Technology area: Transportation, E-Commerce & Mechanical Systems
2 pending office actions • 2 art units • 2 examiners • 0 of 2 (0%) have an AI response strategy ready • 2 patents granted in the last 365 days
Playstudios US LLC has 2 pending office actions in the Transportation, E-Commerce & Mechanical Systems technology area. These actions are distributed across 2 distinct examiners and 2 distinct art units. ANNE MARIE GEORGALAS is the busiest examiner, managing 1 pending office action. The distribution across different examiners and art units suggests a diverse range of inquiries.
The presence of 2 distinct examiners for 2 pending office actions means that each case is being reviewed by a different person. Furthermore, the involvement of 2 distinct art units indicates that the technical subject matter within the Transportation, E-Commerce & Mechanical Systems area is varied enough to be assigned to different specialized groups. ANNE MARIE GEORGALAS is one of the 2 examiners, and her 1 pending office action is part of the company's current pending workload.
For a practitioner, this data shows that the company's prosecution is not centralized. Each of the 2 pending office actions requires a unique approach tailored to a specific examiner and a specific art unit. The diversity in art units suggests that the technology being patented covers different sub-sectors, requiring a broad understanding of different examination standards. The involvement of 2 distinct art units and 2 distinct examiners provides multiple points of contact within the patent office.
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 + other | 1 (50%) |
| Multi-statute (no §101) | 1 (50%) |
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 |
|---|---|---|---|
| GEORGALAS, ANNE MARIE | 1 | 43.0% | +51.4% |
| ABDULLAEV, AMANULLA | 1 | 23.1% | +33.4% |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18744464 | REINFORCEMENT LEARNING-BASED DIGITAL TWIN MODELS | GEORGALAS, ANNE MARIE | — |
| 18216576 | VALIDATE DIGITAL OWNERSHIPS IN IMMUTABLE DATABASES VIA PHYSICAL DEVICES | ABDULLAEV, AMANULLA | — |
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 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18744464 | REINFORCEMENT LEARNING-BASED DIGITAL TWIN MODELS | GEORGALAS, ANNE MARIE | — |
| 18216576 | VALIDATE DIGITAL OWNERSHIPS IN IMMUTABLE DATABASES VIA PHYSICAL DEVICES | ABDULLAEV, AMANULLA | — |
| Art Unit | Apps |
|---|---|
| 3689 | 1 |
| 3692 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 18744464 | REINFORCEMENT LEARNING-BASED DIGITAL TWIN MODELS | GEORGALAS, ANNE MARIE | 3689 | §102§103§112 | Final Rejection | — | Pending | Jun 14, 2024 |
| 18216576 | VALIDATE DIGITAL OWNERSHIPS IN IMMUTABLE DATABASES VIA PHYSICAL DEVICES | ABDULLAEV, AMANULLA | 3692 | §101§103§112 | Final Rejection | — | Pending | Jun 29, 2023 |
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Start Free TrialPlaystudios US LLC has 2 pending office actions as of October 2026, spread across 2 art units and 2 examiners.
Anne Marie Georgalas has the most, with 1 of Playstudios US LLC's pending office actions.
Mostly Transportation, E-Commerce & Mechanical Systems (USPTO Tech Center 3600), based on where its pending office actions are examined.
