Prosecution Insights
Prosecution Insights
21 pending office actions • 15 art units • 19 examiners • 0 of 21 (0%) have an AI response strategy ready • 74 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 21 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. 21 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 (10%) |
| §103 only | 18 (86%) |
| §102 only | 1 (5%) |
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 |
|---|---|---|---|
| ZARRINEH, SHAHRIAR | 2 | 78.7% | +7.8% |
| ABDULLAH, SAAD AHMAD | 2 | 77.8% | +35.6% |
| FILIPCZYK, MARCIN R | 1 | 64.6% | +37.2% |
| BOURZIK, BRAHIM | 1 | 65.3% | +44.5% |
| BUI, JONATHAN A | 1 | 81.3% | +24.4% |
| ADAMS, CHARLES D | 1 | 44.5% | +44.1% |
| KIM, EUI H | 1 | 48.8% | +53.2% |
| SU, SARAH | 1 | 80.1% | +18.2% |
| LIU, ZHE | 1 | 71.6% | +57.9% |
| HOANG, PHUONG N | 1 | 69.6% | +50.8% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18759438 | PROTECTED TRAINING OF PRIVATE ADAPTER MODELS FOR A HOSTED FOUNDATION MODEL | BUI, JONATHAN A | 5d overdue |
| 18639506 | Cybersecurity Command Line Assessment | SU, SARAH | 26d |
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 |
|---|---|---|---|
| 18446314 | PREVENTION OF PROMPT INJECTION ATTACKS ON LARGE LANGUAGE MODELS BY TOKENIZATION OF STRUCTURED DATA ELEMENTS | KIM, ETHAN DANIEL | 4d overdue |
| 17943061 | Source Code Programming Language Prediction for a Text File | JEON, JAE UK | 40d |
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 |
|---|---|---|---|
| 18760946 | TECHNIQUES FOR PERFORMING STATIC ANALYSIS ON DEPLOYED APPLICATION CODE | BOURZIK, BRAHIM | 16d overdue |
| 18759438 | PROTECTED TRAINING OF PRIVATE ADAPTER MODELS FOR A HOSTED FOUNDATION MODEL | BUI, JONATHAN A | 5d overdue |
| 18630106 | Machine-Learned Suspicious Query Detection | ABDULLAH, SAAD AHMAD | 8d |
| 18756540 | TECHNIQUES FOR DETECTING FILE SIMILARITY | ADAMS, CHARLES D | 14d |
| 18932444 | ENRICHING AN EVENT STREAM WITH ENTITY STATE INFORMATION | FILIPCZYK, MARCIN R | 20d |
| 18639506 | Cybersecurity Command Line Assessment | SU, SARAH | 26d |
| 18593741 | Double Subscription Service & Reactive Event Notification Loop | LIU, ZHE | 26d |
| 18383791 | Method and Apparatus for Data Synchronization and Persistence Between Computing Devices | HOANG, PHUONG N | 30d |
| Art Unit | Apps |
|---|---|
| 2431 | 3 |
| 2496 | 2 |
| 2443 | 2 |
| 2152 | 2 |
| 2658 | 2 |
| 2153 | 1 |
| 2191 | 1 |
| 2453 | 1 |
| 2493 | 1 |
| 2194 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 18932444 | ENRICHING AN EVENT STREAM WITH ENTITY STATE INFORMATION | FILIPCZYK, MARCIN R | 2153 | §103 | Final Rejection | 20d | Pending | Oct 30, 2024 |
| 18928994 | EVENT DETECTION MODEL | ZARRINEH, SHAHRIAR | 2496 | §102 | Non-Final OA | 2d overdue | Pending | Oct 28, 2024 |
| 18760946 | TECHNIQUES FOR PERFORMING STATIC ANALYSIS ON DEPLOYED APPLICATION CODE | BOURZIK, BRAHIM | 2191 | §103 | Non-Final OA | 16d overdue | Pending | Jul 01, 2024 |
| 18759438 | PROTECTED TRAINING OF PRIVATE ADAPTER MODELS FOR A HOSTED FOUNDATION MODEL | BUI, JONATHAN A | 2443 | §103 | Non-Final OA | 5d overdue | Pending | Jun 28, 2024 |
| 18756540 | TECHNIQUES FOR DETECTING FILE SIMILARITY | ADAMS, CHARLES D | 2152 | §103 | Non-Final OA | 14d | Pending | Jun 27, 2024 |
| 18673086 | CREATING COMPLEX HONEYNET ENVIRONMENTS WITH GENERATIVE ARTIFICIAL INTELLIGENCE | ABDULLAH, SAAD AHMAD | 2431 | §103 | Final Rejection | 36d | Pending | May 23, 2024 |
| 18650238 | Internet-Exposed Device Discovery | KIM, EUI H | 2453 | §103 | Non-Final OA | 41d | Pending | Apr 30, 2024 |
| 18639506 | Cybersecurity Command Line Assessment | SU, SARAH | 2431 | §103 | Non-Final OA | 26d | Pending | Apr 18, 2024 |
| 18630106 | Machine-Learned Suspicious Query Detection | ABDULLAH, SAAD AHMAD | 2431 | §103 | Non-Final OA | 8d | Pending | Apr 09, 2024 |
| 18593741 | Double Subscription Service & Reactive Event Notification Loop | LIU, ZHE | 2493 | §103 | Final Rejection | 26d | Pending | Mar 01, 2024 |
| 18383791 | Method and Apparatus for Data Synchronization and Persistence Between Computing Devices | HOANG, PHUONG N | 2194 | §103 | Non-Final OA | 30d | Pending | Oct 25, 2023 |
| 18477241 | LARGE LANGUAGE MODELS FOR ACTOR ATTRIBUTIONS | GREENE, JOSEPH L | 2443 | §103 | Final Rejection | 33d | Pending | Sep 28, 2023 |
| 18475058 | INCREMENTAL SOLVES USING LLMS FOR API CALLS | DASCOMB, JACOB D | 2198 | §103 | Non-Final OA | 1d overdue | Pending | Sep 26, 2023 |
| 18464095 | Source Code Similarity | NGUYEN, DUY KHUONG THANH | 2199 | §103 | Non-Final OA | 46d overdue | Pending | Sep 08, 2023 |
| 18461305 | FUNNEL TECHNIQUES FOR NATURAL LANGUAGE TO API CALLS | ADESANYA, OLUJIMI A | 2658 | §103 | Final Rejection | 34d | Pending | Sep 05, 2023 |
| 18460886 | Embedding Entity Matching | MORRIS, JOHN J | 2152 | §103 | Non-Final OA | 6d | Pending | Sep 05, 2023 |
| 18446314 | PREVENTION OF PROMPT INJECTION ATTACKS ON LARGE LANGUAGE MODELS BY TOKENIZATION OF STRUCTURED DATA ELEMENTS | KIM, ETHAN DANIEL | 2658 | §101 | Non-Final OA | 4d overdue | Pending | Aug 08, 2023 |
| 18338112 | Rules-Based Malware Resolution Suggestions | REVAK, CHRISTOPHER A | 2407 | §103 | Non-Final OA | 82d | Pending | Jun 20, 2023 |
| 17943061 | Source Code Programming Language Prediction for a Text File | JEON, JAE UK | 2193 | §101 | Non-Final OA | 40d | Pending | Sep 12, 2022 |
| 17804063 | DYNAMIC APPLICATION FRAMEWORK MOCKING IN STATIC ANALYSIS | TSENG, KYLE HWA-KAI | 2189 | §103 | Non-Final OA | 31d overdue | Pending | May 25, 2022 |
| 17095884 | ZERO-TOUCH SECURITY SENSOR UPDATES | ZARRINEH, SHAHRIAR | 2496 | §103 | Final Rejection | 120d overdue | Pending | Nov 12, 2020 |
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