Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Transportation, E-Commerce & Mechanical Systems
13 pending office actions • 9 art units • 13 examiners • 0 of 13 (0%) have an AI response strategy ready • 19 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 4 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. 4 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 (8%) |
| §101 + other | 3 (23%) |
| §103 only | 4 (31%) |
| §102 only | 2 (15%) |
| Double-patenting only | 1 (8%) |
| Multi-statute (no §101) | 2 (15%) |
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 |
|---|---|---|---|
| CHOI, YUK TING | 1 | 71.5% | +36.4% |
| LEVINE, ADAM L | 1 | 35.8% | +39.5% |
| NGUYEN, TUAN HOANG | 1 | 90.5% | +4.0% |
| DUCKWORTH, BRADLEY | 1 | 72.4% | +20.1% |
| CHEN, HUO LONG | 1 | 53.7% | +30.3% |
| MARI VALCARCEL, FERNANDO MARIANO | 1 | 49.7% | +20.0% |
| SKHOUN, HICHAM | 1 | 77.1% | +5.5% |
| SMITH, BRIAN M | 1 | 52.5% | +36.9% |
| GRANO, ERNESTO ARTURIO | 1 | 61.2% | +25.3% |
| GABLER, PHILIP F | 1 | 72.9% | +23.4% |
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 |
|---|---|---|---|
| 19012537 | DETERMINING VISUALLY SIMILAR IMAGES | NGUYEN, TUAN HOANG | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 6 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18103744 | TIGHTENING ROD FOR SLING CHAIR | GABLER, PHILIP F | 69d |
| 18870012 | MODULAR AND POLYVALENT TOP PANEL FOR FURNITURE | DUCKWORTH, BRADLEY | 84d |
| 19080224 | COMPLEMENTARY ITEM RECOMMENDATIONS BASED ON MULTI-MODAL EMBEDDINGS | LEVINE, ADAM L | — |
| 18960394 | ITEM IMAGE LIBRARY MAINTENANCE BASED ON LOW-QUALITY IMAGES | CHEN, HUO LONG | — |
| 18431370 | USER SELECTION PREDICTION BASED ON GRAPH NEURAL NETWORK AND USER SELECTION SEQUENCE | SMITH, BRIAN M | — |
| 17887195 | INFORMATION-GREEDY MULTI-ARM BANDITS FOR ELECTRONIC USER INTERFACE EXPERIENCE TESTING | WEBB III, JAMES L | — |
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 |
|---|---|---|---|
| 18932484 | PRESENTATION OF RELATED AND CORRECTED QUERIES FOR A SEARCH ENGINE | MARI VALCARCEL, FERNANDO MARIANO | 22d |
| 18103744 | TIGHTENING ROD FOR SLING CHAIR | GABLER, PHILIP F | 69d |
| 18870012 | MODULAR AND POLYVALENT TOP PANEL FOR FURNITURE | DUCKWORTH, BRADLEY | 84d |
| 19197329 | USER CLICK MODELLING IN SEARCH QUERIES | CHOI, YUK TING | — |
| 19080224 | COMPLEMENTARY ITEM RECOMMENDATIONS BASED ON MULTI-MODAL EMBEDDINGS | LEVINE, ADAM L | — |
| 18960394 | ITEM IMAGE LIBRARY MAINTENANCE BASED ON LOW-QUALITY IMAGES | CHEN, HUO LONG | — |
| 18431370 | USER SELECTION PREDICTION BASED ON GRAPH NEURAL NETWORK AND USER SELECTION SEQUENCE | SMITH, BRIAN M | — |
| 18569526 | ACCESSORY ATTACHMENT ASSEMBLY FOR CONTAINER | GRANO, ERNESTO ARTURIO | — |
| Art Unit | Apps |
|---|---|
| 2164 | 2 |
| 3632 | 1 |
| 2682 | 1 |
| 2159 | 1 |
| 3735 | 1 |
| 3636 | 1 |
| 2142 | 1 |
| 2144 | 1 |
| 3624 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19197329 | USER CLICK MODELLING IN SEARCH QUERIES | CHOI, YUK TING | 2164 | §103 | Final Rejection | — | Pending | May 02, 2025 |
| 19080224 | COMPLEMENTARY ITEM RECOMMENDATIONS BASED ON MULTI-MODAL EMBEDDINGS | LEVINE, ADAM L | — | §101§103Other | Non-Final OA | — | Pending | Mar 14, 2025 |
| 19012537 | DETERMINING VISUALLY SIMILAR IMAGES | NGUYEN, TUAN HOANG | — | DP | Non-Final OA | — | Pending | Jan 07, 2025 |
| 18870012 | MODULAR AND POLYVALENT TOP PANEL FOR FURNITURE | DUCKWORTH, BRADLEY | 3632 | §102§112 | Non-Final OA | 84d | Pending | Nov 27, 2024 |
| 18960394 | ITEM IMAGE LIBRARY MAINTENANCE BASED ON LOW-QUALITY IMAGES | CHEN, HUO LONG | 2682 | §101§102§103 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18932484 | PRESENTATION OF RELATED AND CORRECTED QUERIES FOR A SEARCH ENGINE | MARI VALCARCEL, FERNANDO MARIANO | 2159 | §103 | Final Rejection | 22d | Pending | Oct 30, 2024 |
| 18901739 | GENERATION OF A SEQUENCE OF RELATED TEXT-BASED SEARCH QUERIES | SKHOUN, HICHAM | 2164 | §102 | Final Rejection | 9d | Pending | Sep 30, 2024 |
| 18431370 | USER SELECTION PREDICTION BASED ON GRAPH NEURAL NETWORK AND USER SELECTION SEQUENCE | SMITH, BRIAN M | — | §101§102§103§112 | Non-Final OA | — | Pending | Feb 02, 2024 |
| 18569526 | ACCESSORY ATTACHMENT ASSEMBLY FOR CONTAINER | GRANO, ERNESTO ARTURIO | 3735 | §102 | Non-Final OA | — | Pending | Dec 12, 2023 |
| 18103744 | TIGHTENING ROD FOR SLING CHAIR | GABLER, PHILIP F | 3636 | §102§103 | Final Rejection | 69d | Pending | Jan 31, 2023 |
| 17947117 | MACHINE LEARNING-BASED USER SELECTION PREDICTION BASED ON SEQUENCE OF PRIOR USER SELECTIONS | KOWALIK, SKIELER ALEXANDER | 2142 | §103 | Non-Final OA | — | Pending | Sep 17, 2022 |
| 17891304 | WEAKLY-SUPERVISED COMPATIBLE PRODUCTS RECOMMENDATION | MEYER, JACQUELINE CHRISTINE | 2144 | §103 | Final Rejection | — | Pending | Aug 19, 2022 |
| 17887195 | INFORMATION-GREEDY MULTI-ARM BANDITS FOR ELECTRONIC USER INTERFACE EXPERIENCE TESTING | WEBB III, JAMES L | 3624 | §101 | Non-Final OA | — | Pending | Aug 12, 2022 |
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