Prosecution Insights
Prosecution Insights
7 pending office actions • 1 client • 7 examiners • 4 art units • 0 of 7 (0%) have an AI response strategy ready
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 | 1 (14%) |
| §101 + other | 2 (29%) |
| §103 only | 2 (29%) |
| Double-patenting only | 2 (29%) |
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 |
|---|---|---|---|
| LOHARIKAR, ANAND R | 1 | 69.6% | +26.0% |
| MORRIS, JOHN J | 1 | 61.0% | +19.9% |
| BHATNAGAR, ANAND P | 1 | 91.4% | +2.3% |
| KIM, JONATHAN J | 1 | 42.9% | +66.7% |
| SHALU, ZELALEM W | 1 | 31.0% | +20.0% |
| MANG, VAN C | 1 | 75.4% | +27.5% |
| ALSHAHARI, SADIK AHMED | 1 | 38.6% | +40.6% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18988381 | WEAKLY SUPERVISED ACTION SELECTION LEARNING IN VIDEO | BHATNAGAR, ANAND P | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 3 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18425822 | SEMI-LOCAL MODEL IMPORTANCE IN FEATURE SPACE | KIM, JONATHAN J | — |
| 17969238 | DISTANCE-BASED PAIR LOSS FOR COLLABORATIVE FILTERING | SHALU, ZELALEM W | — |
| 17485837 | HORIZON-AWARE CUMULATIVE ACCESSIBILITY ESTIMATION | MANG, VAN C | — |
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 6 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19058668 | MULTI-TABLE DATA STORAGE WITH AUDITABLE DATA CHANGES | MORRIS, JOHN J | 73d overdue |
| 17405939 | TWO-HEADED ATTENTION FUSED AUTOENCODER FOR CONTEXT-AWARE RECOMMENDATION | ALSHAHARI, SADIK AHMED | 5d |
| 19191790 | RECOMMENDATION WITH NEIGHBOR-AWARE HYPERBOLIC EMBEDDING | LOHARIKAR, ANAND R | — |
| 18425822 | SEMI-LOCAL MODEL IMPORTANCE IN FEATURE SPACE | KIM, JONATHAN J | — |
| 17969238 | DISTANCE-BASED PAIR LOSS FOR COLLABORATIVE FILTERING | SHALU, ZELALEM W | — |
| 17485837 | HORIZON-AWARE CUMULATIVE ACCESSIBILITY ESTIMATION | MANG, VAN C | — |
| Client (Assignee) | Pending OAs |
|---|---|
| THE TORONTO-DOMINION BANK | 7 |
| Art Unit | Apps |
|---|---|
| 2152 | 1 |
| 2145 | 1 |
| 2126 | 1 |
| 2121 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19191790 | RECOMMENDATION WITH NEIGHBOR-AWARE HYPERBOLIC EMBEDDING | The Toronto-Dominion Bank | LOHARIKAR, ANAND R | DP | Non-Final OA | — | Pending | Apr 28, 2025 | |
| 19058668 | MULTI-TABLE DATA STORAGE WITH AUDITABLE DATA CHANGES | The Toronto-Dominion Bank | MORRIS, JOHN J | 2152 | §103 | Final Rejection | 73d overdue | Pending | Feb 20, 2025 |
| 18988381 | WEAKLY SUPERVISED ACTION SELECTION LEARNING IN VIDEO | The Toronto-Dominion Bank | BHATNAGAR, ANAND P | DP | Non-Final OA | — | Pending | Dec 19, 2024 | |
| 18425822 | SEMI-LOCAL MODEL IMPORTANCE IN FEATURE SPACE | The Toronto-Dominion Bank | KIM, JONATHAN J | §101§103§112 | Non-Final OA | — | Pending | Jan 29, 2024 | |
| 17969238 | DISTANCE-BASED PAIR LOSS FOR COLLABORATIVE FILTERING | The Toronto-Dominion Bank | SHALU, ZELALEM W | 2145 | §101§103§112 | Final Rejection | — | Pending | Oct 19, 2022 |
| 17485837 | HORIZON-AWARE CUMULATIVE ACCESSIBILITY ESTIMATION | The Toronto-Dominion Bank | MANG, VAN C | 2126 | §101 | Non-Final OA | — | Pending | Sep 27, 2021 |
| 17405939 | TWO-HEADED ATTENTION FUSED AUTOENCODER FOR CONTEXT-AWARE RECOMMENDATION | The Toronto-Dominion Bank | ALSHAHARI, SADIK AHMED | 2121 | §103 | Final Rejection | 5d | Pending | Aug 18, 2021 |
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