Prosecution Insights
Prosecution Insights
9 pending office actions • 7 art units • 9 examiners • 0 of 9 (0%) have an AI response strategy ready • 4 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 9 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. 9 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 (33%) |
| §103 only | 4 (44%) |
| §102 only | 1 (11%) |
| §112 only | 1 (11%) |
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 |
|---|---|---|---|
| OSMAN BILAL AHMED, AFAF | 1 | 16.3% | +14.3% |
| ZIMMERMAN, MATTHEW E | 1 | 51.7% | +46.4% |
| MORONEY, MICHAEL CORBETT | 1 | 25.8% | +25.4% |
| KANAAN, LIZA TONY | 1 | 22.4% | +35.2% |
| BOROWSKI, MICHAEL | 1 | 17.6% | +37.5% |
| LAKHANI, ANDREW C | 1 | 22.2% | +30.7% |
| CHOY, PAN G | 1 | 24.2% | +35.1% |
| KARTHOLY, REJI P | 1 | 64.7% | +72.1% |
| HO, THOMAS Y | 1 | 16.1% | +30.7% |
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 |
|---|---|---|---|
| 18345200 | GENERATIVE TRANSFORMER MODELS FOR DETERMINING PRODUCT PREDICTIONS | BOROWSKI, MICHAEL | 60d overdue |
| 18430096 | Customer-Enabled Bank Platform For Use with Carbon Calculator | MORONEY, MICHAEL CORBETT | 38d overdue |
| 18158597 | Efficient Feature Engineering for Recommender Systems | CHOY, PAN G | 5d overdue |
| 18172572 | CARBON EMISSIONS AND POWER FOOTPRINT MANAGEMENT SYSTEM | LAKHANI, ANDREW C | 6d |
| 18420188 | GENERATIVE AI SYSTEMS FOR GENERATING CONTENT USING LARGE LANGUAGE MODELS | KANAAN, LIZA TONY | 7d |
| 17666320 | OVERFLOW MANAGEMENT CONFIGURATION ENGINE IN A MATERIAL PROCESSING SYSTEM | HO, THOMAS Y | 27d |
| 18758870 | Computing Nodes for Performing Optimization Using Artificial Intelligence and Mixed Integer Programming | OSMAN BILAL AHMED, AFAF | 41d |
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 |
|---|---|---|---|
| 17970865 | ARTIFICIAL INTELLIGENCE DRILLING ADVISORY ENGINE IN A MATERIAL PROCESSING SYSTEM | KARTHOLY, REJI P | 149d overdue |
| 18345200 | GENERATIVE TRANSFORMER MODELS FOR DETERMINING PRODUCT PREDICTIONS | BOROWSKI, MICHAEL | 60d overdue |
| 18615769 | SYSTEMS AND METHODS FOR IDENTIFYING ITEM SUBSTITUTIONS | ZIMMERMAN, MATTHEW E | 58d overdue |
| 18430096 | Customer-Enabled Bank Platform For Use with Carbon Calculator | MORONEY, MICHAEL CORBETT | 38d overdue |
| 18158597 | Efficient Feature Engineering for Recommender Systems | CHOY, PAN G | 5d overdue |
| 18172572 | CARBON EMISSIONS AND POWER FOOTPRINT MANAGEMENT SYSTEM | LAKHANI, ANDREW C | 6d |
| 18420188 | GENERATIVE AI SYSTEMS FOR GENERATING CONTENT USING LARGE LANGUAGE MODELS | KANAAN, LIZA TONY | 7d |
| 17666320 | OVERFLOW MANAGEMENT CONFIGURATION ENGINE IN A MATERIAL PROCESSING SYSTEM | HO, THOMAS Y | 27d |
| Art Unit | Apps |
|---|---|
| 3624 | 3 |
| 3622 | 1 |
| 3688 | 1 |
| 3628 | 1 |
| 3683 | 1 |
| 3629 | 1 |
| 2143 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 18758870 | Computing Nodes for Performing Optimization Using Artificial Intelligence and Mixed Integer Programming | OSMAN BILAL AHMED, AFAF | 3622 | §101 | Non-Final OA | 41d | Pending | Jun 28, 2024 |
| 18615769 | SYSTEMS AND METHODS FOR IDENTIFYING ITEM SUBSTITUTIONS | ZIMMERMAN, MATTHEW E | 3688 | §102 | Non-Final OA | 58d overdue | Pending | Mar 25, 2024 |
| 18430096 | Customer-Enabled Bank Platform For Use with Carbon Calculator | MORONEY, MICHAEL CORBETT | 3628 | §101 | Final Rejection | 38d overdue | Pending | Feb 01, 2024 |
| 18420188 | GENERATIVE AI SYSTEMS FOR GENERATING CONTENT USING LARGE LANGUAGE MODELS | KANAAN, LIZA TONY | 3683 | §112 | Final Rejection | 7d | Pending | Jan 23, 2024 |
| 18345200 | GENERATIVE TRANSFORMER MODELS FOR DETERMINING PRODUCT PREDICTIONS | BOROWSKI, MICHAEL | 3624 | §103 | Non-Final OA | 60d overdue | Pending | Jun 30, 2023 |
| 18172572 | CARBON EMISSIONS AND POWER FOOTPRINT MANAGEMENT SYSTEM | LAKHANI, ANDREW C | 3629 | §101 | Final Rejection | 6d | Pending | Feb 22, 2023 |
| 18158597 | Efficient Feature Engineering for Recommender Systems | CHOY, PAN G | 3624 | §103 | Final Rejection | 5d overdue | Pending | Jan 24, 2023 |
| 17970865 | ARTIFICIAL INTELLIGENCE DRILLING ADVISORY ENGINE IN A MATERIAL PROCESSING SYSTEM | KARTHOLY, REJI P | 2143 | §103 | Non-Final OA | 149d overdue | Pending | Oct 21, 2022 |
| 17666320 | OVERFLOW MANAGEMENT CONFIGURATION ENGINE IN A MATERIAL PROCESSING SYSTEM | HO, THOMAS Y | 3624 | §103 | Non-Final OA | 27d | Pending | Feb 07, 2022 |
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