final OA | — | Pending | Feb 12, 2025 |
| 19016916 | Computing Device and Phase-Change Liquid Immersion Cooling System-Based Coolant Distribution Unit | TANENBAUM, TZVI SAMUEL | — | §102§103§112 | Non-Final OA | — | Pending | Jan 10, 2025 |
| 19017070 | COMBINED SENSITIVE TERM DETECTION METHOD, APPARATUS, AND CLUSTER | HUTCHESON, CODY DOUGLAS | — | §101§102§103Other | Non-Final OA | — | Pending | Jan 10, 2025 |
| 19008652 | METHOD FOR CONTROLLING CLOUD DESKTOP SERVICE APPLICATION AND DEVICE | MOORE, REVA R | 3627 | §101§103 | Non-Final OA | — | Pending | Jan 03, 2025 |
| 19007340 | MAP RECONSTRUCTION METHOD AND APPARATUS, AND COMPUTING DEVICE CLUSTER | SHANKAR, VIJAY | — | §102 | Non-Final OA | — | Pending | Dec 31, 2024 |
| 19005538 | Communication Method and Apparatus | JEAN, FRANTZ B | 2454 | §112 | Non-Final OA | — | Pending | Dec 30, 2024 |
| 18990794 | DATA SHARING METHOD AND RELATED SYSTEMS | KIM, PAUL | 2152 | §103 | Final Rejection | — | Pending | Dec 20, 2024 |
| 18990912 | MICROSERVICE MIGRATION METHOD AND APPARATUS, AND COMPUTING DEVICE | PRIFTI, AUREL | — | §103 | Non-Final OA | — | Pending | Dec 20, 2024 |
| 18982430 | Edge Node Deployment Method Based on Cloud Computing Technology and Cloud Management Platform | DONABED, NINOS | 2444 | §101§102 | Non-Final OA | — | Pending | Dec 16, 2024 |
| 18963107 | METHOD FOR COMMUNICATION BETWEEN PUBLIC CLOUD-BASED VPCS AND RELATED PRODUCT | HUQ, FARZANA B | 2455 | §101§103 | Non-Final OA | — | Pending | Nov 27, 2024 |
| 18956848 | Data Asset Graph Management Method and Related Device | CAIADO, ANTONIO J | 2164 | §101§103 | Non-Final OA | — | Pending | Nov 22, 2024 |
| 18948877 | Resource Management Method and Related Apparatus | GAVIN, KRISTIN ELIZABETH | 3624 | §101§102 | Final Rejection | 7d | Pending | Nov 15, 2024 |
| 18928653 | Virtual Human Video Generation Method and Apparatus | RENZE, GEORGE NICHOLAS | 2613 | §103 | Non-Final OA | — | Pending | Oct 28, 2024 |
| 18920366 | Virtual Network Management Method and Related Apparatus | BOOK, PHYLLIS A | 2454 | §102§103 | Non-Final OA | — | Pending | Oct 18, 2024 |
| 18891082 | Instance Configuration Method and Apparatus, and Device | LIN, HSING CHUN | — | §103 | Non-Final OA | — | Pending | Sep 20, 2024 |
| 18823956 | Blockchain Network Management Method and Related Device | LEE, ADAM | — | §102§103 | Non-Final OA | — | Pending | Sep 04, 2024 |
| 18813152 | Remote Development Method and Apparatus | NAHAR, QAMRUN | — | §102§103 | Non-Final OA | — | Pending | Aug 23, 2024 |
| 18804209 | Service Steering Method, Apparatus, and System | CHRISTENSEN, SCOTT B | 2444 | §103 | Final Rejection | — | Pending | Aug 14, 2024 |
| 18802231 | Microservice Creation Method and Related Device | ST LEGER, GEOFFREY R | — | §101§102§103 | Non-Final OA | — | Pending | Aug 13, 2024 |
| 18797810 | Data Generation Method and Apparatus, Device, and Storage Medium | LIEW, ALEX KOK SOON | — | §103 | Non-Final OA | — | Pending | Aug 08, 2024 |
| 18796930 | Method for Adjusting Specification Parameter of SSD and Related Product | ROJAS, MIDYS | 2133 | §102 | Final Rejection | 29d overdue | Pending | Aug 07, 2024 |
| 18676837 | Cloud Technology-Based Graphics Program Online Development Method and System, and Related Device | RAMPURIA, SATISH | 2193 | §103 | Non-Final OA | — | Pending | May 29, 2024 |
| 18676953 | DATA PROCESSING METHOD AND DATA PROCESSING APPARATUS | ABDOU TCHOUSSOU, BOUBACAR | — | §103 | Non-Final OA | — | Pending | May 29, 2024 |
| 18671160 | METHOD AND SYSTEM FOR AUTOMATICALLY FORMULATING AN OPTIMIZATION PROBLEM USING MACHINE LEARNING | NGUYEN, CHAU T | 2145 | §103Other | Non-Final OA | 71d | Pending | May 22, 2024 |
| 18670226 | Version Upgrade Method and Apparatus | RAMPURIA, SATISH | 2193 | §101§102§103 | Non-Final OA | — | Pending | May 21, 2024 |
| 18606923 | LIGHT TRANSPORT OFFLOADED PIPELINE | PROVIDENCE, VINCENT ALEXANDER | 2617 | §103 | Final Rejection | 86d | Pending | Mar 15, 2024 |
| 18586050 | MODEL TRAINING METHOD, SYSTEM, CLUSTER, AND MEDIUM | BYCER, ERIC J | — | §101§103 | Non-Final OA | — | Pending | Feb 23, 2024 |
| 18444971 | DISTRIBUTED TRAINING METHOD FOR AI MODEL AND RELATED DEVICE | CADY, MATTHEW ALAN | — | §101§102§103 | Non-Final OA | — | Pending | Feb 19, 2024 |
| 18411883 | TASK EXECUTION METHOD AND APPARATUS | DASCOMB, JACOB D | 2198 | §103 | Final Rejection | — | Pending | Jan 12, 2024 |
| 18535639 | SYSTEM AND METHOD FOR MODEL COMPOSITION OF NEURAL NETWORKS | DANG, PHILIP | — | §103 | Non-Final OA | — | Pending | Dec 11, 2023 |
| 18530178 | CODE PROCESSING METHOD AND SYSTEM, AND COMPUTER CLUSTER, MEDIUM, AND PROGRAM PRODUCT | GOORAY, MARK A | 2199 | §101§102§103 | Final Rejection | — | Pending | Dec 05, 2023 |
| 18524875 | Method for Constructing AI Integrated Model, and AI Integrated Model Inference Method and Apparatus | MAUNI, HUMAIRA ZAHIN | — | §103 | Non-Final OA | — | Pending | Nov 30, 2023 |
| 18521304 | Rendering Method, Device, and System | HOANG, PETER | 2616 | §103 | Non-Final OA | 12d | Pending | Nov 28, 2023 |
| 18521152 | Neural Network Optimization Method and Apparatus | GRUSZKA, DANIEL PATRICK | 2121 | §102§103 | Non-Final OA | — | Pending | Nov 28, 2023 |
| 18506212 | Cloud Service Deployment Method of Cloud Platform and Related Device | TOKUTA, SHEAN S | 2446 | §103 | Final Rejection | — | Pending | Nov 10, 2023 |
| 18493281 | AI Application Deployment Method and Related Platform, Cluster, Medium, and Program Product | PELLETT, DANIEL T | 2121 | §102§103 | Non-Final OA | — | Pending | Oct 24, 2023 |
| 18492754 | KNOWLEDGE OBTAINING METHOD AND APPARATUS | HILAIRE, CLIFFORD | 2488 | §101§102§103 | Non-Final OA | — | Pending | Oct 23, 2023 |
| 18381239 | SYSTEMS AND METHODS FOR TOWARDS HUMAN-ALIGNED EVALUATION FOR AUTO-FORMULATING OPTIMIZATION MODELING WITH LARGE LANGUAGE MODELS | PENG, STEVEN | 2125 | §103 | Non-Final OA | — | Pending | Oct 18, 2023 |
| 18480342 | TEXT PROCESSING METHOD AND COMPUTING DEVICE | CHUNG, DANIEL WONSUK | 2659 | §101§103 | Non-Final OA | — | Pending | Oct 03, 2023 |
| 18477082 | Corpus Annotation Method and Apparatus, and Related Device | ZHU, RICHARD Z | 2654 | §101§103§112 | Non-Final OA | — | Pending | Sep 28, 2023 |
| 18472602 | Method and Apparatus for Providing Cloud Service, and Device | BOUTAH, ALINA A | 2458 | §103 | Non-Final OA | — | Pending | Sep 22, 2023 |
| 18339025 | Model Training Method and Apparatus, Storage Medium, and Device | CHAMPAGNE, LUNA | 3627 | §103 | Non-Final OA | — | Pending | Jun 21, 2023 |
| 18316818 | Artificial Intelligence Application Task Management Method, System, Device, and Storage Medium | NGUYEN, TUAN MINH | 2198 | §101§103 | Final Rejection | — | Pending | May 12, 2023 |
| 18302518 | Asset Access Control Method, Apparatus, Device, and Medium | KOBROSLI, SHADI HASSAN | 2492 | §102§103 | Final Rejection | 23d | Pending | Apr 18, 2023 |
| 18192988 | Cloud Platform and Cloud Platform-Based Program Code Processing Method | RIGGINS, ARI FAITH COLEMA | 2197 | §103 | Final Rejection | — | Pending | Mar 30, 2023 |
| 18181247 | INSTANCE CREATION METHOD, DEVICE, AND SYSTEM | HU, SELINA ELISA | 2193 | §103 | Non-Final OA | — | Pending | Mar 09, 2023 |
| 18179661 | Method and Apparatus for Training AI Model, Computing Device, and Storage Medium | COLE, BRANDON S | 2128 | §101§112 | Non-Final OA | 56d | Pending | Mar 07, 2023 |
| 18158820 | Data Lineage Presentation Method, Device, and System | ZHAO, YU | 2169 | §103§112 | Non-Final OA | 26d | Pending | Jan 24, 2023 |
| 18069822 | MODAL INFORMATION COMPLETION METHOD, APPARATUS, AND DEVICE | GARNER, CASEY R | 2123 | §103 | Non-Final OA | 3d overdue | Pending | Dec 21, 2022 |
| 18062561 | METHOD AND SYSTEM FOR GENERATING TASK-RELEVANT STRUCTURAL EMBEDDINGS FROM MOLECULAR GRAPHS | HAN, KYU HYUNG | 2123 | §101§103 | Final Rejection | 27d | Pending | Dec 06, 2022 |
| 18074915 | SYSTEM AND METHOD FOR UNSUPERVISED MULTI-MODEL JOINT REASONING | FIGUEROA, KEVIN W | 2124 | §103 | Final Rejection | 3d overdue | Pending | Dec 05, 2022 |
| 17965304 | PROCESSORS AND METHODS FOR GENERATING A PREDICTION VALUE OF A NEURAL NETWORK | BRAHMACHARI, MANDRITA | 2144 | §101§102 | Non-Final OA | 10d overdue | Pending | Oct 13, 2022 |
| 17902206 | Neural Architecture Search Method and Apparatus, Device, and Medium | GORMLEY, AARON PATRICK | 2148 | §101§102§103§112 | Non-Final OA | — | Pending | Sep 02, 2022 |
| 17877742 | METHODS, SYSTEMS, AND MEDIA FOR BI-MODAL UNDERSTANDING OF NATURAL LANGUAGES AND NEURAL ARCHITECTURES | MRABI, HASSAN | 2147 | §103 | Non-Final OA | — | Pending | Jul 29, 2022 |
| 17747778 | METHOD OF COMBINATORIAL OPTIMIZATION USING HYBRID TEMPORO-ATTENTIONAL BRANCHING, AND RELATED SYSTEM AND DEVICES | BUI, KENNY KIM | 2182 | §101§112 | Non-Final OA | — | Pending | May 18, 2022 |
| 17705709 | Latency Assurance Method, System, and Apparatus, Computing Device, and Storage Medium | GREENE, JOSEPH L | 2443 | §103§112 | Final Rejection | — | Pending | Mar 28, 2022 |
| 17376722 | Deep Learning Model Training Method and System | FEITL, LEAH M | 2147 | §101§103 | Final Rejection | — | Pending | Jul 15, 2021 |
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