Technology areas: Computing & Software • Transportation, E-Commerce & Mechanical Systems
11 pending office actions • 10 art units • 10 examiners • 0 of 11 (0%) have an AI response strategy ready • 26 patents granted in the last 365 days
Constructor Education and Research Genossenschaft has 11 pending office actions in Medical Devices & Mechanical Engineering. The matters span 10 distinct examiners and 9 distinct art units, indicating broad distribution with some repeated assignment.
CARDOSO, JUSTIN ALEXANDER is the busiest examiner, with 2 pending matters. The docket calls for both matter-specific examiner preparation and coordination across the art-unit groupings that recur in the portfolio.
Based on the USPTO statutory response window for each pending office action. 2 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
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 (18%) |
| §101 + other | 2 (18%) |
| §103 only | 5 (45%) |
| §112 only | 1 (9%) |
| Multi-statute (no §101) | 1 (9%) |
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 |
|---|---|---|---|
| CARDOSO, JUSTIN ALEXANDER | 2 | — | — |
| AKHAVANNIK, HADI | 1 | 85.9% | +13.1% |
| DARDANO, STEFANO ANTHONY | 1 | 78.7% | +32.0% |
| OSMAN BILAL AHMED, AFAF | 1 | 16.1% | +13.9% |
| ANFINRUD, GABRIEL P | 1 | 42.0% | +25.7% |
| BOLEN, NICHOLAS D | 1 | 9.4% | +10.0% |
| BRADY III, PATRICK MICHAEL | 1 | 54.4% | +38.3% |
| REINBOLD, SCOTT A | 1 | 69.3% | +12.7% |
| BROMELL, ALEXANDRIA Y | 1 | 75.5% | +10.3% |
| FRENCH, CORRELL T | 1 | 45.3% | +33.9% |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 5 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19002868 | SYSTEMS AND METHODS FOR DETECTING RACE TRACK IMPERFECTIONS USING MACHINE LEARNING | AKHAVANNIK, HADI | — |
| 18895693 | SYSTEMS AND METHODS FOR INTEGRATING COURSES GENERATED USING MACHINE LEARNING INTO A CURRICULUM | OSMAN BILAL AHMED, AFAF | — |
| 18434201 | SYSTEM AND METHOD FOR ADJUSTING DIGITAL CONTENT BASED ON USER ENGAGEMENT ASSESSMENT | BOLEN, NICHOLAS D | — |
| 18474665 | DATA-DRIVEN METHOD FOR DISCOVERING CONSERVATION PRINCIPLES IN PHYSICAL SYSTEMS | BROMELL, ALEXANDRIA Y | — |
| 18357636 | SYSTEM AND METHOD FOR ACTIVE ASSESSMENT OF A USER PROFILE BASED ON TRAINING MATERIAL | FRENCH, CORRELL T | — |
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 |
|---|---|---|---|
| 18417553 | MODEL PREDICTIVE PATH INTEGRAL CONTROLLER GUIDED BY LARGE VISION LANGUAGE MODEL FOR INTELLIGENT AUTONOMOUS VEHICLE PATH PLANNING | BRADY III, PATRICK MICHAEL | 17d overdue |
| 18533846 | OPTIMAL SLIP ANGLE STEERING CONTROL FOR VEHICLES | REINBOLD, SCOTT A | 7d |
| 19002868 | SYSTEMS AND METHODS FOR DETECTING RACE TRACK IMPERFECTIONS USING MACHINE LEARNING | AKHAVANNIK, HADI | — |
| 18946021 | SYSTEMS AND METHODS FOR TRAINING NEURAL NETWORKS TO IDENTIFY AND GEOLOCATE RACERS ON A RACE COURSE | DARDANO, STEFANO ANTHONY | — |
| 18895693 | SYSTEMS AND METHODS FOR INTEGRATING COURSES GENERATED USING MACHINE LEARNING INTO A CURRICULUM | OSMAN BILAL AHMED, AFAF | — |
| 18784071 | LOCAL PLANNING FOR AUTONOMOUS VEHICLES USING MULTIPLE CAMERAS | ANFINRUD, GABRIEL P | — |
| 18434201 | SYSTEM AND METHOD FOR ADJUSTING DIGITAL CONTENT BASED ON USER ENGAGEMENT ASSESSMENT | BOLEN, NICHOLAS D | — |
| 18474665 | DATA-DRIVEN METHOD FOR DISCOVERING CONSERVATION PRINCIPLES IN PHYSICAL SYSTEMS | BROMELL, ALEXANDRIA Y | — |
| Art Unit | Apps |
|---|---|
| 2143 | 2 |
| 2676 | 1 |
| 2663 | 1 |
| 3622 | 1 |
| 3662 | 1 |
| 3624 | 1 |
| 3665 | 1 |
| 3747 | 1 |
| 2156 | 1 |
| 3715 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19002868 | SYSTEMS AND METHODS FOR DETECTING RACE TRACK IMPERFECTIONS USING MACHINE LEARNING | AKHAVANNIK, HADI | 2676 | §103§112 | Non-Final OA | — | Pending | Dec 27, 2024 |
| 18946021 | SYSTEMS AND METHODS FOR TRAINING NEURAL NETWORKS TO IDENTIFY AND GEOLOCATE RACERS ON A RACE COURSE | DARDANO, STEFANO ANTHONY | 2663 | §103 | Non-Final OA | — | Pending | Nov 13, 2024 |
| 18895693 | SYSTEMS AND METHODS FOR INTEGRATING COURSES GENERATED USING MACHINE LEARNING INTO A CURRICULUM | OSMAN BILAL AHMED, AFAF | 3622 | §101 | Non-Final OA | — | Pending | Sep 25, 2024 |
| 18784071 | LOCAL PLANNING FOR AUTONOMOUS VEHICLES USING MULTIPLE CAMERAS | ANFINRUD, GABRIEL P | 3662 | §103 | Non-Final OA | — | Pending | Jul 25, 2024 |
| 18434201 | SYSTEM AND METHOD FOR ADJUSTING DIGITAL CONTENT BASED ON USER ENGAGEMENT ASSESSMENT | BOLEN, NICHOLAS D | 3624 | §101§103 | Non-Final OA | — | Pending | Feb 06, 2024 |
| 18417553 | MODEL PREDICTIVE PATH INTEGRAL CONTROLLER GUIDED BY LARGE VISION LANGUAGE MODEL FOR INTELLIGENT AUTONOMOUS VEHICLE PATH PLANNING | BRADY III, PATRICK MICHAEL | 3665 | §103 | Non-Final OA | 17d overdue | Pending | Jan 19, 2024 |
| 18533846 | OPTIMAL SLIP ANGLE STEERING CONTROL FOR VEHICLES | REINBOLD, SCOTT A | 3747 | §112 | Final Rejection | 7d | Pending | Dec 08, 2023 |
| 18474665 | DATA-DRIVEN METHOD FOR DISCOVERING CONSERVATION PRINCIPLES IN PHYSICAL SYSTEMS | BROMELL, ALEXANDRIA Y | 2156 | §101 | Final Rejection | — | Pending | Sep 26, 2023 |
| 18357636 | SYSTEM AND METHOD FOR ACTIVE ASSESSMENT OF A USER PROFILE BASED ON TRAINING MATERIAL | FRENCH, CORRELL T | 3715 | §101§103§112 | Non-Final OA | — | Pending | Jul 24, 2023 |
| 18322309 | SYSTEMS AND METHODS FOR AUTOMATICALLY IDENTIFYING OUTLIERS IN A MACHINE LEARNING TRAINING DATASET | CARDOSO, JUSTIN ALEXANDER | 2143 | §103 | Final Rejection | — | Pending | May 23, 2023 |
| 18322316 | SYSTEM AND METHODS FOR AUTOMATICALLY AUGMENTING MACHINE LEARNING TRAINING DATASET BY USING DEEP GENERATIVE MODELS | CARDOSO, JUSTIN ALEXANDER | 2143 | §103 | Final Rejection | — | Pending | May 23, 2023 |
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Start Free TrialConstructor Education and Research Genossenschaft has 11 pending office actions as of October 2026, spread across 10 art units and 10 examiners.
Justin Alexander Cardoso has the most, with 2 of Constructor Education and Research Genossenschaft's pending office actions.
Mostly Transportation, E-Commerce & Mechanical Systems (USPTO Tech Center 3600), based on where its pending office actions are examined.
