Prosecution Insights
Prosecution Insights
29 pending office actions • 11 clients • 28 examiners • 19 art units • 0 of 29 (0%) have an AI response strategy ready
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 (3%) |
| §101 + other | 6 (21%) |
| §103 only | 5 (17%) |
| §102 only | 3 (10%) |
| Multi-statute (no §101) | 14 (48%) |
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% |
| WERNER, MARSHALL L | 1 | 66.2% | +43.6% |
| MUROMOTO JR, ROBERT H | 1 | 66.6% | -10.9% |
| UBALE, GAUTAM | 1 | 54.1% | +47.5% |
| WANG, CHAO | 1 | 81.1% | +85.7% |
| GAW, MARK H | 1 | 49.8% | +59.7% |
| DANIEL, ANTARIUS S | 1 | 52.4% | +16.4% |
| KARLS, SHAY LYNN | 1 | 69.0% | +26.4% |
| LALONDE, ALEXANDRA ELIZABETH | 1 | 70.5% | +34.0% |
| DARB, HAMZA A. | 1 | 74.4% | +31.3% |
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 |
|---|---|---|---|
| 18877325 | ACCOUNT INFORMATION MANAGEMENT METHOD USING MOBILE DEVICE OF USER | WANG, CHAO | 82d |
| 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 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18373289 | ELECTRIC TOOTHBRUSH FOR PETS | GUIDOTTI, LAURA COLE | 25d overdue |
| 18271233 | METHOD FOR TRAINING ARTIFICIAL NEURAL NETWORK PROVIDING DETERMINATION RESULT OF PATHOLOGICAL SPECIMEN, AND COMPUTING SYSTEM FOR PERFORMING SAME | SHAW, PETER C | 16d overdue |
| 18224962 | DISPLAY PANEL AND DISPLAY DEVICE INCLUDING THE SAME | PUNCHBEDDELL, SEYON ALI-SIMAH | 29d |
| 19428262 | MULTI-TASKING MODEL TRAINING METHOD AND MULTI-TASKING PERFORMING METHOD USING MACHINE LEARNING MODEL TRAINED ON BASIS THEREOF | WERNER, MARSHALL L | — |
| 19277760 | AIR INJECTION KIT FOR CLOTHING | MUROMOTO JR, ROBERT H | — |
| 19171326 | METHOD AND SYSTEM FOR PRODUCT RECOMMENDATION BASED ON EXAMPLE PRODUCTS AND TEXT INPUT | UBALE, GAUTAM | — |
| 18870918 | PAYMENT GATEWAY SERVICE SYSTEM AND SERVICE METHOD LINKED TO A BILL BASED ON QUICK RESPONSE CODE | GAW, MARK H | — |
| 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 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18877325 | ACCOUNT INFORMATION MANAGEMENT METHOD USING MOBILE DEVICE OF USER | WANG, CHAO | 82d |
| 19428262 | MULTI-TASKING MODEL TRAINING METHOD AND MULTI-TASKING PERFORMING METHOD USING MACHINE LEARNING MODEL TRAINED ON BASIS THEREOF | WERNER, MARSHALL L | — |
| 19171326 | METHOD AND SYSTEM FOR PRODUCT RECOMMENDATION BASED ON EXAMPLE PRODUCTS AND TEXT INPUT | UBALE, GAUTAM | — |
| 18870918 | PAYMENT GATEWAY SERVICE SYSTEM AND SERVICE METHOD LINKED TO A BILL BASED ON QUICK RESPONSE CODE | GAW, MARK H | — |
| 18762678 | NEEDLE ASSEMBLY AND DRUG INJECTION DEVICE COMPRISING SAME | DANIEL, ANTARIUS S | — |
| 18720652 | CLEANING BRUSH FOR HULL | KARLS, SHAY LYNN | — |
| 18719845 | LIQUID MEDICINE INJECTION APPARATUS | LALONDE, ALEXANDRA ELIZABETH | — |
| 18666763 | RESERVOIR ASSEMBLY AND DRUG SOLUTION INJECTION DEVICE COMPRISING SAME | DARB, HAMZA A. | — |
| Client (Assignee) | Pending OAs |
|---|---|
| LG | 15 |
| Estorm Co., Ltd. | 3 |
| EOFLOW CO., LTD. | 2 |
| Proxihealthcare Inc. | 2 |
| Cover-Someone Corporation | 1 |
| TAS GLOBAL CO., LTD. | 1 |
| Eoflow Co., Ltd. | 1 |
| Rf Materials Co., Ltd. | 1 |
| DOT | 1 |
| GHOST PASS | 1 |
| DEEP BIO INC. | 1 |
| Art Unit | Apps |
|---|---|
| 2817 | 2 |
| 2125 | 1 |
| 3732 | 1 |
| 2439 | 1 |
| 3693 | 1 |
| 3715 | 1 |
| 3627 | 1 |
| 3723 | 1 |
| 2841 | 1 |
| 2800 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19428262 | MULTI-TASKING MODEL TRAINING METHOD AND MULTI-TASKING PERFORMING METHOD USING MACHINE LEARNING MODEL TRAINED ON BASIS THEREOF | LG Management Development Institute Co., Ltd. | WERNER, MARSHALL L | 2125 | §101§112 | Final Rejection | — | Pending | Dec 21, 2025 |
| 19277760 | AIR INJECTION KIT FOR CLOTHING | Cover-Someone Corporation | MUROMOTO JR, ROBERT H | 3732 | §102§103 | Final Rejection | — | Pending | Jul 23, 2025 |
| 19171326 | METHOD AND SYSTEM FOR PRODUCT RECOMMENDATION BASED ON EXAMPLE PRODUCTS AND TEXT INPUT | LG Management Development Institute Co., Ltd. | UBALE, GAUTAM | §101§103 | Non-Final OA | — | Pending | Apr 06, 2025 | |
| 18877325 | ACCOUNT INFORMATION MANAGEMENT METHOD USING MOBILE DEVICE OF USER | Estorm Co., Ltd. | WANG, CHAO | 2439 | §103 | Non-Final OA | 82d | Pending | Dec 20, 2024 |
| 18870918 | PAYMENT GATEWAY SERVICE SYSTEM AND SERVICE METHOD LINKED TO A BILL BASED ON QUICK RESPONSE CODE | Estorm Co., Ltd. | GAW, MARK H | 3693 | §101 | Final Rejection | — | Pending | Dec 02, 2024 |
| 18892502 | MEMORY-BASED VISION INSPECTION DEVICE FOR MAINTAINING INSPECTION PERFORMANCE, AND METHOD THEREFOR | LG Management Development Institute Co., Ltd. | 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 | LG Management Development Institute Co., Ltd. | DING, XIAOMAO | §103 | Non-Final OA | — | Pending | Sep 22, 2024 | |
| 18762678 | NEEDLE ASSEMBLY AND DRUG INJECTION DEVICE COMPRISING SAME | Eoflow Co., Ltd. | DANIEL, ANTARIUS S | §102 | Non-Final OA | — | Pending | Jul 03, 2024 | |
| 18720652 | CLEANING BRUSH FOR HULL | Tas Global Co., Ltd. | KARLS, SHAY LYNN | §102§103 | Non-Final OA | — | Pending | Jun 16, 2024 | |
| 18719845 | LIQUID MEDICINE INJECTION APPARATUS | Eoflow Co., Ltd. | LALONDE, ALEXANDRA ELIZABETH | §103§112 | Non-Final OA | — | Pending | Jun 14, 2024 | |
| 18666763 | RESERVOIR ASSEMBLY AND DRUG SOLUTION INJECTION DEVICE COMPRISING SAME | Eoflow Co., Ltd. | DARB, HAMZA A. | §102§103§112 | Non-Final OA | — | Pending | May 16, 2024 | |
| 18706744 | PACKAGE STRUCTURE HAVING AIR GAP | Rf Materials Co., Ltd. | YI, CHANGHYUN | §102§103 | Non-Final OA | — | Pending | May 02, 2024 | |
| 18599066 | INFORMATION OUTPUT APPARATUS AND METHOD | Dot Incorporation | BALAOING, ARIEL A | 3715 | §102§103 | Non-Final OA | — | Pending | Mar 07, 2024 |
| 18528679 | DEVICE FOR PREVENTING BIOFOULING OF SHIP AND MANUFACTURING METHOD THEREOF | Proxihealthcare Inc. | CRANDALL, BRADIE SHELTON | §103 | Non-Final OA | — | Pending | Dec 04, 2023 | |
| 18286770 | PAYMENT METHOD AND PAYMENT SYSTEM USING USER TERMINAL OR DEDICATED TERMINAL INSTALLED IN PRODUCT TRANSFER MEANS | Ghost Pass Inc. | SULLIVAN, JESSICA E | 3627 | §101§102§103 | Final Rejection | — | Pending | Oct 13, 2023 |
| 18373289 | ELECTRIC TOOTHBRUSH FOR PETS | Proxihealthcare Inc. | GUIDOTTI, LAURA COLE | 3723 | §102§103 | Non-Final OA | 25d overdue | Pending | Sep 27, 2023 |
| 18371171 | DISPLAY APPARATUS | LG Display Co., Ltd. | THAKER, NIDHI VIVEK | 2841 | §102 | Non-Final OA | 69d | Pending | Sep 21, 2023 |
| 18467867 | LIGHT EMITTING DIODE DISPLAY DEVICE | LG Display Co., Ltd. | WON, BUMSUK | 2800 | §103 | Final Rejection | 62d | Pending | Sep 15, 2023 |
| 18367184 | LIGHT-EMITTING DEVICE, DISPLAY APPARATUS INCLUDING THE SAME AND METHOD FOR MANUFACTURING THE SAME | LG Display Co., Ltd. | SMITH, BRADLEY | 2817 | §102§103§112Other | Final Rejection | — | Pending | Sep 12, 2023 |
| 18241283 | DISPLAY PANEL AND DISPLAY DEVICE | LG Display Co., Ltd. | LEE, ALVIN LYNGHI | 2813 | §102 | Non-Final OA | 10d overdue | Pending | Sep 01, 2023 |
| 18239300 | LIGHT EMITTING DISPLAY DEVICE | LG Display Co., Ltd. | CHEN, YU | 2896 | §102§112 | Final Rejection | — | Pending | Aug 29, 2023 |
| 18238644 | INSULATED GLASS UNIT WITH TRANSPARENT OLED PANEL AND MOBILITY SYSTEM INCLUDING THE SAME | LG Display Co., Ltd. | CUTLER, ETHAN EDWARD | 2892 | §102§103 | Non-Final OA | — | Pending | Aug 28, 2023 |
| 18236225 | DISPLAY PANEL AND DISPLAY DEVICE | LG Display Co., Ltd. | NARAGHI, ALI | 2817 | §103§112 | Final Rejection | — | Pending | Aug 21, 2023 |
| 18224962 | DISPLAY PANEL AND DISPLAY DEVICE INCLUDING THE SAME | LG Display Co., Ltd. | PUNCHBEDDELL, SEYON ALI-SIMAH | 2893 | §102§103 | Non-Final OA | 29d | Pending | Jul 21, 2023 |
| 18221563 | METHOD FOR REPAIRING AND INSPECTING DISPLAY DEVICE | LG Display Co., Ltd. | SIPLING, KENNETH MARK | 2818 | §103 | Final Rejection | — | Pending | Jul 13, 2023 |
| 17623588 | BLOCKCHAIN BASED AUTHENTICATION AND TRANSACTION SYSTEM | Estorm Co., Ltd. | ANDREI, RADU | 3697 | §101§112 | Non-Final OA | — | Pending | Jul 06, 2023 |
| 18271233 | METHOD FOR TRAINING ARTIFICIAL NEURAL NETWORK PROVIDING DETERMINATION RESULT OF PATHOLOGICAL SPECIMEN, AND COMPUTING SYSTEM FOR PERFORMING SAME | Deep Bio Inc. | SHAW, PETER C | 2493 | §101§102§103 | Non-Final OA | 16d overdue | Pending | Jul 06, 2023 |
| 18217112 | DISPLAY DEVICE WITH REPAIRABLE SUB PIXELS | LG Display Co., Ltd. | KIM, SU C | 2899 | §102§103 | Non-Final OA | — | Pending | Jun 30, 2023 |
| 18191153 | DISPLAY DEVICE | LG Display Co., Ltd. | AUTORE JR, MARIO ANDRES | 2897 | §102§103 | Final Rejection | — | Pending | Mar 28, 2023 |
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