Prosecution Insights
Prosecution Insights
14 pending office actions • 9 art units • 14 examiners • 0 of 14 (0%) have an AI response strategy ready • 20 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 3 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. 3 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 | 3 (21%) |
| §101 + other | 1 (7%) |
| §103 only | 4 (29%) |
| §102 only | 1 (7%) |
| §112 only | 1 (7%) |
| Double-patenting only | 3 (21%) |
| Double-patenting + other | 1 (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 |
|---|---|---|---|
| REZA, MOHAMMAD W | 1 | 87.6% | +10.9% |
| THIEU, BENJAMIN M | 1 | 84.2% | +15.5% |
| TURCHEN, JAMES R | 1 | 82.3% | +33.6% |
| NGUYEN, NGA B | 1 | 53.0% | +25.4% |
| LE, KHOI V | 1 | 89.8% | +35.9% |
| STEINLE, ANDREW J | 1 | 87.5% | +19.6% |
| CHEUNG, HUBERT G | 1 | 63.2% | +48.0% |
| RINES, ROBERT D | 1 | 38.3% | +46.6% |
| HOPE, DARRIN | 1 | 60.6% | +19.0% |
| EL-HAGE HASSAN, ABDALLAH A | 1 | 41.4% | +39.3% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 4 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19233644 | REAL-TIME SERVICING OF VERIFICATION QUERIES USING HYBRID DATA SOURCES | REZA, MOHAMMAD W | — |
| 19191573 | DATA TRANSFORMATION TECHNIQUES FOR EVENT DATA IN MULTI-SYSTEM COMPUTING ENVIRONMENTS | THIEU, BENJAMIN M | — |
| 19170551 | SECURE RESOURCE MANAGEMENT TO PREVENT FRAUDULENT RESOURCE ACCESS | TURCHEN, JAMES R | — |
| 19059907 | HISTORICAL RISK ASSESSMENT FOR RISK MITIGATION IN ONLINE ACCESS CONTROL | STEINLE, ANDREW J | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 4 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18306103 | MULTI-STAGE MACHINE-LEARNING TECHNIQUES FOR RISK ASSESSMENT | MAHARAJ, DEVIKA S | 49d overdue |
| 19076454 | TECHNIQUES FOR CONTROLLING ACCESS TO COMPUTING SYSTEMS BASED ON TRUST DETERMINED FROM IDENTITY ELEMENTS | LE, KHOI V | — |
| 18593377 | SYSTEMS AND METHODS FOR CONTROLLING ACCESS TO COMPUTING SYSTEMS BASED ON DYNAMIC STATE INFORMATION | RINES, ROBERT D | — |
| 18396230 | ARTIFICIAL INTELLIGENCE MODEL FOR CONTROLLING INTERACTION DISPUTE | EL-HAGE HASSAN, ABDALLAH A | — |
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 |
|---|---|---|---|
| 19233644 | REAL-TIME SERVICING OF VERIFICATION QUERIES USING HYBRID DATA SOURCES | REZA, MOHAMMAD W | — |
| 19191573 | DATA TRANSFORMATION TECHNIQUES FOR EVENT DATA IN MULTI-SYSTEM COMPUTING ENVIRONMENTS | THIEU, BENJAMIN M | — |
| 19170551 | SECURE RESOURCE MANAGEMENT TO PREVENT FRAUDULENT RESOURCE ACCESS | TURCHEN, JAMES R | — |
| 19097358 | AUTOMATED PATH-BASED RECOMMENDATION FOR RISK MITIGATION | NGUYEN, NGA B | — |
| 19076454 | TECHNIQUES FOR CONTROLLING ACCESS TO COMPUTING SYSTEMS BASED ON TRUST DETERMINED FROM IDENTITY ELEMENTS | LE, KHOI V | — |
| 19059907 | HISTORICAL RISK ASSESSMENT FOR RISK MITIGATION IN ONLINE ACCESS CONTROL | STEINLE, ANDREW J | — |
| 18700797 | FRAGMENTED RECORD DETECTION BASED ON RECORDS MATCHING TECHNIQUES | CHEUNG, HUBERT G | — |
| 18593377 | SYSTEMS AND METHODS FOR CONTROLLING ACCESS TO COMPUTING SYSTEMS BASED ON DYNAMIC STATE INFORMATION | RINES, ROBERT D | — |
| Art Unit | Apps |
|---|---|
| 3625 | 2 |
| 2453 | 1 |
| 2152 | 1 |
| 2178 | 1 |
| 3623 | 1 |
| 2439 | 1 |
| 2123 | 1 |
| 2655 | 1 |
| 2121 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19233644 | REAL-TIME SERVICING OF VERIFICATION QUERIES USING HYBRID DATA SOURCES | REZA, MOHAMMAD W | — | §103 | Non-Final OA | — | Pending | Jun 10, 2025 |
| 19191573 | DATA TRANSFORMATION TECHNIQUES FOR EVENT DATA IN MULTI-SYSTEM COMPUTING ENVIRONMENTS | THIEU, BENJAMIN M | 2453 | DP | Non-Final OA | — | Pending | Apr 28, 2025 |
| 19170551 | SECURE RESOURCE MANAGEMENT TO PREVENT FRAUDULENT RESOURCE ACCESS | TURCHEN, JAMES R | — | §103DP | Non-Final OA | — | Pending | Apr 04, 2025 |
| 19097358 | AUTOMATED PATH-BASED RECOMMENDATION FOR RISK MITIGATION | NGUYEN, NGA B | 3625 | DP | Non-Final OA | — | Pending | Apr 01, 2025 |
| 19076454 | TECHNIQUES FOR CONTROLLING ACCESS TO COMPUTING SYSTEMS BASED ON TRUST DETERMINED FROM IDENTITY ELEMENTS | LE, KHOI V | — | §101 | Non-Final OA | — | Pending | Mar 11, 2025 |
| 19059907 | HISTORICAL RISK ASSESSMENT FOR RISK MITIGATION IN ONLINE ACCESS CONTROL | STEINLE, ANDREW J | — | DP | Non-Final OA | — | Pending | Feb 21, 2025 |
| 18700797 | FRAGMENTED RECORD DETECTION BASED ON RECORDS MATCHING TECHNIQUES | CHEUNG, HUBERT G | 2152 | §103 | Final Rejection | — | Pending | Apr 12, 2024 |
| 18593377 | SYSTEMS AND METHODS FOR CONTROLLING ACCESS TO COMPUTING SYSTEMS BASED ON DYNAMIC STATE INFORMATION | RINES, ROBERT D | 3625 | §101§103 | Final Rejection | — | Pending | Mar 01, 2024 |
| 18294330 | CONFIGURATION OF USER INTERFACE FOR RISK ASSESSMENT VISUALIZATION | HOPE, DARRIN | 2178 | §103 | Final Rejection | — | Pending | Feb 01, 2024 |
| 18396230 | ARTIFICIAL INTELLIGENCE MODEL FOR CONTROLLING INTERACTION DISPUTE | EL-HAGE HASSAN, ABDALLAH A | 3623 | §101 | Non-Final OA | — | Pending | Dec 26, 2023 |
| 18365781 | SIMILARITY HASHING FOR ACCESS CONTROL | SKWIERAWSKI, PAUL J | 2439 | §102 | Final Rejection | — | Pending | Aug 04, 2023 |
| 18306103 | MULTI-STAGE MACHINE-LEARNING TECHNIQUES FOR RISK ASSESSMENT | MAHARAJ, DEVIKA S | 2123 | §101 | Final Rejection | 49d overdue | Pending | Apr 24, 2023 |
| 18194982 | APPLYING NATURAL LANGUAGE PROCESSING (NLP) TECHNIQUES TO TIME SERIES DATA TO DERIVE ATTRIBUTES FOR USE WITH A MACHINE-LEARNING MODEL | COLUCCI, MICHAEL C | 2655 | §103 | Final Rejection | 9d overdue | Pending | Apr 03, 2023 |
| 18006384 | MACHINE-LEARNING TECHNIQUES FOR FACTOR-LEVEL MONOTONIC NEURAL NETWORKS | VASQUEZ, MARKUS A | 2121 | §112 | Final Rejection | 161d overdue | Pending | Jan 20, 2023 |
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