Prosecution Insights
Prosecution Insights
24 pending office actions • 17 art units • 23 examiners • 0 of 24 (0%) have an AI response strategy ready • 140 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 24 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. 24 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 (12%) |
| §103 only | 21 (88%) |
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 |
|---|---|---|---|
| SULTANA, NADIRA | 2 | 74.3% | +30.4% |
| WHITE, DYLAN C | 1 | 77.4% | +12.1% |
| BEARD, CHARLES LLOYD | 1 | 67.4% | +36.0% |
| MAYE, AYUB A | 1 | 57.7% | +41.7% |
| FRANCIS, ADAM JOSEPH | 1 | 72.9% | +26.5% |
| NILSSON, ERIC | 1 | 82.8% | +17.7% |
| CULLER, JILL E | 1 | 57.1% | +13.8% |
| YI, HYUNGJUN B | 1 | 17.6% | +31.7% |
| WAI, ERIC CHARLES | 1 | 82.2% | +27.1% |
| BROWN, SARA GRACE | 1 | 27.9% | +31.1% |
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 |
|---|---|---|---|
| 18334697 | PROVISIONING DEEP LEARNING (DL) MODELS THAT PRESERVE RELATIONSHIPS BETWEEN RESPONSE VARIABLES AND SELECTED EXPLANATORY VARIABLES | NILSSON, ERIC | 5d |
| 18303146 | DYNAMIC RESOURCE ALLOCATION FOR MANUFACTURING DATA PROCESSING | WAI, ERIC CHARLES | 16d |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 4 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18788103 | ARTIFICIAL INTELLIGENCE-ENABLED METADATA OPTIMIZER | WHITE, DYLAN C | 35d |
| 18144441 | MULTI CLOUD NETWORK VERIFICATION USING QUANTUM MACHINE LEARNING | YI, HYUNGJUN B | 39d |
| 18135920 | DATA ENTHALPY BASED INTELLIGENT DATA INSIGHT GENERATION SYSTEM | BROWN, SARA GRACE | 69d |
| 17875080 | AROMA TRAINING USING AUGMENTED REALITY | HOEL, MATTHEW D | 78d |
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 |
|---|---|---|---|
| 18334697 | PROVISIONING DEEP LEARNING (DL) MODELS THAT PRESERVE RELATIONSHIPS BETWEEN RESPONSE VARIABLES AND SELECTED EXPLANATORY VARIABLES | NILSSON, ERIC | 5d |
| 18303146 | DYNAMIC RESOURCE ALLOCATION FOR MANUFACTURING DATA PROCESSING | WAI, ERIC CHARLES | 16d |
| 18343408 | DISCOVERING, ASSESSING, AND REMEDIATING CLOUD NATIVE APPLICATION RISKS DUE TO SECURITY MISCONFIGURATIONS | MAYE, AYUB A | 27d |
| 18650460 | TRAINING GENERATIVE MODELS FOR GENERATING STYLIZED CONTENT | BEARD, CHARLES LLOYD | 29d |
| 18788103 | ARTIFICIAL INTELLIGENCE-ENABLED METADATA OPTIMIZER | WHITE, DYLAN C | 35d |
| 18673224 | AUTOMATED DOMAIN ADAPTATION FOR SEMANTIC SEARCH USING EMBEDDING VECTORS | SULTANA, NADIRA | 36d |
| 18144441 | MULTI CLOUD NETWORK VERIFICATION USING QUANTUM MACHINE LEARNING | YI, HYUNGJUN B | 39d |
| 18321955 | PRINTING WITH PROGRAMMABLE INK FOR RAPID PACKAGING ITERATIONS | CULLER, JILL E | 40d |
| Art Unit | Apps |
|---|---|
| 3625 | 3 |
| 2653 | 2 |
| 2146 | 2 |
| 2195 | 2 |
| 2129 | 2 |
| 2128 | 2 |
| 2611 | 1 |
| 2436 | 1 |
| 1728 | 1 |
| 2151 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 18807518 | AUTOMATED DOMAIN ADAPTATION FOR SEMANTIC SEARCH USING EMBEDDING VECTORS | SULTANA, NADIRA | 2653 | §103 | Non-Final OA | 54d | Pending | Aug 16, 2024 |
| 18788103 | ARTIFICIAL INTELLIGENCE-ENABLED METADATA OPTIMIZER | WHITE, DYLAN C | 3625 | §101 | Non-Final OA | 35d | Pending | Jul 29, 2024 |
| 18673224 | AUTOMATED DOMAIN ADAPTATION FOR SEMANTIC SEARCH USING EMBEDDING VECTORS | SULTANA, NADIRA | 2653 | §103 | Non-Final OA | 36d | Pending | May 23, 2024 |
| 18650460 | TRAINING GENERATIVE MODELS FOR GENERATING STYLIZED CONTENT | BEARD, CHARLES LLOYD | 2611 | §103 | Non-Final OA | 29d | Pending | Apr 30, 2024 |
| 18343408 | DISCOVERING, ASSESSING, AND REMEDIATING CLOUD NATIVE APPLICATION RISKS DUE TO SECURITY MISCONFIGURATIONS | MAYE, AYUB A | 2436 | §103 | Final Rejection | 27d | Pending | Jun 28, 2023 |
| 18340936 | BATTERY TESTING SYSTEM AND APPARATUS WITH DYNAMIC FORCE APPLICATION | FRANCIS, ADAM JOSEPH | 1728 | §103 | Non-Final OA | 82d | Pending | Jun 26, 2023 |
| 18334697 | PROVISIONING DEEP LEARNING (DL) MODELS THAT PRESERVE RELATIONSHIPS BETWEEN RESPONSE VARIABLES AND SELECTED EXPLANATORY VARIABLES | NILSSON, ERIC | 2151 | §103 | Non-Final OA | 5d | Pending | Jun 14, 2023 |
| 18321955 | PRINTING WITH PROGRAMMABLE INK FOR RAPID PACKAGING ITERATIONS | CULLER, JILL E | 2853 | §103 | Final Rejection | 40d | Pending | May 23, 2023 |
| 18144441 | MULTI CLOUD NETWORK VERIFICATION USING QUANTUM MACHINE LEARNING | YI, HYUNGJUN B | 2146 | §103 | Non-Final OA | 39d | Pending | May 08, 2023 |
| 18303146 | DYNAMIC RESOURCE ALLOCATION FOR MANUFACTURING DATA PROCESSING | WAI, ERIC CHARLES | 2195 | §103 | Non-Final OA | 16d | Pending | Apr 19, 2023 |
| 18135920 | DATA ENTHALPY BASED INTELLIGENT DATA INSIGHT GENERATION SYSTEM | BROWN, SARA GRACE | 3625 | §101 | Non-Final OA | 69d | Pending | Apr 18, 2023 |
| 18161260 | ONTOLOGY-DRIVEN PARAMETER EFFICIENT REPRESENTATIONS FOR KNOWLEDGE GRAPHS | SPRAUL III, VINCENT ANTON | 2129 | §103 | Non-Final OA | 5d | Pending | Jan 30, 2023 |
| 18101579 | SYSTEM FOR PROBABILISTIC MODELING AND MULTI-LAYER MODELING FOR DIGITAL TWINS | TRIEU, EM N | 2128 | §103 | Non-Final OA | 15d | Pending | Jan 25, 2023 |
| 18145403 | LASER ABLATION SYSTEM AND METHOD | THONG, YEONG JUEN | 3761 | §103 | Non-Final OA | 46d overdue | Pending | Dec 22, 2022 |
| 17951745 | SUSTAINABLE AND SELF-ADAPTIVE FEDERATED DIGITAL TWIN FRAMEWORK | SALOMON, PHENUEL S | 2146 | §103 | Non-Final OA | 3d overdue | Pending | Sep 23, 2022 |
| 17942340 | SMART COLLABORATIVE MACHINE UNLEARNING | RODEN, DONALD THOMAS | 2128 | §103 | Non-Final OA | 110d overdue | Pending | Sep 12, 2022 |
| 17891476 | MIXED SYNTHETIC DATA GENERATION | TAN, DAVID H | 2145 | §103 | Non-Final OA | 81d overdue | Pending | Aug 19, 2022 |
| 17875080 | AROMA TRAINING USING AUGMENTED REALITY | HOEL, MATTHEW D | 3715 | §101 | Non-Final OA | 78d | Pending | Jul 27, 2022 |
| 17828014 | SYSTEMS AND METHODS FOR GENERATING DIGITAL TWINS | HOCKER, JOHN PAUL | 2189 | §103 | Final Rejection | 22d | Pending | May 30, 2022 |
| 17825481 | SYSTEM FOR MODELLING A DISTRIBUTED COMPUTER SYSTEM OF AN ENTERPRISE AS A MONOLITHIC ENTITY USING A DIGITAL TWIN | SUN, ANDREW NMN | 2195 | §103 | Final Rejection | 14d | Pending | May 26, 2022 |
| 17663750 | ENERGY USAGE DETERMINATION FOR MACHINE LEARNING | BENOURAIDA, AMINA MORENO | 2129 | §103 | Non-Final OA | 124d overdue | Pending | May 17, 2022 |
| 17729097 | MACHINE-LEARNING SYSTEM AND METHOD FOR PREDICTING EVENT TAGS | LEY, SALLY THI | 2147 | §103 | Final Rejection | 119d overdue | Pending | Apr 26, 2022 |
| 17537168 | GENERATING ANSWERS TO MULTI-HOP CONSTRAINT-BASED QUESTIONS FROM KNOWLEDGE GRAPHS | FIGUEROA, KEVIN W | 2124 | §103 | Non-Final OA | 28d | Pending | Nov 29, 2021 |
| 17195890 | METHOD AND SYSTEM FOR MACHINE LEARNING BASED USER EXPERIENCE EVALUATION FOR INFORMATION TECHNOLOGY SUPPORT SERVICES | HATCHER, DEIRDRE D | 3625 | §103 | Non-Final OA | 294d overdue | Pending | Mar 09, 2021 |
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