Prosecution Insights
Prosecution Insights
54 pending office actions • 41 art units • 54 examiners • 1 of 54 (2%) have an AI response strategy ready • 80 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 17 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. 17 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 | 4 (7%) |
| §101 + other | 16 (30%) |
| §103 only | 22 (41%) |
| §102 only | 2 (4%) |
| §112 only | 3 (6%) |
| Multi-statute (no §101) | 6 (11%) |
| No statute on record | 1 (2%) |
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 |
|---|---|---|---|
| TOLENTINO, RODERICK | 1 | 77.6% | +35.2% |
| SHANMUGASUNDARAM, KANNAN | 1 | 72.3% | +36.2% |
| CAIADO, ANTONIO J | 1 | 68.7% | +50.6% |
| HU, XIAOQIN | 1 | 61.7% | +58.0% |
| THERKORN, ERICA GERALDINE | 1 | 100.0% | +0.0% |
| ANDERSON, SCOTT C | 1 | 58.5% | +31.4% |
| VO, ETHAN VIET | 1 | 74.1% | +28.9% |
| PADOT, TIMOTHY | 1 | 39.6% | +28.8% |
| DOLLY, KENDALL LYNN | 1 | 87.7% | +21.4% |
| DO, KHANG D | 1 | 80.8% | +44.9% |
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 |
|---|---|---|---|
| 18976604 | DATA TRANSMISSION METHODS AND APPARATUSES, STORAGE MEDIA, AND ELECTRONIC DEVICES | DOLLY, KENDALL LYNN | — |
| 18975603 | USER AUTHENTICATION INFORMATION-BASED REGISTRATION METHOD AND APPARATUS AND USER AUTHENTICATION INFORMATION-BASED QUERY METHOD AND APPARATUS | DO, KHANG D | — |
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 |
|---|---|---|---|
| 18861087 | METHOD AND APPARATUS FOR EVALUATING ROBUSTNESS OF SERVICE FORECASTING MODEL AND COMPUTING DEVICE | OSMAN, RAMY M | 44d overdue |
| 19069768 | MAINTENANCE METHODS AND APPARATUSES FOR DATA DICTIONARY | HU, XIAOQIN | 16d overdue |
| 19221525 | TEST CASE GENERATION METHOD AND APPARATUS, STORAGE MEDIUM, AND ELECTRONIC DEVICE | TOLENTINO, RODERICK | — |
| 19201331 | GRAPH DATA WRITE METHODS AND GRAPH DATA WRITE APPARATUSES FOR DISTRIBUTED GRAPH DATABASE | SHANMUGASUNDARAM, KANNAN | — |
| 19015180 | A SCHEDULING METHOD AND DEVICE FOR SERVICES RUNNING BASED ON GRAPHICS PROCESSORS | THERKORN, ERICA GERALDINE | — |
| 18982202 | SERVICE PROCESSING METHODS AND APPARATUSES | ANDERSON, SCOTT C | — |
| 18979356 | SERVICE EXECUTION METHODS AND APPARATUSES, STORAGE MEDIA, AND DEVICES | PADOT, TIMOTHY | — |
| 18872600 | RISK FEATURE DESCRIPTION EXTRACTION | BUI, TOAN D. | — |
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 |
|---|---|---|---|
| 18980044 | ON-DEMAND STARTING METHODS AND APPARATUSES FOR MOBILE-TERMINAL ASPECT-ORIENTED SECURITY | VO, ETHAN VIET | 45d overdue |
| 19069768 | MAINTENANCE METHODS AND APPARATUSES FOR DATA DICTIONARY | HU, XIAOQIN | 16d overdue |
| 19076391 | DATA STORAGE METHODS AND APPARATUSES FOR GRAPH DATABASE | CAIADO, ANTONIO J | 15d |
| 19221525 | TEST CASE GENERATION METHOD AND APPARATUS, STORAGE MEDIUM, AND ELECTRONIC DEVICE | TOLENTINO, RODERICK | — |
| 19201331 | GRAPH DATA WRITE METHODS AND GRAPH DATA WRITE APPARATUSES FOR DISTRIBUTED GRAPH DATABASE | SHANMUGASUNDARAM, KANNAN | — |
| 18982202 | SERVICE PROCESSING METHODS AND APPARATUSES | ANDERSON, SCOTT C | — |
| 18979356 | SERVICE EXECUTION METHODS AND APPARATUSES, STORAGE MEDIA, AND DEVICES | PADOT, TIMOTHY | — |
| 18976604 | DATA TRANSMISSION METHODS AND APPARATUSES, STORAGE MEDIA, AND ELECTRONIC DEVICES | DOLLY, KENDALL LYNN | — |
| Art Unit | Apps |
|---|---|
| 3625 | 3 |
| 2436 | 3 |
| 2168 | 2 |
| 2432 | 2 |
| 2164 | 1 |
| 2618 | 1 |
| 3694 | 1 |
| 2431 | 1 |
| 2492 | 1 |
| 2159 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19221525 | TEST CASE GENERATION METHOD AND APPARATUS, STORAGE MEDIUM, AND ELECTRONIC DEVICE | TOLENTINO, RODERICK | — | §101§102§103 | Non-Final OA | — | Pending | May 29, 2025 |
| 19201331 | GRAPH DATA WRITE METHODS AND GRAPH DATA WRITE APPARATUSES FOR DISTRIBUTED GRAPH DATABASE | SHANMUGASUNDARAM, KANNAN | 2168 | §102§103 | Non-Final OA | — | Pending | May 07, 2025 |
| 19076391 | DATA STORAGE METHODS AND APPARATUSES FOR GRAPH DATABASE | CAIADO, ANTONIO J | 2164 | §103 | Final Rejection | 15d | Pending | Mar 11, 2025 |
| 19069768 | MAINTENANCE METHODS AND APPARATUSES FOR DATA DICTIONARY | HU, XIAOQIN | 2168 | §101§103 | Final Rejection | 16d overdue | Pending | Mar 04, 2025 |
| 19015180 | A SCHEDULING METHOD AND DEVICE FOR SERVICES RUNNING BASED ON GRAPHICS PROCESSORS | THERKORN, ERICA GERALDINE | 2618 | §103§112 | Non-Final OA | — | Pending | Jan 09, 2025 |
| 18982202 | SERVICE PROCESSING METHODS AND APPARATUSES | ANDERSON, SCOTT C | 3694 | §101§103 | Non-Final OA | — | Pending | Dec 16, 2024 |
| 18980044 | ON-DEMAND STARTING METHODS AND APPARATUSES FOR MOBILE-TERMINAL ASPECT-ORIENTED SECURITY | VO, ETHAN VIET | 2431 | §103 | Final Rejection | 45d overdue | Pending | Dec 13, 2024 |
| 18979356 | SERVICE EXECUTION METHODS AND APPARATUSES, STORAGE MEDIA, AND DEVICES | PADOT, TIMOTHY | 3625 | §101§103 | Non-Final OA | — | Pending | Dec 12, 2024 |
| 18976604 | DATA TRANSMISSION METHODS AND APPARATUSES, STORAGE MEDIA, AND ELECTRONIC DEVICES | DOLLY, KENDALL LYNN | 2436 | §103 | Non-Final OA | — | Pending | Dec 11, 2024 |
| 18975603 | USER AUTHENTICATION INFORMATION-BASED REGISTRATION METHOD AND APPARATUS AND USER AUTHENTICATION INFORMATION-BASED QUERY METHOD AND APPARATUS | DO, KHANG D | 2492 | §112 | Non-Final OA | — | Pending | Dec 10, 2024 |
| 18873452 | DATA PROCESSING METHOD AND APPARATUS | MARI VALCARCEL, FERNANDO MARIANO | 2159 | §103 | Non-Final OA | 14d | Pending | Dec 10, 2024 |
| 18872600 | RISK FEATURE DESCRIPTION EXTRACTION | BUI, TOAN D. | 3693 | §101§103 | Non-Final OA | — | Pending | Dec 06, 2024 |
| 18971741 | DATA QUERY METHOD AND QUERY ENGINE | OBISESAN, AUGUSTINE KUNLE | 2156 | §103 | Non-Final OA | 62d | AI Ready | Dec 06, 2024 |
| 18869718 | DATA PROCESSING METHOD, APPARATUS AND DEVICE | IQBAL, MUSTAFA | 3625 | §101§102§103§112 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18869758 | IDENTITY VERIFICATION METHOD FOR HANDSHAKE PROCESS FOR TLCP PROTOCOL | LEE, MICHAEL M | 2436 | §103 | Final Rejection | 26d | Pending | Nov 26, 2024 |
| 18869032 | SERVICE PROCESSING METHOD, APPARATUS, AND DEVICE | AHMED, MAHABUB S | 2434 | §103§112 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18947659 | DATA PROCESSING METHODS AND SYSTEMS FOR ENCRYPTED DATABASE | AMBAYE, SAMUEL | 2433 | §103 | Non-Final OA | — | Pending | Nov 14, 2024 |
| 18946421 | GRAPH DATA PARTITIONING METHODS AND APPARATUSES | AGHARAHIMI, FARHAD | 2161 | §103 | Non-Final OA | 41d | Pending | Nov 13, 2024 |
| 18940207 | METHODS AND APPARATUSES FOR TRAINING CONTENT UNDERSTANDING MODEL AND CONTENT GENERATION MODEL | TRAN, PHUOC | — | §103 | Non-Final OA | — | Pending | Nov 07, 2024 |
| 18935220 | METHOD FOR MANAGING DISTRIBUTED DATABASE, DEVICE, AND STORAGE MEDIUM | MENDEL, JULIAN SCOTT | 2133 | §103 | Final Rejection | — | Pending | Nov 01, 2024 |
| 18861087 | METHOD AND APPARATUS FOR EVALUATING ROBUSTNESS OF SERVICE FORECASTING MODEL AND COMPUTING DEVICE | OSMAN, RAMY M | 2457 | §101§103 | Non-Final OA | 44d overdue | Pending | Oct 28, 2024 |
| 18856272 | ACCESS CONTROL METHOD AND APPARATUS FOR LINUX FILE SYSTEM | LWIN, MAUNG T | 2495 | §112 | Final Rejection | 50d overdue | Pending | Oct 11, 2024 |
| 18891524 | DATA PROCESSING METHODS AND APPARATUSES | SHOLEMAN, ABU S | 2496 | §103 | Final Rejection | 32d overdue | Pending | Sep 20, 2024 |
| 18826983 | DATA PROCESSING | HO, DAO Q | 2432 | §112 | Final Rejection | — | Pending | Sep 06, 2024 |
| 18797384 | DATA INTERACTION PROCESSING | SRIRAM, ADITYA | 2491 | §101§102§103 | Non-Final OA | — | Pending | Aug 07, 2024 |
| 18770055 | IDENTITY AUTHENTICATION BASED ON TIME-BASED ONE-TIME PASSWORD ALGORITHM | OKEKE, IZUNNA | 2497 | §102 | Non-Final OA | 14d | Pending | Jul 11, 2024 |
| 18427244 | CLOUD RENDERING METHOD AND DEVICE | PARRA, OMAR S | 2421 | §102§103 | Final Rejection | — | Pending | Jan 30, 2024 |
| 18399234 | METHODS AND APPARATUSES FOR PERFORMING MODEL OWNERSHIP VERIFICATION BASED ON EXOGENOUS FEATURE | DHILLON, PUNEET S | — | §103§112 | Non-Final OA | — | Pending | Dec 28, 2023 |
| 18398447 | GRAPH NODE RELATIONSHIP REPRESENTATION GENERATION AND GRAPH NODE SERVICE RELATIONSHIP PREDICTION | HEFLIN, BRIAN ADAMS | 3628 | §101§103 | Non-Final OA | — | Pending | Dec 28, 2023 |
| 18397776 | METHODS AND APPARATUSES FOR OFFLINE PAYMENT AUTHORIZATION, OFFLINE PAYMENT, AND PAYMENT COLLECTION | NIGH, JAMES D | 3699 | §101 | Non-Final OA | — | Pending | Dec 27, 2023 |
| 18396237 | OFFLINE TRANSACTION PROCESSING | JUNG, HENRY H | 3695 | §103 | Final Rejection | — | Pending | Dec 26, 2023 |
| 18572718 | KNOWLEDGE GRAPH PROCESSING | ALABI, OLUWATOSIN O | — | §102§103 | Non-Final OA | — | Pending | Dec 20, 2023 |
| 18391479 | KNOWLEDGE GRAPH DATA FUSION | FIGUEROA, KEVIN W | — | §101§103 | Non-Final OA | — | Pending | Dec 20, 2023 |
| 18572325 | GRAPH DATABASE PROCESSING | HALM, KWEKU WILLIAM | 2166 | §103 | Final Rejection | — | Pending | Dec 20, 2023 |
| 18571428 | METHOD AND APPARATUS FOR DEPLOYING FEDERATED LEARNING TASK BASED ON CONTAINER | LU, KEVIN X | 2199 | §103 | Non-Final OA | — | Pending | Dec 18, 2023 |
| 18542118 | METHODS AND APPARATUSES FOR DATA PRIVACY-PRESERVING TRAINING OF SERVICE PREDICTION MODELS | ABOUD, ABDULLAH KHALED | — | §101§103 | Non-Final OA | — | Pending | Dec 15, 2023 |
| 18535061 | METHODS, APPARATUSES, AND SYSTEMS FOR MULTI-PARTY COLLABORATIVE MODEL UPDATING FOR PRIVACY PROTECTION | LEE, MICHAEL CHRISTOPHER | — | §103 | Non-Final OA | — | Pending | Dec 11, 2023 |
| 18530959 | APPLICATION MIGRATION METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUM | JAKOVAC, RYAN J | 2445 | §103 | Final Rejection | — | Pending | Dec 06, 2023 |
| 18567265 | MULTI-OBJECTIVE OPTIMIZATION BASED SERVICE POLICY GENERATION | SINGLETARY, TYRONE E | 3625 | — | Final Rejection | — | Pending | Dec 05, 2023 |
| 18565437 | METHODS AND SYSTEMS FOR PERFORMING SERVICE VERIFICATION ON A PLURALITY OF PARTIES IN FEDERATED COMPUTATION BASED ON CONTAINER CLUSTER | KHAN, MOEEN | 2436 | §103 | Final Rejection | 40d | Pending | Nov 29, 2023 |
| 18563603 | TICKET PROCESSING | LUDWIG, PETER L | 3627 | §101 | Non-Final OA | — | Pending | Nov 22, 2023 |
| 18509193 | LARGE-SCALE ALARM DEPLOYMENT METHODS, APPARATUSES, AND DEVICES | KESSLER, GREGORY AARON | 2197 | §101 | Final Rejection | — | Pending | Nov 14, 2023 |
| 18560048 | STAKE SHARING PROCESSING METHOD AND APPARATUS | REFAI, SAM M | 3621 | §101§112 | Non-Final OA | — | Pending | Nov 09, 2023 |
| 18500969 | DATA PROCESSING METHOD, APPARATUS, AND DEVICE | SIRJANI, FARIBA | 2659 | §103 | Final Rejection | 43d | Pending | Nov 02, 2023 |
| 18491515 | METHODS, SYSTEMS, AND APPARATUSES FOR TRAINING PRIVACY PROTECTION MODEL | ASEGDEW, NATNAEL AREGA | 2123 | §101§102DP | Non-Final OA | — | Pending | Oct 20, 2023 |
| 18555835 | REIMBURSEMENT CODE-BASED DATA PROCESSING METHOD AND DEVICE | PUTTAIAH, ASHA | 3691 | §101§103§112 | Non-Final OA | — | Pending | Oct 17, 2023 |
| 18485765 | METHODS AND APPARATUSES FOR JOINTLY UPDATING SERVICE MODEL | MANG, VAN C | 2125 | §101 | Non-Final OA | — | Pending | Oct 12, 2023 |
| 18552128 | DETECTION OF MALICIOUS BEHAVIOR OF APPLET | DILUZIO, NICHOLAS JOSEPH | 2498 | §103 | Non-Final OA | 46d overdue | Pending | Sep 22, 2023 |
| 18243558 | KNOWLEDGE GRAPH CONSTRUCTION METHOD AND SYSTEM | RODEN, DONALD THOMAS | 2128 | §101§103 | Non-Final OA | — | Pending | Sep 07, 2023 |
| 18270459 | FACIAL RECOGNITION PAYMENT METHODS AND APPARATUSES | NGUYEN, LIZ P | 3696 | §101§103 | Non-Final OA | — | Pending | Jun 29, 2023 |
| 18322444 | EVENT EXTRACTION METHOD AND APPARATUS, COMPUTER PROGRAM PRODUCT, STORAGE MEDIUM, AND DEVICE | ORTIZ SANCHEZ, MICHAEL | 2656 | §103 | Non-Final OA | 15d | Pending | May 23, 2023 |
| 18312510 | FEDERATED LEARNING METHOD AND APPARATUS BASED ON GRAPH NEURAL NETWORK, AND FEDERATED LEARNING SYSTEM | KIM, DAVID | 2141 | §103 | Non-Final OA | 5d overdue | Pending | May 04, 2023 |
| 18305279 | KNOWLEDGE GRAPH REASONING METHOD AND APPARATUS, MODEL TRAINING METHOD AND APPARATUS, AND COMPUTER DEVICE | LY, CHEYNE D | 2152 | §103 | Final Rejection | — | Pending | Apr 21, 2023 |
| 18298793 | BATCH ENCRYPTION METHODS, RELATED APPARATUSES, SYSTEMS, DEVICES, MEDIUMS, AND PROGRAM PRODUCTS | SHAUGHNESSY, AIDAN EDWARD | 2432 | §102 | Non-Final OA | 60d overdue | Pending | Apr 11, 2023 |
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