Prosecution Insights
Prosecution Insights
29 pending office actions • 17 art units • 26 examiners • 17 of 29 (59%) have an AI response strategy ready • 29 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 12 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. 12 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 | 2 (7%) |
| §101 + other | 13 (45%) |
| §103 only | 9 (31%) |
| §102 only | 1 (3%) |
| §112 only | 1 (3%) |
| Double-patenting only | 1 (3%) |
| Multi-statute (no §101) | 2 (7%) |
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 |
|---|---|---|---|
| STANDKE, ADAM C | 2 | 51.4% | +27.5% |
| CLOW, LORI A | 2 | 64.0% | +28.6% |
| MUELLER, PAUL JOSEPH | 2 | 78.3% | +29.4% |
| HAYES, JONATHAN EDWARD | 1 | 37.5% | +23.5% |
| MINCHELLA, KAITLYN L | 1 | 26.9% | +22.1% |
| ZEMAN, MARY K | 1 | 59.0% | +34.3% |
| MAY, ROBERT F | 1 | 74.2% | +31.3% |
| PHAM, NHUT HUY | 1 | 80.6% | +24.7% |
| TRAN, DUY ANH | 1 | 79.9% | +17.3% |
| BARTLETT, WILLIAM P | 1 | 60.5% | +32.1% |
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 |
|---|---|---|---|
| 18935234 | JOINT ASSET AND DEFECT DETECTION MACHINE LEARNING MODEL | PHAM, NHUT HUY | — |
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 |
|---|---|---|---|
| 17728398 | ENSEMBLE MACHINE LEARNING WITH RESERVOIR NEURAL NETWORKS | MANG, VAN C | 71d overdue |
| 18305792 | BODY SUIT WITH DISTRIBUTED AIR SUPPLY | ASHIMIU, MAUTIN ISAAC | 31d overdue |
| 17551514 | DERIVING FOUNDRY FABRICATION MODELS FROM PERFORMANCE MEASUREMENTS OF FABRICATED DEVICES | DRAPEAU, SIMEON PAUL | 31d overdue |
| 18184830 | SYSTEM AND METHODS FOR UTILIZING PREDICTIONS OF FUTURE REAL-WORLD EVENTS TO GENERATE ACTIONABLE DECISIONS | KAPOOR, DEVAN | 30d overdue |
| 19341734 | PLATFORMS, SYSTEMS, AND METHODS FOR PATHWAY OPTIMIZATION FOR PROCESS BOTTLENECKS IN SYNTHETIC BIOLOGY DEVELOPMENT | MINCHELLA, KAITLYN L | 8d overdue |
| 19340724 | PLATFORMS, SYSTEMS, AND METHODS FOR MULTI-OBJECTIVE OPTIMIZATION AND COMPARATIVE ANALYSIS FOR SYNTHETIC BIOLOGY DEVELOPMENT | ZEMAN, MARY K | 4d overdue |
| 19342186 | MODEL-IN-THE-LOOP SYNTHETIC BIOLOGY | CLOW, LORI A | 1d overdue |
| 18785645 | SEGMENTING TEXT USING MACHINE LEARNING MODELS | MUELLER, PAUL JOSEPH | 46d |
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 |
|---|---|---|---|
| 19341734 | PLATFORMS, SYSTEMS, AND METHODS FOR PATHWAY OPTIMIZATION FOR PROCESS BOTTLENECKS IN SYNTHETIC BIOLOGY DEVELOPMENT | MINCHELLA, KAITLYN L | 8d overdue |
| 19340724 | PLATFORMS, SYSTEMS, AND METHODS FOR MULTI-OBJECTIVE OPTIMIZATION AND COMPARATIVE ANALYSIS FOR SYNTHETIC BIOLOGY DEVELOPMENT | ZEMAN, MARY K | 4d overdue |
| 19342186 | MODEL-IN-THE-LOOP SYNTHETIC BIOLOGY | CLOW, LORI A | 1d overdue |
| 18785645 | SEGMENTING TEXT USING MACHINE LEARNING MODELS | MUELLER, PAUL JOSEPH | 46d |
| 18737572 | PERFORMING FACT CHECKING USING MACHINE LEARNING MODELS | BARTLETT, WILLIAM P | 62d |
| 19436349 | MACHINE LEARNING FOR PERFORMANCE AND VIABILITY PREDICTION | STANDKE, ADAM C | — |
| 19436695 | PLATFORMS, SYSTEMS, AND METHODS FOR OPTIMIZATION USING MACHINE LEARNING MODELS | STANDKE, ADAM C | — |
| 19435504 | PLATFORMS, SYSTEMS, AND METHODS FOR PERFORMANCE PREDICTION USING MACHINE LEARNING MODELS | HAYES, JONATHAN EDWARD | — |
| Art Unit | Apps |
|---|---|
| 2129 | 2 |
| 1685 | 2 |
| 1687 | 2 |
| 2657 | 2 |
| 3785 | 2 |
| 2100 | 2 |
| 2142 | 2 |
| 2188 | 2 |
| 1686 | 1 |
| 2154 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19436349 | MACHINE LEARNING FOR PERFORMANCE AND VIABILITY PREDICTION | STANDKE, ADAM C | 2129 | §101§103§112 | Non-Final OA | — | Pending | Dec 30, 2025 |
| 19436695 | PLATFORMS, SYSTEMS, AND METHODS FOR OPTIMIZATION USING MACHINE LEARNING MODELS | STANDKE, ADAM C | 2129 | §103 | Non-Final OA | — | Pending | Dec 30, 2025 |
| 19435504 | PLATFORMS, SYSTEMS, AND METHODS FOR PERFORMANCE PREDICTION USING MACHINE LEARNING MODELS | HAYES, JONATHAN EDWARD | 1685 | §112 | Final Rejection | — | Pending | Dec 29, 2025 |
| 19342186 | MODEL-IN-THE-LOOP SYNTHETIC BIOLOGY | CLOW, LORI A | 1687 | §101§103§112 | Non-Final OA | 1d overdue | AI Ready | Sep 26, 2025 |
| 19341734 | PLATFORMS, SYSTEMS, AND METHODS FOR PATHWAY OPTIMIZATION FOR PROCESS BOTTLENECKS IN SYNTHETIC BIOLOGY DEVELOPMENT | MINCHELLA, KAITLYN L | 1685 | §101§103§112 | Final Rejection | 8d overdue | AI Ready | Sep 26, 2025 |
| 19340724 | PLATFORMS, SYSTEMS, AND METHODS FOR MULTI-OBJECTIVE OPTIMIZATION AND COMPARATIVE ANALYSIS FOR SYNTHETIC BIOLOGY DEVELOPMENT | ZEMAN, MARY K | 1686 | §101§102§112DP | Final Rejection | 4d overdue | AI Ready | Sep 25, 2025 |
| 18971727 | MULTI-MODAL UTILITY ASSET SEARCHING | MAY, ROBERT F | 2154 | §101§103 | Final Rejection | — | Pending | Dec 06, 2024 |
| 18935234 | JOINT ASSET AND DEFECT DETECTION MACHINE LEARNING MODEL | PHAM, NHUT HUY | — | §103 | Non-Final OA | — | Pending | Nov 01, 2024 |
| 18787405 | TEMPORAL BOUNDS OF WILDFIRES | TRAN, DUY ANH | — | DP | Non-Final OA | — | Pending | Jul 29, 2024 |
| 18785645 | SEGMENTING TEXT USING MACHINE LEARNING MODELS | MUELLER, PAUL JOSEPH | 2657 | §101§103Other | Non-Final OA | 46d | AI Ready | Jul 26, 2024 |
| 18764616 | SEGMENTING TEXT USING MACHINE LEARNING MODELS | MUELLER, PAUL JOSEPH | 2657 | §101§103Other | Non-Final OA | — | AI Ready | Jul 05, 2024 |
| 18737572 | PERFORMING FACT CHECKING USING MACHINE LEARNING MODELS | BARTLETT, WILLIAM P | 2169 | §101 | Non-Final OA | 62d | Pending | Jun 07, 2024 |
| 18674444 | TASK PERFORMANCE USING LANGUAGE MODELS | HASSAN, ALI MOHAMAD | 2653 | §101§103 | Final Rejection | — | Pending | May 24, 2024 |
| 18528036 | DISTRIBUTED SENSING USING FLUID NETWORK | BREIER, KRYSTINE E | 3645 | §103 | Final Rejection | — | AI Ready | Dec 04, 2023 |
| 18479724 | TECHNIQUES FOR USING INVERSE DESIGN FOR COMBINED OPTIMIZATION OF OPTICAL AND ELECTRICAL COMPONENTS IN AN OPTOELECTRONIC RECEIVER | TAT, BINH C | — | §102 | Non-Final OA | — | Pending | Oct 02, 2023 |
| 18456792 | TRAINING MACHINE LEARNING MODELS WITH SPARSE INPUT | VO, STEVEN | 2148 | §101§103 | Non-Final OA | — | Pending | Aug 28, 2023 |
| 18305792 | BODY SUIT WITH DISTRIBUTED AIR SUPPLY | ASHIMIU, MAUTIN ISAAC | 3785 | §102§103 | Non-Final OA | 31d overdue | AI Ready | Apr 24, 2023 |
| 18129416 | SYNTHESIS AND AUGMENTATION OF TRAINING DATA FOR SUPPLY CHAIN OPTIMIZATION | PHAKOUSONH, DARAVANH | 2121 | §101 | Final Rejection | — | AI Ready | Mar 31, 2023 |
| 18188293 | PARALLELIZED, SCALABLE SIMULATION DISPATCH | MAPAR, BIJAN | — | §103 | Non-Final OA | — | Pending | Mar 22, 2023 |
| 18184830 | SYSTEM AND METHODS FOR UTILIZING PREDICTIONS OF FUTURE REAL-WORLD EVENTS TO GENERATE ACTIONABLE DECISIONS | KAPOOR, DEVAN | 2126 | §101§103 | Final Rejection | 30d overdue | AI Ready | Mar 16, 2023 |
| 18168027 | MULTI-STAGE TRAINING OF MACHINE LEARNING MODELS | TSAI, JAMES T | 2100 | §103 | Final Rejection | 11d overdue | AI Ready | Feb 13, 2023 |
| 18075723 | TRAINING MACHINE LEARNING MODELS TO PREDICT FIRE BEHAVIOR | KOWALIK, SKIELER ALEXANDER | 2142 | §103 | Non-Final OA | — | AI Ready | Dec 06, 2022 |
| 17979964 | PERIODICALLY COOPERATIVE MULTI-AGENT REINFORCEMENT LEARNING | MILLER, ALEXANDRIA JOSEPHINE | 2142 | §103 | Non-Final OA | 22d | AI Ready | Nov 03, 2022 |
| 17967711 | IONIC LIQUID-BASED DEPOLYMERIZATION OPTIMIZATION | PLAYER, ROBERT AUSTIN | 1684 | §101§103§112DP | Non-Final OA | — | Pending | Oct 17, 2022 |
| 17728398 | ENSEMBLE MACHINE LEARNING WITH RESERVOIR NEURAL NETWORKS | MANG, VAN C | 2100 | §103§112 | Non-Final OA | 71d overdue | AI Ready | Apr 25, 2022 |
| 17683280 | SENSING SYSTEM FOR EXOSUITS | HUSSAIN, MISHAL ZAHRA | 3785 | §103 | Non-Final OA | 171d overdue | AI Ready | Feb 28, 2022 |
| 17574915 | DISEASE REPRESENTATION AND CLASSIFICATION WITH MACHINE LEARNING | CLOW, LORI A | 1687 | §101§102§103§112 | Final Rejection | — | AI Ready | Jan 13, 2022 |
| 17551514 | DERIVING FOUNDRY FABRICATION MODELS FROM PERFORMANCE MEASUREMENTS OF FABRICATED DEVICES | DRAPEAU, SIMEON PAUL | 2188 | §101§103§112 | Final Rejection | 31d overdue | AI Ready | Dec 15, 2021 |
| 17486514 | ACCELERATING AN INVERSE DESIGN PROCESS USING LEARNED MAPPINGS BETWEEN RESOLUTION LEVELS | MORRIS, JOSEPH PATRICK | 2188 | §103 | Final Rejection | — | AI Ready | Sep 27, 2021 |
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