Prosecution Insights
Prosecution Insights
7 pending office actions • 1 client • 7 examiners • 5 art units • 0 of 7 (0%) have an AI response strategy ready • 8 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 7 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. 7 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 | 1 (14%) |
| §103 only | 5 (71%) |
| §102 only | 1 (14%) |
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 |
|---|---|---|---|
| PYO, MONICA M | 1 | 83.0% | +35.3% |
| LU, KUEN S | 1 | 85.4% | +15.0% |
| LELAND III, EDWIN S | 1 | 75.0% | -0.6% |
| ZEROUAL, OMAR | 1 | 34.0% | +40.0% |
| LADONI, AHOORA | 1 | 6.7% | +11.7% |
| FRUNZI, VICTORIA E. | 1 | 24.7% | +24.4% |
| MEIS, JON CHRISTOPHER | 1 | 35.7% | +46.0% |
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 |
|---|---|---|---|
| 18770394 | METHODS AND SYSTEMS FOR UPDATING A RETRIEVAL-AUGMENTED GENERATION FRAMEWORK | PYO, MONICA M | 45d overdue |
| 18635189 | METHODS AND SYSTEMS FOR MANAGING SECONDARY DATABASE | LU, KUEN S | 24d overdue |
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 |
|---|---|---|---|
| 18516112 | METHODS AND DEVICES FOR EXPLORING AN N-DIMENSIONAL EMBEDDING SPACE USING A NAVIGATION-BASED RECOMMENDER | FRUNZI, VICTORIA E. | 35d |
| 18515913 | EMBEDDING-BASED SEARCH OF AN ITEM STORE | LADONI, AHOORA | 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 6 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18770394 | METHODS AND SYSTEMS FOR UPDATING A RETRIEVAL-AUGMENTED GENERATION FRAMEWORK | PYO, MONICA M | 45d overdue |
| 18635189 | METHODS AND SYSTEMS FOR MANAGING SECONDARY DATABASE | LU, KUEN S | 24d overdue |
| 18516112 | METHODS AND DEVICES FOR EXPLORING AN N-DIMENSIONAL EMBEDDING SPACE USING A NAVIGATION-BASED RECOMMENDER | FRUNZI, VICTORIA E. | 35d |
| 18515913 | EMBEDDING-BASED SEARCH OF AN ITEM STORE | LADONI, AHOORA | 40d |
| 18180545 | METHODS AND SYSTEMS FOR DYNAMIC GENERATION OF PERSONALIZED TEXT USING LARGE LANGUAGE MODEL | MEIS, JON CHRISTOPHER | 40d |
| 18434149 | METHODS AND SYSTEMS FOR CHECKOUT INTERFACE WITH LOW LATENCY DISPLAY OF DELIVERY DATE | ZEROUAL, OMAR | 68d |
| Client (Assignee) | Pending OAs |
|---|---|
| Shopify | 7 |
| Art Unit | Apps |
|---|---|
| 2654 | 2 |
| 3689 | 2 |
| 2161 | 1 |
| 2165 | 1 |
| 3628 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 18770394 | METHODS AND SYSTEMS FOR UPDATING A RETRIEVAL-AUGMENTED GENERATION FRAMEWORK | Shopify Inc. | PYO, MONICA M | 2161 | §103 | Non-Final OA | 45d overdue | Pending | Jul 11, 2024 |
| 18635189 | METHODS AND SYSTEMS FOR MANAGING SECONDARY DATABASE | Shopify Inc. | LU, KUEN S | 2165 | §103 | Final Rejection | 24d overdue | Pending | Apr 15, 2024 |
| 18588583 | METHODS AND SYSTEMS FOR RETRIEVAL-AUGMENTED GENERATION USING SYNTHETIC QUESTION EMBEDDINGS | Shopify Inc. | LELAND III, EDWIN S | 2654 | §103 | Final Rejection | 27d | Pending | Feb 27, 2024 |
| 18434149 | METHODS AND SYSTEMS FOR CHECKOUT INTERFACE WITH LOW LATENCY DISPLAY OF DELIVERY DATE | Shopify Inc. | ZEROUAL, OMAR | 3628 | §103 | Non-Final OA | 68d | Pending | Feb 06, 2024 |
| 18515913 | EMBEDDING-BASED SEARCH OF AN ITEM STORE | Shopify Inc. | LADONI, AHOORA | 3689 | §103 | Final Rejection | 40d | Pending | Nov 21, 2023 |
| 18516112 | METHODS AND DEVICES FOR EXPLORING AN N-DIMENSIONAL EMBEDDING SPACE USING A NAVIGATION-BASED RECOMMENDER | Shopify Inc. | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | 35d | Pending | Nov 21, 2023 |
| 18180545 | METHODS AND SYSTEMS FOR DYNAMIC GENERATION OF PERSONALIZED TEXT USING LARGE LANGUAGE MODEL | Shopify Inc. | MEIS, JON CHRISTOPHER | 2654 | §102 | Final Rejection | 40d | Pending | Mar 08, 2023 |
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