Prosecution Insights
Prosecution Insights
68 pending office actions • 4 clients • 66 examiners • 44 art units • 0 of 68 (0%) have an AI response strategy ready
Based on the USPTO statutory response window for each pending office action. 25 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. 25 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 | 6 (9%) |
| §101 + other | 33 (49%) |
| §103 only | 17 (25%) |
| §102 only | 2 (3%) |
| §112 only | 2 (3%) |
| Double-patenting only | 1 (1%) |
| Multi-statute (no §101) | 7 (10%) |
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, MICHAEL H | 2 | 53.7% | +23.9% |
| TRAN, DAVID HOANG | 2 | 21.1% | +14.1% |
| HUYNH, KIM NGOC | 1 | 58.1% | +0.6% |
| KUNJITHAPATHAM, ANUGEETHA | 1 | 60.2% | +28.8% |
| MOSER, BRUCE M | 1 | 84.3% | +20.1% |
| ROJAS, MIDYS | 1 | 87.7% | +7.8% |
| DANG, CHRISTINE | 1 | 49.1% | +50.3% |
| BUI, TOAN D. | 1 | 58.6% | +43.7% |
| NGUYEN, THUY N | 1 | 57.3% | +25.1% |
| HICKS, AUSTIN JAMES | 1 | 75.1% | +25.5% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19265861 | MECHANISMS FOR GROUPING NODES | ROJAS, MIDYS | — |
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 |
|---|---|---|---|
| 18207953 | USING NEURAL NETWORKS TO GENERATE SYNTHETIC DATA | TUCKER, WESLEY J | 124d overdue |
| 18428003 | Incremental Orchestration of a Datacenter on a Cloud Platform | MUI, WEI YUN | 50d overdue |
| 18239875 | TEXT CLUSTERING PERFORMANCE EVALUATION | MCCORD, PAUL C | 50d overdue |
| 17557693 | FEATURE DEPRECATION ARCHITECTURES FOR DECISION-TREE BASED METHODS | NAULT, VICTOR ADELARD | 49d overdue |
| 17520448 | NOVEL METHOD OF TRAINING A NEURAL NETWORK | JONES, CHARLES JEFFREY | 46d overdue |
| 18224796 | SCHEDULING INSTRUCTIONS USING LATENCY OF INTERCONNECTS OF PROCESSORS | RIGGINS, ARI FAITH COLEMA | 37d overdue |
| 18231525 | Techniques for Data Log Processing, Retention, and Storage | EHNE, CHARLES | 30d overdue |
| 17465343 | Multi-Phase Training Techniques for Machine Learning Models Using Weighted Training Data | BEAN, GRIFFIN TANNER | 30d overdue |
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 |
|---|---|---|---|
| 18367223 | ACTIVE LEARNING WITH ANNOTATION SCORES | HOANG, MICHAEL H | 76d |
| 18928335 | Untitled | KUNJITHAPATHAM, ANUGEETHA | — |
| 19292608 | Intelligent Service for Data Migration | MOSER, BRUCE M | — |
| 19229597 | USING AN INTERNAL LEDGER WITH BLOCKCHAIN TRANSACTIONS | DANG, CHRISTINE | — |
| 19222664 | SECURE QR CODE BASED DATA TRANSFERS | BUI, TOAN D. | — |
| 19191388 | ADVERTISING CANNIBALIZATION MANAGEMENT | NGUYEN, THUY N | — |
| 19046114 | Execution of Machine Learning Models at Client Devices | HICKS, AUSTIN JAMES | — |
| 18420751 | APPLICATION PROGRAMMING INTERFACE TO IDENTFY NEURAL NETWORK LAYERS | HOANG, MICHAEL H | — |
| Client (Assignee) | Pending OAs |
|---|---|
| NVIDIA | 39 |
| PayPal | 19 |
| Salesforce | 9 |
| Selector Software, Inc. | 1 |
| Art Unit | Apps |
|---|---|
| 2122 | 4 |
| 2127 | 3 |
| 2147 | 3 |
| 2124 | 3 |
| 2153 | 2 |
| 3689 | 2 |
| 2113 | 2 |
| 2197 | 2 |
| 2126 | 2 |
| 2125 | 2 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 18954336 | Untitled | Nvidia Corporation | HUYNH, KIM NGOC | §102§103§112 | Non-Final OA | — | Pending | ||
| 18928335 | Untitled | Salesforce, Inc. | KUNJITHAPATHAM, ANUGEETHA | §103 | Non-Final OA | — | Pending | ||
| 19292608 | Intelligent Service for Data Migration | Salesforce, Inc. | MOSER, BRUCE M | §101§103Other | Non-Final OA | — | Pending | Aug 06, 2025 | |
| 19265861 | MECHANISMS FOR GROUPING NODES | Salesforce, Inc. | ROJAS, MIDYS | DP | Non-Final OA | — | Pending | Jul 10, 2025 | |
| 19229597 | USING AN INTERNAL LEDGER WITH BLOCKCHAIN TRANSACTIONS | Paypal, Inc. | DANG, CHRISTINE | 3698 | §101§102§103Other | Final Rejection | — | Pending | Jun 05, 2025 |
| 19222664 | SECURE QR CODE BASED DATA TRANSFERS | Paypal, Inc. | BUI, TOAN D. | §101§103Other | Non-Final OA | — | Pending | May 29, 2025 | |
| 19191388 | ADVERTISING CANNIBALIZATION MANAGEMENT | Paypal, Inc. | NGUYEN, THUY N | §101 | Non-Final OA | — | Pending | Apr 28, 2025 | |
| 19046114 | Execution of Machine Learning Models at Client Devices | Paypal, Inc. | HICKS, AUSTIN JAMES | 2142 | §101§103§112 | Final Rejection | — | Pending | Feb 05, 2025 |
| 18974318 | Data Structure Format Manipulation for Database Systems | Salesforce, Inc. | HTAY, LIN LIN M | 2153 | §103 | Final Rejection | — | Pending | Dec 09, 2024 |
| 18965374 | Interface for Constructing Smart Protocols for Execution on Blockchain Platforms | Paypal, Inc. | KUCAB, JAMIE R | 3699 | §101§112DPOther | Non-Final OA | — | Pending | Dec 02, 2024 |
| 18898252 | SOCIAL SHARING SYSTEM | Paypal, Inc. | TRAN, JIMMY H | 2451 | §103 | Final Rejection | 15d overdue | Pending | Sep 26, 2024 |
| 18826685 | SHOPPING ASSISTANT WITH ACCOUNT BALANCE LIMIT DISPLAY | Paypal, Inc. | LEVINE, ADAM L | 3689 | §101§103 | Final Rejection | 25d overdue | Pending | Sep 06, 2024 |
| 18814808 | Batch Query Partitioning for Multi-engine Execution | Paypal, Inc. | LIN, ALLEN S | 2153 | §103 | Non-Final OA | — | Pending | Aug 26, 2024 |
| 18781869 | NEURAL NETWORK COMPARISON TO IDENTIFY TEXT | Nvidia Corporation | YANG, QIAN | 2677 | §101 | Final Rejection | — | Pending | Jul 23, 2024 |
| 18780381 | DYNAMIC WEIGHTS FOR CHATBOT RESPONSES | Nvidia Corporation | JAKOVAC, RYAN J | 2445 | §101§102§103 | Non-Final OA | — | Pending | Jul 22, 2024 |
| 18737774 | NEURAL NETWORK-BASED LOCATION IDENTIFICATION TO PLACE OBJECTS IN A GRAPHICALLY RENDERED SCENE | Nvidia Corporation | BROOME, SAID A | 2612 | §112 | Final Rejection | — | Pending | Jun 07, 2024 |
| 18679254 | NEURAL NETWORK-BASED IDENTIFICATION OF POSES OF CAMERAS | Nvidia Corporation | HUYNH, VAN D | 2665 | §102 | Final Rejection | 9d | Pending | May 30, 2024 |
| 18676389 | MULTI-COMPONENT SYSTEM WITH POWER-UP SURGE MITIGATION | Nvidia Corporation | REHMAN, MOHAMMED H | 2176 | §103 | Non-Final OA | — | Pending | May 28, 2024 |
| 18643507 | Database Cache Layer | Salesforce, Inc. | BARTLETT, WILLIAM P | 2169 | §103 | Non-Final OA | — | Pending | Apr 23, 2024 |
| 18612975 | ENCRYPTION ALGORITHM IDENTIFICATION | Nvidia Corporation | SIDDIQI, MOHAMMAD A | 2493 | §103 | Final Rejection | 26d | Pending | Mar 21, 2024 |
| 18609311 | Data Synthesis Using Generative Models | Paypal, Inc. | CHEN, KUANG FU | §103§112 | Non-Final OA | — | Pending | Mar 19, 2024 | |
| 18586411 | ERROR RESOLUTION FOR INTERACTIONS WITH USER PAGES | Paypal, Inc. | WILSON, YOLANDA L | 2113 | §101 | Final Rejection | 3d overdue | Pending | Feb 23, 2024 |
| 18428003 | Incremental Orchestration of a Datacenter on a Cloud Platform | Salesforce, Inc. | MUI, WEI YUN | 2191 | §101§103 | Final Rejection | 50d overdue | Pending | Jan 31, 2024 |
| 18427997 | End-to-End Orchestration of a Datacenter on a Cloud Platform | Salesforce, Inc. | KESSLER, GREGORY AARON | 2197 | §102§103 | Non-Final OA | — | Pending | Jan 31, 2024 |
| 18420751 | APPLICATION PROGRAMMING INTERFACE TO IDENTFY NEURAL NETWORK LAYERS | Nvidia Corporation | HOANG, MICHAEL H | §101§102 | Non-Final OA | — | Pending | Jan 23, 2024 | |
| 18498822 | TESTING FOR DISTRIBUTED SYSTEMS | Salesforce, Inc. | NAHRA, SELENA SABAH | 2192 | §112 | Non-Final OA | — | Pending | Oct 31, 2023 |
| 18489474 | UNSUPERVISED TIME SERIES OUTLIER DETECTION | Paypal, Inc. | KABIR, SAMIYAH | 2126 | §101§103§112 | Non-Final OA | — | Pending | Oct 18, 2023 |
| 18367223 | ACTIVE LEARNING WITH ANNOTATION SCORES | Nvidia Corporation | HOANG, MICHAEL H | 2122 | §101§102§103§112 | Final Rejection | 76d | Pending | Sep 12, 2023 |
| 18244855 | NEURAL NETWORK TRAINING TECHNIQUE | Nvidia Corporation | YE, ZI | 2455 | §103 | Final Rejection | — | Pending | Sep 11, 2023 |
| 18239875 | TEXT CLUSTERING PERFORMANCE EVALUATION | Nvidia Corporation | MCCORD, PAUL C | 2692 | §101§103 | Non-Final OA | 50d overdue | Pending | Aug 30, 2023 |
| 18231525 | Techniques for Data Log Processing, Retention, and Storage | Paypal, Inc. | EHNE, CHARLES | 2113 | §101 | Final Rejection | 30d overdue | Pending | Aug 08, 2023 |
| 18224796 | SCHEDULING INSTRUCTIONS USING LATENCY OF INTERCONNECTS OF PROCESSORS | Nvidia Corporation | RIGGINS, ARI FAITH COLEMA | 2197 | §101§103 | Final Rejection | 37d overdue | Pending | Jul 21, 2023 |
| 18224513 | USING PAST PERFORMANCE OF COMPUTING RESOURCES TO PERFORM SOFTWARE PROGRAMS | Nvidia Corporation | BONZO, BRYCE P | 2114 | §102§112Other | Non-Final OA | 72d | Pending | Jul 20, 2023 |
| 18222725 | VISION TRANSFORMER FOR IMAGE GENERATION | Nvidia Corporation | SORRIN, AARON JOSEPH | 2672 | §101§103§112 | Non-Final OA | — | Pending | Jul 17, 2023 |
| 18219017 | APPLICATION PROGRAMMING INTERFACE TO TERMINATE SOFTWARE WORKLOADS | Nvidia Corporation | WU, BENJAMIN C | 2195 | §103Other | Final Rejection | — | Pending | Jul 06, 2023 |
| 18207953 | USING NEURAL NETWORKS TO GENERATE SYNTHETIC DATA | Nvidia Corporation | TUCKER, WESLEY J | 2661 | §102§103 | Final Rejection | 124d overdue | Pending | Jun 09, 2023 |
| 18326455 | Scalable Pseudo Labelling Process for Classification | Paypal, Inc. | THOMPSON, KYLE ALLMAN | 2125 | §101§103 | Non-Final OA | — | Pending | May 31, 2023 |
| 18318143 | Use of a Training Framework of a Multi-Class Model to Train a Multi-Label Model | Paypal, Inc. | MENGISTU, TEWODROS E | 2127 | §101§102§103 | Non-Final OA | — | Pending | May 16, 2023 |
| 18183673 | QUERY CHAIN - DECLARATIVE APPROACH FOR ON-DEMAND DASHBOARDING | Selector Software, Inc. | NGUYEN, NGA B | 3625 | §101§102 | Non-Final OA | — | Pending | Mar 14, 2023 |
| 18110141 | AUDIO SIGNAL GENERATION USING NEURAL NETWORKS | Nvidia Corporation | BECKER, TYLER JUSTIN | 2657 | §103 | Non-Final OA | 146d overdue | Pending | Feb 15, 2023 |
| 18106964 | APPLICATION PROGRAMMING INTERFACE TO ENABLE FRAME INTERPOLATION | Nvidia Corporation | DULANEY, BENJAMIN O | 2683 | §103 | Final Rejection | 28d overdue | Pending | Feb 07, 2023 |
| 18162445 | Log Data Summarization Techniques | Salesforce, Inc. | EDWARDS, ETHAN WESLEY | 2857 | §101§103 | Final Rejection | 33d | Pending | Jan 31, 2023 |
| 17982234 | OPTICAL CHARACTER DETECTION AND RECOGNITION | Nvidia Corporation | SIVJI, NIZAR N | 2600 | §101§102 | Non-Final OA | — | Pending | Nov 07, 2022 |
| 18047149 | RECOMMENDATIONS BASED ON BRANDING | Paypal, Inc. | MITROS, ANNA MAE | 3689 | §101 | Final Rejection | — | Pending | Oct 17, 2022 |
| 17955423 | ORGANIZING NEURAL NETWORK GRAPH INFORMATION | Nvidia Corporation | ROHD, BENJAMIN MATTHEW | 2147 | §101§102§103§112 | Final Rejection | — | Pending | Sep 28, 2022 |
| 17950009 | GENERATING NEURAL NETWORKS | Nvidia Corporation | HOOVER, BRENT JOHNSTON | 2127 | §103 | Non-Final OA | 20d | Pending | Sep 21, 2022 |
| 17899525 | TENSOR PROCESSING FOR NEURAL NETWORK | Nvidia Corporation | BATAILLE, PIERRE MICHE | 2138 | §102 | Non-Final OA | — | Pending | Aug 30, 2022 |
| 17875063 | ANALYZING FEEDBACK USING ONE OR MORE NEURAL NETWORKS | Nvidia Corporation | SAINT CYR, LEONARD | 2658 | §101§103 | Final Rejection | 34d | Pending | Jul 27, 2022 |
| 17748739 | OBJECT ANIMATION USING NEURAL NETWORKS | Nvidia Corporation | LHYMN, SARAH | 2613 | §103 | Final Rejection | 17d overdue | Pending | May 19, 2022 |
| 17719091 | NEURAL NETWORK-BASED PERTURBATION REMOVAL | Nvidia Corporation | CAMMARATA, MICHAEL ROBERT | 2667 | §103 | Non-Final OA | 36d | Pending | Apr 12, 2022 |
| 17666158 | USING ONE OR MORE NEURAL NETWORKS TO PERFORM TEXT TRANSLATION | Nvidia Corporation | SUBRAMANI, NANDINI | 2656 | §101§103 | Non-Final OA | — | Pending | Feb 07, 2022 |
| 17557693 | FEATURE DEPRECATION ARCHITECTURES FOR DECISION-TREE BASED METHODS | Paypal, Inc. | NAULT, VICTOR ADELARD | 2124 | §101§103 | Final Rejection | 49d overdue | Pending | Dec 21, 2021 |
| 17552050 | MACHINE LEARNING VIA DIFFERENTIABLE SIMULATION | Nvidia Corporation | FACCENDA, GISEL GABRIELA | 2127 | §101§102§103§112 | Non-Final OA | — | Pending | Dec 15, 2021 |
| 17455548 | Machine Learning and Reject Inference Techniques Utilizing Attributes of Unlabeled Data Samples | Paypal, Inc. | DAY, ROBERT N | 2122 | §101§102§103 | Non-Final OA | — | Pending | Nov 18, 2021 |
| 17520448 | NOVEL METHOD OF TRAINING A NEURAL NETWORK | Nvidia Corporation | JONES, CHARLES JEFFREY | 2122 | §101§102 | Final Rejection | 46d overdue | Pending | Nov 05, 2021 |
| 17505384 | IMAGE GENERATION USING ONE OR MORE NEURAL NETWORKS | Nvidia Corporation | TRAN, DAVID HOANG | 2147 | §103 | Final Rejection | — | Pending | Oct 19, 2021 |
| 17503210 | TECHNIQUES FOR INFERRING INFORMATION | Nvidia Corporation | VANWORMER, SKYLAR K | 2146 | §103 | Non-Final OA | 4d overdue | Pending | Oct 15, 2021 |
| 17503067 | TECHNIQUES FOR DETERMINING DIMENSIONS OF DATA | Nvidia Corporation | HALES, BRIAN J | 2125 | §101§112 | Final Rejection | 19d overdue | Pending | Oct 15, 2021 |
| 17497507 | NEURAL NETWORK DATA REPLACEMENT | Nvidia Corporation | LAU, KAITLYN RENEE | 2148 | §101§103 | Final Rejection | — | Pending | Oct 08, 2021 |
| 17476001 | FEATURE SELECTION USING FEATURE-RANKING BASED OPTIMIZATION MODELS | Paypal, Inc. | TRAN, DAVID HOANG | 2147 | §101§103 | Final Rejection | — | Pending | Sep 15, 2021 |
| 17465343 | Multi-Phase Training Techniques for Machine Learning Models Using Weighted Training Data | Paypal, Inc. | BEAN, GRIFFIN TANNER | 2121 | §101 | Final Rejection | 30d overdue | Pending | Sep 02, 2021 |
| 17398673 | PERFORMANCE-AWARE SIZE REDUCTION FOR NEURAL NETWORKS | Nvidia Corporation | BOSTWICK, SIDNEY VINCENT | 2124 | §103§112 | Non-Final OA | 7d | Pending | Aug 10, 2021 |
| 17394842 | SELECTING TRAINING DATA FOR NEURAL NETWORKS | Nvidia Corporation | KHAN, SHAHID K | 2146 | §103 | Final Rejection | — | Pending | Aug 05, 2021 |
| 17393246 | NEURAL NETWORK LOOP DETECTION | Nvidia Corporation | HUANG, YAO D | 2124 | §101§103 | Final Rejection | — | Pending | Aug 03, 2021 |
| 17122598 | TECHNIQUES FOR OPTIMIZING NEURAL NETWORKS | Nvidia Corporation | SITIRICHE, LUIS A | 2126 | §101§103§112 | Non-Final OA | — | Pending | Dec 15, 2020 |
| 17019120 | LABELING IMAGES USING A NEURAL NETWORK | Nvidia Corporation | CESE, KENNY A | 2663 | §102§103 | Final Rejection | — | Pending | Sep 11, 2020 |
| 17013432 | GLOBAL FEDERATED TRAINING FOR NEURAL NETWORKS | Nvidia Corporation | GERMICK, JOHNATHAN R | 2122 | §101§103§112 | Final Rejection | — | Pending | Sep 04, 2020 |
| 16551228 | CONTENT RECOMMENDATIONS USING ONE OR MORE NEURAL NETWORKS | Nvidia Corporation | MYHR, JUSTIN L | 3715 | §101§102 | Non-Final OA | — | Pending | Aug 26, 2019 |
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