Prosecution Insights
Prosecution Insights
62 pending office actions • 38 art units • 61 examiners • 0 of 62 (0%) have an AI response strategy ready • 78 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 21 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. 21 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 | 4 (6%) |
| §101 + other | 27 (44%) |
| §103 only | 20 (32%) |
| §102 only | 1 (2%) |
| Double-patenting + other | 4 (6%) |
| Multi-statute (no §101) | 6 (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 |
|---|---|---|---|
| GOLDBERG, IVAN R | 2 | 35.4% | +35.6% |
| TO, BAOQUOC N | 1 | 90.0% | +8.0% |
| HALM, KWEKU WILLIAM | 1 | 79.5% | +11.0% |
| ELLIS, MATTHEW J | 1 | 68.9% | +31.0% |
| HACKENBERG, RACHEL J | 1 | 78.2% | +25.6% |
| ZONG, RUOLEI | 1 | 86.8% | +12.1% |
| BENGZON, GREG C | 1 | 58.1% | +6.3% |
| MENG, JAU SHYA | 1 | 79.1% | +34.6% |
| EL-HAGE HASSAN, ABDALLAH A | 1 | 41.4% | +39.3% |
| ALAM, HOSAIN T | 1 | 62.5% | +13.9% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19312689 | MODIFICATION OF DATABASE OBJECTS | TO, BAOQUOC N | — |
| 19058648 | DETERMINING METRICS INCLUDING RESOURCE EXPENDITURES OF A DIGITAL SERVICE | ZONG, RUOLEI | — |
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 |
|---|---|---|---|
| 18210225 | Distributed Software Feedback Mechanism | YESILDAG, LAURA G | 59d overdue |
| 18596387 | Generation of Applications from Capabilities | LY, CHEYNE D | 31d overdue |
| 18203548 | ANOMALY DETECTION | RODRIGUEZ, JOSEPH C | 26d overdue |
| 18588911 | WORKFLOW GENERATION BASED ON USER INPUTS | TRAN, TRAVIS VIET | 23d overdue |
| 17500721 | Classification Evaluation and Improvement in Machine Learning Models | THAI, JASMINE THANH | 15d overdue |
| 18588492 | SYSTEMS AND METHODS FOR GENERATING WORKFLOWS BASED ON NATURAL LANGUAGE INPUTS USING LARGE LANGUAGE MODELS | GOLDBERG, IVAN R | 11d overdue |
| 17954090 | AUTOMATIC INHERITANCE OF SIMILAR ALERT PROPERTIES | SCHELL, JOSEPH O | 11d overdue |
| 18794776 | SOFTWARE VULNERABILITY DETECTION IN MANAGED NETWORKS | LI, MENG | 10d 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 |
|---|---|---|---|
| 18588492 | SYSTEMS AND METHODS FOR GENERATING WORKFLOWS BASED ON NATURAL LANGUAGE INPUTS USING LARGE LANGUAGE MODELS | GOLDBERG, IVAN R | 11d overdue |
| 19054235 | Document Creation with Guided Generative Artificial Intelligence | MENG, JAU SHYA | 9d overdue |
| 19013712 | DECISION SUPPORT SYSTEM FOR DATA RETRIEVAL | ALAM, HOSAIN T | 41d |
| 19254967 | Document Management | HALM, KWEKU WILLIAM | — |
| 19201669 | Multi-Instance Communication Support for a Computing Platform | ELLIS, MATTHEW J | — |
| 19181568 | APPLICATION HEALTH MONITORING | HACKENBERG, RACHEL J | — |
| 19058648 | DETERMINING METRICS INCLUDING RESOURCE EXPENDITURES OF A DIGITAL SERVICE | ZONG, RUOLEI | — |
| 19015152 | Reusable Triggers for Workflows | EL-HAGE HASSAN, ABDALLAH A | — |
| Art Unit | Apps |
|---|---|
| 2444 | 3 |
| 2653 | 3 |
| 2161 | 2 |
| 2152 | 2 |
| 2168 | 2 |
| 2156 | 2 |
| 2114 | 2 |
| 3619 | 2 |
| 2857 | 2 |
| 2197 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19312689 | MODIFICATION OF DATABASE OBJECTS | TO, BAOQUOC N | — | §103 | Non-Final OA | — | Pending | Aug 28, 2025 |
| 19254967 | Document Management | HALM, KWEKU WILLIAM | 2161 | §101§102 | Non-Final OA | — | Pending | Jun 30, 2025 |
| 19201669 | Multi-Instance Communication Support for a Computing Platform | ELLIS, MATTHEW J | 2152 | §102§103 | Non-Final OA | — | Pending | May 07, 2025 |
| 19181568 | APPLICATION HEALTH MONITORING | HACKENBERG, RACHEL J | 2454 | §103DP | Non-Final OA | — | Pending | Apr 17, 2025 |
| 19058648 | DETERMINING METRICS INCLUDING RESOURCE EXPENDITURES OF A DIGITAL SERVICE | ZONG, RUOLEI | — | §103DP | Non-Final OA | — | Pending | Feb 20, 2025 |
| 19057702 | Nested Request-Response Protocol Network Communications | BENGZON, GREG C | 2444 | §103Other | Non-Final OA | — | Pending | Feb 19, 2025 |
| 19054235 | Document Creation with Guided Generative Artificial Intelligence | MENG, JAU SHYA | 2168 | §103Other | Non-Final OA | 9d overdue | Pending | Feb 14, 2025 |
| 19015152 | Reusable Triggers for Workflows | EL-HAGE HASSAN, ABDALLAH A | 3623 | §101§103 | Final Rejection | — | Pending | Jan 09, 2025 |
| 19013712 | DECISION SUPPORT SYSTEM FOR DATA RETRIEVAL | ALAM, HOSAIN T | 2156 | §103Other | Non-Final OA | 41d | Pending | Jan 08, 2025 |
| 19012106 | CONCEPT SYSTEM FOR A NATURAL LANGUAGE UNDERSTANDING (NLU) FRAMEWORK | HOQUE, NAFIZ E | — | §103Other | Non-Final OA | — | Pending | Jan 07, 2025 |
| 18983741 | Smart Mechanism for Synchronizing Multiple Job Types in a Concurrent Scale-out Environment | CHU, GABRIEL L | 2114 | §101 | Final Rejection | — | Pending | Dec 17, 2024 |
| 18952885 | DYNAMIC DATA AUGMENTATION BASED ON EXTERNAL HISTORICAL DATA | GODBOLD, DOUGLAS | 2655 | §101§102§103 | Non-Final OA | — | Pending | Nov 19, 2024 |
| 18938177 | Tamper Proof Transmission of Commands | TRAN, TRI MINH | 2432 | §103 | Non-Final OA | — | Pending | Nov 05, 2024 |
| 18924767 | DATABASE QUERY SPLITTING | SHAH, VAISHALI | 2156 | §103Other | Final Rejection | 13d | Pending | Oct 23, 2024 |
| 18821617 | CHATBOT DYNAMIC CONTENT VIA A SEPARATE MESSAGING APPLICATION | CHRISTENSEN, SCOTT B | 2444 | §103DP | Final Rejection | — | Pending | Aug 30, 2024 |
| 18805180 | SYSTEMS AND METHODS FOR GENERATING SPOKES USING LARGE LANGUAGE MODELS | SERRAO, RANODHI N | 2444 | §103 | Non-Final OA | — | Pending | Aug 14, 2024 |
| 18800851 | Viewports and Sub-Pages for Web-Based User Interfaces | CHOWDHURY, RAYEEZ R | — | §103DP | Non-Final OA | — | Pending | Aug 12, 2024 |
| 18794776 | SOFTWARE VULNERABILITY DETECTION IN MANAGED NETWORKS | LI, MENG | 2437 | §101§112Other | Final Rejection | 10d overdue | Pending | Aug 05, 2024 |
| 18785634 | GENERATION AND USE OF APPLICATION TEMPLATES | RAMPURIA, SATISH | — | §101§102§103§112 | Non-Final OA | — | Pending | Jul 26, 2024 |
| 18768340 | User Interface Framework for Enhancing Content with Language Model Interactions | PYO, MONICA M | 2161 | §103Other | Non-Final OA | 15d | Pending | Jul 10, 2024 |
| 18753846 | User-Specific Navigation Guidance Generation | YI, RINNA | 2179 | §102§103 | Non-Final OA | — | Pending | Jun 25, 2024 |
| 18748877 | DATA RECORD CORRELATION AND MIGRATION | BLUST, JASON W | 2132 | §103 | Final Rejection | — | Pending | Jun 20, 2024 |
| 18659524 | Learning Techniques for Causal Discovery | DIVELBISS, MATTHEW H | 3624 | §103 | Non-Final OA | — | Pending | May 09, 2024 |
| 18652042 | Efficient Cloud Computing Resource Usage | XU, ZUJIA | — | §101§103 | Non-Final OA | — | Pending | May 01, 2024 |
| 18649294 | SYSTEMS AND METHODS FOR GENERATING TEST CASES FOR GRAPHICAL USER INTERFACE COMPONENTS | MORRISON, JAY A | 2151 | §101§103 | Final Rejection | — | Pending | Apr 29, 2024 |
| 18637338 | Common Fragment Caching for Web Documents | UDDIN, MD I | 2169 | §101§103 | Non-Final OA | — | Pending | Apr 16, 2024 |
| 18634394 | Framework for Trustworthy Generative Artificial Intelligence | LEE, WILLIAM MICHAEL | — | §103 | Non-Final OA | — | Pending | Apr 12, 2024 |
| 18632081 | HYBRID NATURAL LANGUAGE QUERY (NLQ) SYSTEM BASED ON RULE-BASED AND GENERATIVE ARTIFICIAL INTELLIGENCE TRANSLATION | LOWEN, NICHOLAS DANIEL | 2653 | §101§102§103§112 | Final Rejection | — | Pending | Apr 10, 2024 |
| 18629402 | GRAPH MODIFICATION USING DECLARATIVE COMMANDS | MIAN, MUHAMMAD U | 2163 | §101 | Non-Final OA | — | Pending | Apr 08, 2024 |
| 18625066 | INTENT DISCOVERY USING LARGE LANGUAGE MODELS | SULTANA, NADIRA | 2653 | §101§103 | Final Rejection | — | Pending | Apr 02, 2024 |
| 18615256 | MULTI-PHASED SCHEDULER | WAI, ERIC CHARLES | — | §101§102 | Non-Final OA | — | Pending | Mar 25, 2024 |
| 18615741 | RETRIEVAL-AUGMENTED DIGITAL WORKFLOW GENERATION | WHEATON, BRADFORD F | 2193 | §103 | Final Rejection | 28d | Pending | Mar 25, 2024 |
| 18606331 | Defect Detection based on Natural Language Processing | GAVIA, NYLA EMANI ANN | — | §101§102§103 | Non-Final OA | — | Pending | Mar 15, 2024 |
| 18596387 | Generation of Applications from Capabilities | LY, CHEYNE D | 2152 | §102§103 | Final Rejection | 31d overdue | Pending | Mar 05, 2024 |
| 18595102 | Obtaining Performance Results from Functional Testing in the Presence of Noise | LE, JOHN H | — | §101§103 | Non-Final OA | — | Pending | Mar 04, 2024 |
| 18588492 | SYSTEMS AND METHODS FOR GENERATING WORKFLOWS BASED ON NATURAL LANGUAGE INPUTS USING LARGE LANGUAGE MODELS | GOLDBERG, IVAN R | 3619 | §101§103 | Non-Final OA | 11d overdue | Pending | Feb 27, 2024 |
| 18588911 | WORKFLOW GENERATION BASED ON USER INPUTS | TRAN, TRAVIS VIET | 2191 | §101§103 | Final Rejection | 23d overdue | Pending | Feb 27, 2024 |
| 18442916 | AUTOMATIC WORKFLOW TEMPLATE GENERATION FROM TEXT INPUT | RINES, ROBERT D | 3625 | §103 | Non-Final OA | — | Pending | Feb 15, 2024 |
| 18436816 | VISUALIZATION OF CLUSTERS TO SUPPORT SOFTWARE ASSET MANAGEMENT | PHAN, NICHOLAS K | 2857 | §101§102 | Non-Final OA | — | Pending | Feb 08, 2024 |
| 18425491 | Generating Graphical User Interfaces from Design Specifications and Design Specifications from Graphical User Interfaces | NAZAR, AHAMED I | 2178 | §103 | Final Rejection | 22d overdue | Pending | Jan 29, 2024 |
| 18418098 | INTERACTIVE SOFTWARE LICENSING INFORMATION | WORJLOH, JALATEE | 3697 | §101§103 | Final Rejection | 23d | Pending | Jan 19, 2024 |
| 18415413 | ISSUE DETECTION AND SOLUTION RESPONSE | MANG, LAL C | 2857 | §103 | Final Rejection | — | Pending | Jan 17, 2024 |
| 18411711 | REAL TIME UPDATES OF MULTIPLE VIEWS OF A COMPUTER PROCESS FLOW | BURKE, TIONNA M | 2197 | §102§103 | Non-Final OA | — | Pending | Jan 12, 2024 |
| 18544235 | PRIORITIZING AN OUTBOUND QUEUE | KESSLER, GREGORY AARON | 2197 | §101 | Final Rejection | — | Pending | Dec 18, 2023 |
| 18526863 | Automated Use of User Input to Improve AI Generation of Database Objects with Reduced Computational Cost and Reduced Model Hallucination | HASSAN, ALI MOHAMAD | 2653 | §101§102 | Non-Final OA | — | Pending | Dec 01, 2023 |
| 18385799 | TIME-SERIES DATABASE FOR FAST PRIMARY KEY LOOKUPS | MAHMOOD, REZWANUL | 2159 | §101§103 | Final Rejection | — | Pending | Oct 31, 2023 |
| 18383010 | AUTOMATED WORKFLOWS TO AUTOMATE ENRICHMENT OF KNOWLEDGE GRAPHS AND DATA CATALOGS AND TO AUTOMATE ADHERENCE TO DATA GOVERNANCE POLICIES | GOLDBERG, IVAN R | 3619 | §101§103§112 | Non-Final OA | — | Pending | Oct 23, 2023 |
| 18461865 | Security-Preserving Generation and Performance of Cloud Actions | DASCOMB, JACOB D | 2198 | §103§112 | Non-Final OA | — | Pending | Sep 06, 2023 |
| 18234201 | Providing Notifications Based on Event Data | LANE, JOSEPH MAXEN | 2196 | §101§102§103 | Non-Final OA | 1d overdue | Pending | Aug 15, 2023 |
| 18224227 | REQUEST MANAGEMENT USING MACHINE LEARNING MODELS TRAINED WITH SYNTHETIC DATA AND PSEUDO-LABELED DATA | JIANG, HAIMEI | 2142 | §101§103Other | Non-Final OA | — | Pending | Jul 20, 2023 |
| 18222844 | DYNAMIC WEB COMPONENT WITH CONFIGURABLE CONTENT | MAIDO, MAGGIE T | 2129 | §101§103 | Final Rejection | 16d | Pending | Jul 17, 2023 |
| 18214340 | MACHINE LEARNING TIME-SERIES DATA RECONSTRUCTION | GRUSZKA, DANIEL PATRICK | 2121 | §101§103 | Final Rejection | 7d | Pending | Jun 26, 2023 |
| 18210225 | Distributed Software Feedback Mechanism | YESILDAG, LAURA G | 3629 | §101§102§103 | Final Rejection | 59d overdue | Pending | Jun 15, 2023 |
| 18203548 | ANOMALY DETECTION | RODRIGUEZ, JOSEPH C | 3653 | §101§103§112 | Final Rejection | 26d overdue | Pending | May 30, 2023 |
| 18142966 | GENERATIVE MACHINE LEARNING FRAMEWORK | WENG, PEI YONG | 2141 | §103 | Final Rejection | — | Pending | May 03, 2023 |
| 18300930 | Efficiently Extendable In-Interpreter Natural Language Agent | MCLEAN, IAN SCOTT | 2654 | §102 | Final Rejection | 15d overdue | Pending | Apr 14, 2023 |
| 17954090 | AUTOMATIC INHERITANCE OF SIMILAR ALERT PROPERTIES | SCHELL, JOSEPH O | 2114 | §101 | Final Rejection | 11d overdue | Pending | Sep 27, 2022 |
| 17903361 | Framework for Evaluation of Document Summarization Models | ISKENDER, ALVIN ALIK | 2654 | §103 | Final Rejection | 5d | Pending | Sep 06, 2022 |
| 17751464 | MACHINE LEARNING PREDICTION OF WORKFLOW STEPS | PHUNG, QUOC LY PHU | 2143 | §101§103§112 | Non-Final OA | — | Pending | May 23, 2022 |
| 17740080 | INTERACTIVE INTERFACES TO PRESENT DATA ARRANGEMENT OVERVIEWS AND SUMMARIZED DATASET ATTRIBUTES FOR COLLABORATIVE DATASETS | HU, XIAOQIN | 2168 | §103 | Final Rejection | — | Pending | May 09, 2022 |
| 17688529 | LOCATION-BASED PATTERN DETECTION FOR PASSWORD STRENGTH | RASHID, HARUNUR | 2497 | §103 | Non-Final OA | 182d overdue | Pending | Mar 07, 2022 |
| 17500721 | Classification Evaluation and Improvement in Machine Learning Models | THAI, JASMINE THANH | 2129 | §103§112 | Final Rejection | 15d overdue | Pending | Oct 13, 2021 |
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