Prosecution Insights
Prosecution Insights
6 pending office actions • 2 art units • 5 examiners • 0 of 6 (0%) have an AI response strategy ready
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 (17%) |
| §101 + other | 4 (67%) |
| §103 only | 1 (17%) |
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 |
|---|---|---|---|
| DING, XIAOMAO | 2 | 100.0% | +0.0% |
| COLE, BRANDON S | 1 | 79.3% | +7.3% |
| SMITH, BRIAN M | 1 | 52.1% | +37.5% |
| UBALE, GAUTAM | 1 | 54.1% | +47.5% |
| ALBERTALLI, BRIAN LOUIS | 1 | 81.9% | +16.6% |
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 |
|---|---|---|---|
| 18892472 | ARTIFICIAL INTELLIGENCE DEVICE FOR SENSING DEFECTIVE PRODUCTS ON BASIS OF PRODUCT IMAGES AND METHOD THEREFOR | DING, XIAOMAO | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 5 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19422354 | METHOD AND SYSTEM FOR PROVIDING AI AGENT BASED ON LLM APPLYING ARTIFICIAL INTELLIGENCE MODEL INCLUDING PLURALITY OF MODELS | COLE, BRANDON S | — |
| 19365109 | SYSTEM, METHOD, AND PROGRAM FOR CONSTRUCTING DATA SET FOR TRAINING AI MODEL THROUGH INSTRUCTION TUNING | SMITH, BRIAN M | — |
| 19171326 | METHOD AND SYSTEM FOR PRODUCT RECOMMENDATION BASED ON EXAMPLE PRODUCTS AND TEXT INPUT | UBALE, GAUTAM | — |
| 18970787 | TASK-ORIENTED DIALOGUE METHOD AND SYSTEM | ALBERTALLI, BRIAN LOUIS | — |
| 18892502 | MEMORY-BASED VISION INSPECTION DEVICE FOR MAINTAINING INSPECTION PERFORMANCE, AND METHOD THEREFOR | DING, XIAOMAO | — |
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 3 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19365109 | SYSTEM, METHOD, AND PROGRAM FOR CONSTRUCTING DATA SET FOR TRAINING AI MODEL THROUGH INSTRUCTION TUNING | SMITH, BRIAN M | — |
| 19171326 | METHOD AND SYSTEM FOR PRODUCT RECOMMENDATION BASED ON EXAMPLE PRODUCTS AND TEXT INPUT | UBALE, GAUTAM | — |
| 18970787 | TASK-ORIENTED DIALOGUE METHOD AND SYSTEM | ALBERTALLI, BRIAN LOUIS | — |
| Art Unit | Apps |
|---|---|
| 2128 | 1 |
| 2122 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19422354 | METHOD AND SYSTEM FOR PROVIDING AI AGENT BASED ON LLM APPLYING ARTIFICIAL INTELLIGENCE MODEL INCLUDING PLURALITY OF MODELS | COLE, BRANDON S | 2128 | §101 | Final Rejection | — | Pending | Dec 16, 2025 |
| 19365109 | SYSTEM, METHOD, AND PROGRAM FOR CONSTRUCTING DATA SET FOR TRAINING AI MODEL THROUGH INSTRUCTION TUNING | SMITH, BRIAN M | 2122 | §101§103§112Other | Final Rejection | — | Pending | Oct 21, 2025 |
| 19171326 | METHOD AND SYSTEM FOR PRODUCT RECOMMENDATION BASED ON EXAMPLE PRODUCTS AND TEXT INPUT | UBALE, GAUTAM | — | §101§103 | Non-Final OA | — | Pending | Apr 06, 2025 |
| 18970787 | TASK-ORIENTED DIALOGUE METHOD AND SYSTEM | ALBERTALLI, BRIAN LOUIS | — | §101§102§112 | Non-Final OA | — | Pending | Dec 05, 2024 |
| 18892502 | MEMORY-BASED VISION INSPECTION DEVICE FOR MAINTAINING INSPECTION PERFORMANCE, AND METHOD THEREFOR | DING, XIAOMAO | — | §101§103§112 | Non-Final OA | — | Pending | Sep 22, 2024 |
| 18892472 | ARTIFICIAL INTELLIGENCE DEVICE FOR SENSING DEFECTIVE PRODUCTS ON BASIS OF PRODUCT IMAGES AND METHOD THEREFOR | DING, XIAOMAO | — | §103 | Non-Final OA | — | Pending | Sep 22, 2024 |
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