Prosecution Insights
Prosecution Insights
Technology area: Transportation, E-Commerce & Mechanical Systems
24 pending office actions • 8 clients • 18 examiners • 11 art units • 0 of 24 (0%) have an AI response strategy ready
Hanchuk Kheit LLP operates in the Transportation, E-Commerce & Mechanical Systems technology area. The firm has 310 career applications. A resolved allowance rate of 86.36 percent has been achieved across these matters. On average, the firm receives 7.16 office actions per allowance. There are currently 23 pending office actions requiring responses.
The 7.16 average office actions per allowance provides a benchmark for the expected duration of prosecution. Practitioners can compare the pending office actions to this average to estimate future workload. The 86.36 percent resolved allowance rate indicates the historical probability of success for applications that reach a final resolution. With 310 career applications, the firm has a documented history in Transportation, E-Commerce & Mechanical Systems. These 23 pending office actions represent the current focus of the firm's prosecution efforts. The relationship between the average office actions and the allowance rate defines the firm's prosecution profile. This historical data provides a basis for understanding the firm's typical prosecution cycle.
Based on the USPTO statutory response window for each pending office action. 16 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. 16 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 | 10 (42%) |
| §101 + other | 9 (38%) |
| §103 only | 2 (8%) |
| §112 only | 2 (8%) |
| Multi-statute (no §101) | 1 (4%) |
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 |
|---|---|---|---|
| POLLOCK, GREGORY A | 3 | 11.1% | +12.5% |
| POINVIL, FRANTZY | 2 | 79.0% | +15.3% |
| SMITH, SLADE E | 2 | 29.6% | +30.8% |
| DUCK, BRANDON M | 2 | 63.4% | +18.1% |
| GREGG, MARY M | 2 | 14.0% | +14.2% |
| PROIOS, GEORGE N | 1 | 55.1% | +31.8% |
| STEVENSON, CHRISTINA C | 1 | 5.9% | +7.8% |
| TURK, BROCK E | 1 | 30.2% | +37.5% |
| PARK, YONG S | 1 | 26.0% | +11.5% |
| MAGUIRE, LINDSAY M | 1 | 51.3% | +31.6% |
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 |
|---|---|---|---|
| 14495772 | Multichannel Exchange Mechanism Apparatuses, Methods and Systems | GREGG, MARY M | 91d overdue |
| 14632889 | Insulated Account Datastructure Apparatuses, Methods and Systems | FU, HAO | 87d overdue |
| 17832551 | Reinforcement Learning Based Machine Retirement Planning and Management Apparatuses, Processes and Systems | PARK, YONG S | 58d overdue |
| 17832547 | Reinforcement Learning Based Machine Asset Planning and Management Apparatuses, Processes and Systems | MAGUIRE, LINDSAY M | 49d overdue |
| 13797873 | REAL-TIME BIDDING DATA MONITORING AND AGGREGATION APPARATUSES, METHODS AND SYSTEMS | DURAN, ARTHUR D | 38d overdue |
| 17383329 | Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems | DUCK, BRANDON M | 28d overdue |
| 14715551 | Probabilistic Analysis Trading Platform Apparatuses, Methods and Systems | GREGG, MARY M | 28d overdue |
| 16409736 | AI-Based Context Evaluation Engine Apparatuses, Methods and Systems | WERNER, MARSHALL L | 4d 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 |
|---|---|---|---|
| 18378296 | Decentralized Exchange with Price Oracle Apparatuses, Processes and Systems | PROIOS, GEORGE N | 111d overdue |
| 14495772 | Multichannel Exchange Mechanism Apparatuses, Methods and Systems | GREGG, MARY M | 91d overdue |
| 17832551 | Reinforcement Learning Based Machine Retirement Planning and Management Apparatuses, Processes and Systems | PARK, YONG S | 58d overdue |
| 17832547 | Reinforcement Learning Based Machine Asset Planning and Management Apparatuses, Processes and Systems | MAGUIRE, LINDSAY M | 49d overdue |
| 17383329 | Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems | DUCK, BRANDON M | 28d overdue |
| 14715551 | Probabilistic Analysis Trading Platform Apparatuses, Methods and Systems | GREGG, MARY M | 28d overdue |
| 18379640 | Temporal Quantum Assurance User Interface, Sandboxed Distributed Asset Router, and Edge Caching Datastructures Apparatuses, Processes and Systems | POINVIL, FRANTZY | 27d |
| 17986886 | AI-Based Real-Time Prediction Engine Apparatuses, Methods and Systems | DUCK, BRANDON M | 33d |
| Client (Assignee) | Pending OAs |
|---|---|
| FMR | 16 |
| Zelis Payments, LLC | 2 |
| Wrap Drive Inc. | 1 |
| Warp Drive Inc. | 1 |
| Content Directions | 1 |
| Appi Technologia S/A (D.B.A. Muxi) | 1 |
| Click Sales Inc. | 1 |
| ADTHEORENT, INC. | 1 |
| Art Unit | Apps |
|---|---|
| 3691 | 4 |
| 3693 | 4 |
| 3622 | 3 |
| 3695 | 3 |
| 3694 | 2 |
| 3698 | 2 |
| 3696 | 2 |
| 3692 | 1 |
| 3619 | 1 |
| 3627 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19245172 | AI-Driven Digital Asset Co-pilot Apparatuses, Mechanisms, Mediums, Processes and Systems | Wrap Drive Inc. | POINVIL, FRANTZY | 3691 | §112 | Non-Final OA | — | Pending | Jun 20, 2025 |
| 18379640 | Temporal Quantum Assurance User Interface, Sandboxed Distributed Asset Router, and Edge Caching Datastructures Apparatuses, Processes and Systems | Warp Drive Inc. | POINVIL, FRANTZY | 3693 | §112 | Final Rejection | 27d | Pending | Oct 12, 2023 |
| 18378296 | Decentralized Exchange with Price Oracle Apparatuses, Processes and Systems | Fmr LLC | PROIOS, GEORGE N | 3694 | §103 | Non-Final OA | 111d overdue | Pending | Oct 10, 2023 |
| 18378304 | Decentralized Exchange with Price Oracle Apparatuses, Processes and Systems | Fmr LLC | STEVENSON, CHRISTINA C | 3698 | §101§103§112 | Final Rejection | 34d | Pending | Oct 10, 2023 |
| 18244186 | Healthcare Transaction Facilitation Platform Apparatuses, Methods and Systems | Zelis Payments, LLC | SMITH, SLADE E | 3696 | §101 | Non-Final OA | 55d | Pending | Sep 08, 2023 |
| 18235774 | Real-Time System Progression Optimizer Apparatuses, Processes and Systems | Fmr LLC | TURK, BROCK E | 3692 | §103 | Final Rejection | — | Pending | Aug 18, 2023 |
| 17986886 | AI-Based Real-Time Prediction Engine Apparatuses, Methods and Systems | Fmr LLC | DUCK, BRANDON M | 3693 | §101 | Final Rejection | 33d | Pending | Nov 14, 2022 |
| 17832551 | Reinforcement Learning Based Machine Retirement Planning and Management Apparatuses, Processes and Systems | Fmr LLC | PARK, YONG S | 3694 | §101 | Non-Final OA | 58d overdue | Pending | Jun 03, 2022 |
| 17832547 | Reinforcement Learning Based Machine Asset Planning and Management Apparatuses, Processes and Systems | Fmr LLC | MAGUIRE, LINDSAY M | 3619 | §101 | Final Rejection | 49d overdue | Pending | Jun 03, 2022 |
| 17412224 | Portable Universal Profile Apparatuses, Processes and Systems | Content Directions, Inc. Dba Linkstorm | VAN BRAMER, JOHN W | 3622 | §101§112 | Final Rejection | 56d | Pending | Aug 25, 2021 |
| 17383300 | Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems | Fmr LLC | POLLOCK, GREGORY A | 3691 | §101 | Final Rejection | — | Pending | Jul 22, 2021 |
| 17383323 | Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems | Fmr LLC | POLLOCK, GREGORY A | 3691 | §101 | Final Rejection | 86d | Pending | Jul 22, 2021 |
| 17383329 | Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems | Fmr LLC | DUCK, BRANDON M | 3693 | §101 | Non-Final OA | 28d overdue | Pending | Jul 22, 2021 |
| 17383310 | Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems | Fmr LLC | POLLOCK, GREGORY A | 3691 | §101 | Non-Final OA | — | Pending | Jul 22, 2021 |
| 17355123 | Healthcare Transaction Facilitation Platform Apparatuses, Methods and Systems | Zelis Payments, LLC | SMITH, SLADE E | 3696 | §101 | Non-Final OA | — | Pending | Jun 22, 2021 |
| 16892281 | Antifraud Resilient Transaction Identifier Datastructure Apparatuses, Methods and Systems | Appi Technologia S/A (D.B.A. Muxi) | HAIDER, FAWAAD | 3627 | §101DP | Non-Final OA | — | Pending | Jun 03, 2020 |
| 16409736 | AI-Based Context Evaluation Engine Apparatuses, Methods and Systems | Fmr LLC | WERNER, MARSHALL L | 2125 | §101 | Final Rejection | 4d overdue | Pending | May 10, 2019 |
| 15844387 | Social Data Tracking Datastructures, Apparatuses, Methods and Systems | Fmr LLC | XIAO, ZESHENG | 3698 | §103§112 | Final Rejection | — | Pending | Dec 15, 2017 |
| 15610587 | Crowdsource and Conversational Contextual Information Injection Apparatuses, Methods and Systems | Click Sales Inc. | CARVALHO, ERROL A | 3622 | §101§103§112 | Non-Final OA | — | Pending | May 31, 2017 |
| 15210817 | Crypto Voting and Social Aggregating, Fractionally Efficient Transfer Guidance, Conditional Triggered Transaction, Datastructures, Apparatuses, Methods and Systems | Fmr LLC | KWONG, CHO YIU | 3693 | §101§103 | Final Rejection | 55d | Pending | Jul 14, 2016 |
| 14715551 | Probabilistic Analysis Trading Platform Apparatuses, Methods and Systems | Fmr LLC | GREGG, MARY M | 3695 | §101§112 | Final Rejection | 28d overdue | Pending | May 18, 2015 |
| 14632889 | Insulated Account Datastructure Apparatuses, Methods and Systems | Fmr LLC | FU, HAO | 3695 | §101§103 | Final Rejection | 87d overdue | Pending | Feb 26, 2015 |
| 14495772 | Multichannel Exchange Mechanism Apparatuses, Methods and Systems | Fmr, LLC | GREGG, MARY M | 3695 | §101§103 | Final Rejection | 91d overdue | Pending | Sep 24, 2014 |
| 13797873 | REAL-TIME BIDDING DATA MONITORING AND AGGREGATION APPARATUSES, METHODS AND SYSTEMS | Adtheorent, Inc. | DURAN, ARTHUR D | 3622 | §101§102§103 | Final Rejection | 38d overdue | Pending | Mar 12, 2013 |
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