Prosecution Insights
Prosecution Insights
45 pending office actions • 33 art units • 45 examiners • 0 of 45 (0%) have an AI response strategy ready • 103 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 11 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. 11 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 | 2 (4%) |
| §101 + other | 7 (16%) |
| §103 only | 24 (53%) |
| §102 only | 1 (2%) |
| §112 only | 2 (4%) |
| Double-patenting only | 1 (2%) |
| Multi-statute (no §101) | 8 (18%) |
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 |
|---|---|---|---|
| LIN, HANG | 1 | 65.4% | +1.8% |
| KURIEN, CHRISTEN A | 1 | 56.7% | +27.3% |
| YOUNG, TIFFANY P | 1 | 79.4% | +23.1% |
| NGUYEN, THUY-VI THI | 1 | 51.3% | +11.8% |
| TRAN, LOC | 1 | 83.8% | +23.7% |
| BROWN, SHEREE N | 1 | 65.1% | +26.7% |
| GOCO, JOHN PATRICK | 1 | 0.0% | +0.0% |
| AVILA, STEPHEN P | 1 | 80.4% | +10.1% |
| MILLS, CHRISTINE M | 1 | 61.6% | +53.3% |
| PADOT, TIMOTHY | 1 | 39.6% | +28.8% |
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 |
|---|---|---|---|
| 19090665 | QUALITY OF SERVICE MONITORING FOR STREAMING CONTENT | TRAN, LOC | 32d overdue |
| 18955968 | HOODED HANDLE ASSEMBLY OF A WATER VESSEL OR SNOW VESSEL | AVILA, STEPHEN P | — |
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 |
|---|---|---|---|
| 18405511 | VULNERABILITY AND REMEDIATION VALIDATION AUTOMATION | MARTINEZ, TOMMY NMN | 18d overdue |
| 18348550 | SYSTEMS AND METHODS TO IMPLEMENT PHYSICAL AND/OR BEHAVIORAL ATTRIBUTES THAT DEFINE A PERSONALITY ENTITY ASSOCIATED WITH A DIGITAL ASSET VIA A PHYSICAL OBJECT | HYDER, MD SAKIB | 8d overdue |
| 18305197 | FEATURE ADDITION ANALYSIS FOR AN ITEM | JARRETT, SCOTT L | 9d |
| 18931950 | USER AUDIT ORCHESTRATION | PADOT, TIMOTHY | 76d |
| 18976025 | PARAMETRIC LANDMARK DETECTION | GOCO, JOHN PATRICK | — |
| 18954520 | PLUSH TOY WITH STRAP FOR SECURING TO ITEMS | MILLS, CHRISTINE M | — |
| 18906545 | JOINT IMAGE NORMALIZATION AND LANDMARK DETECTION | HERNANDEZ, ALEJANDRO | — |
| 18900327 | Machine Learning Model-Based Entity Tracing | ZHU, RICHARD Z | — |
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 |
|---|---|---|---|
| 19090665 | QUALITY OF SERVICE MONITORING FOR STREAMING CONTENT | TRAN, LOC | 32d overdue |
| 18931950 | USER AUDIT ORCHESTRATION | PADOT, TIMOTHY | 76d |
| 19264582 | Targeted Re-Processing of Digital Content | KURIEN, CHRISTEN A | — |
| 19229885 | SIMULATING AN OPERATION OF A CONTROL SYSTEM OF A RIDE SYSTEM BASED ON STOCHASTIC EVENTS | YOUNG, TIFFANY P | — |
| 19098609 | PROCEDURAL ANIMATION ENGINE AND EDITOR FOR SAMPLE-BASED DESIGN OF STYLIZED WALKING GAITS FOR BIPEDAL ROBOTS | NGUYEN, THUY-VI THI | — |
| 19019300 | NEURAL SHAPE DEFORMATION TRANSFER | BROWN, SHEREE N | — |
| 18955968 | HOODED HANDLE ASSEMBLY OF A WATER VESSEL OR SNOW VESSEL | AVILA, STEPHEN P | — |
| 18954520 | PLUSH TOY WITH STRAP FOR SECURING TO ITEMS | MILLS, CHRISTINE M | — |
| Art Unit | Apps |
|---|---|
| 2611 | 4 |
| 2612 | 2 |
| 3625 | 2 |
| 3698 | 2 |
| 2142 | 2 |
| 2626 | 1 |
| 2164 | 1 |
| 3615 | 1 |
| 3675 | 1 |
| 2491 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19271191 | MODULAR OMNIDIRECTIONAL ACTUATED FLOORS PROVIDING AN INTERACTIVE USER EXPERIENCE | LIN, HANG | 2626 | §103 | Final Rejection | — | Pending | Jul 16, 2025 |
| 19264582 | Targeted Re-Processing of Digital Content | KURIEN, CHRISTEN A | — | §103Other | Non-Final OA | — | Pending | Jul 09, 2025 |
| 19229885 | SIMULATING AN OPERATION OF A CONTROL SYSTEM OF A RIDE SYSTEM BASED ON STOCHASTIC EVENTS | YOUNG, TIFFANY P | — | §112Other | Non-Final OA | — | Pending | Jun 05, 2025 |
| 19098609 | PROCEDURAL ANIMATION ENGINE AND EDITOR FOR SAMPLE-BASED DESIGN OF STYLIZED WALKING GAITS FOR BIPEDAL ROBOTS | NGUYEN, THUY-VI THI | — | DP | Non-Final OA | — | Pending | Apr 02, 2025 |
| 19090665 | QUALITY OF SERVICE MONITORING FOR STREAMING CONTENT | TRAN, LOC | 2164 | §112Other | Final Rejection | 32d overdue | Pending | Mar 26, 2025 |
| 19019300 | NEURAL SHAPE DEFORMATION TRANSFER | BROWN, SHEREE N | 2612 | §103 | Non-Final OA | — | Pending | Jan 13, 2025 |
| 18976025 | PARAMETRIC LANDMARK DETECTION | GOCO, JOHN PATRICK | 2611 | §102§103 | Non-Final OA | — | Pending | Dec 10, 2024 |
| 18955968 | HOODED HANDLE ASSEMBLY OF A WATER VESSEL OR SNOW VESSEL | AVILA, STEPHEN P | 3615 | §103 | Non-Final OA | — | Pending | Nov 21, 2024 |
| 18954520 | PLUSH TOY WITH STRAP FOR SECURING TO ITEMS | MILLS, CHRISTINE M | 3675 | §102§103§112 | Non-Final OA | — | Pending | Nov 20, 2024 |
| 18931950 | USER AUDIT ORCHESTRATION | PADOT, TIMOTHY | 3625 | §101§103 | Non-Final OA | 76d | Pending | Oct 30, 2024 |
| 18911165 | ARTIFICAL INTELLIGENCE-ENABLED CYBERSECURITY THREAT ANALYSIS | CAREY, FORREST L | 2491 | §103 | Final Rejection | — | Pending | Oct 09, 2024 |
| 18906545 | JOINT IMAGE NORMALIZATION AND LANDMARK DETECTION | HERNANDEZ, ALEJANDRO | — | §102§103 | Non-Final OA | — | Pending | Oct 04, 2024 |
| 18900327 | Machine Learning Model-Based Entity Tracing | ZHU, RICHARD Z | 2654 | §102§103 | Non-Final OA | — | Pending | Sep 27, 2024 |
| 18819876 | SYSTEM AND METHOD FOR PERFORMING COLOR CORRECTION OF INDIVIDUAL DISPLAY ELEMENTS IN A VIRTUAL STUDIO | VELAZQUEZ VALENCI, AMELIA NMN | 2612 | §103 | Non-Final OA | — | Pending | Aug 29, 2024 |
| 18786337 | LOCAL IDENTITY-AWARE FACIAL RIG GENERATION | LIU, ZHENGXI | 2611 | §103 | Final Rejection | — | Pending | Jul 26, 2024 |
| 18780264 | SHAPE RECONSTRUCTION AND EDITING USING ANATOMICALLY CONSTRAINED IMPLICIT SHAPE MODELS | CRADDOCK, ROBERT J | 2615 | §103 | Final Rejection | 2d overdue | Pending | Jul 22, 2024 |
| 18766772 | MOTION CONTROLLED CAMERA SYSTEM | CHEN, CHIA WEI A | 2637 | §103 | Final Rejection | 16d overdue | Pending | Jul 09, 2024 |
| 18764631 | INTERACTIVE GAME DESIGN SYSTEM | NABI, REZA U | 2174 | §102 | Non-Final OA | — | Pending | Jul 05, 2024 |
| 18760140 | VEHICLE MOVEMENT MANAGEMENT | GENTILE, ALEXANDER VINCENT | 3664 | §103 | Non-Final OA | — | Pending | Jul 01, 2024 |
| 18669623 | DESIGN SYSTEM FOR ROBOTIC DEVICES | KASPER, BYRON XAVIER | 3657 | §102§103 | Non-Final OA | — | Pending | May 21, 2024 |
| 18658153 | RAPID DESIGN AND ANIMATION OF FREELY-WALKING ROBOTIC DEVICES | CAIN, AARON G | 3656 | §103 | Non-Final OA | — | Pending | May 08, 2024 |
| 18655143 | SPEED AND FLEXIBILITY IN STYLE TRANSFER | CREARY, LATRELL ANTHONY | 2613 | §103 | Non-Final OA | — | Pending | May 03, 2024 |
| 18655147 | DIFFERENTIABLE COMPOSITION OF ATTRIBUTES IN STYLE TRANSFER | CHOW, JEFFREY J | 2618 | §102§103 | Non-Final OA | — | Pending | May 03, 2024 |
| 18612435 | TELEPRESENCE SYSTEM | PANDE, ASHUTOSH | 3668 | §103 | Non-Final OA | 8d overdue | Pending | Mar 21, 2024 |
| 18607403 | SYSTEM AND METHOD FOR DETERMINING NEEDS OF GUESTS IN ADVANCE OF AN EMERGENT EVENT | LIN, JESSICA YIFANG | 2668 | §102§103 | Final Rejection | — | Pending | Mar 15, 2024 |
| 18592863 | DYNAMIC AUGMENTED PROJECTED SHOW ELEMENTS | AHMAD, NAUMAN UDDIN | 2611 | §103 | Non-Final OA | 17d overdue | Pending | Mar 01, 2024 |
| 18433163 | Multi-Sourced Machine Learning Model-Based Artificial Intelligence Character Training and Development | KEATON, SHERROD L | — | §103Other | Non-Final OA | — | Pending | Feb 05, 2024 |
| 18405511 | VULNERABILITY AND REMEDIATION VALIDATION AUTOMATION | MARTINEZ, TOMMY NMN | 2496 | §101§102§103 | Non-Final OA | 18d overdue | Pending | Jan 05, 2024 |
| 18528670 | NULL-DENSITY-BASED SAMPLING FOR VOLUMETRIC RENDERING | CHEN, BIAO | 2611 | §103 | Non-Final OA | — | Pending | Dec 04, 2023 |
| 18381687 | PHYSIOLOGICAL BIOMARKER-RELATED MULTIMODAL DATA COLLECTION | DOWNEY, JOHN R | 3792 | §101§103 | Final Rejection | — | Pending | Oct 19, 2023 |
| 18376986 | SYSTEMS AND METHODS UTILIZING MODULAR OMNIDIRECTIONAL ACTUATED FLOORS IN AN AMUSEMENT PARK RIDE | BROWNE, SCOTT A | 3666 | §103§112 | Final Rejection | — | Pending | Oct 05, 2023 |
| 18226128 | Methods and Systems for Determining Consumer Entitlements for Playback Interoperability | KIM, STEVEN S | 3698 | §101 | Final Rejection | — | Pending | Jul 25, 2023 |
| 18348550 | SYSTEMS AND METHODS TO IMPLEMENT PHYSICAL AND/OR BEHAVIORAL ATTRIBUTES THAT DEFINE A PERSONALITY ENTITY ASSOCIATED WITH A DIGITAL ASSET VIA A PHYSICAL OBJECT | HYDER, MD SAKIB | 3698 | §101§103§112 | Non-Final OA | 8d overdue | Pending | Jul 07, 2023 |
| 18347291 | SYSTEMS AND METHODS TO GENERATE A COMPOSITE REPRESENTATION OF A DIGITAL WALLET BASED ON DIGITAL ASSETS INDICATED BY THE DIGITAL WALLET | BORLINGHAUS, JASON M | 3692 | §101§103 | Final Rejection | — | Pending | Jul 05, 2023 |
| 18305197 | FEATURE ADDITION ANALYSIS FOR AN ITEM | JARRETT, SCOTT L | 3625 | §101§112 | Final Rejection | 9d | Pending | Apr 21, 2023 |
| 18172201 | VIDEO REMASTERING VIA DEEP LEARNING | SATCHER, DION JOHN | 2676 | §103 | Final Rejection | — | Pending | Feb 21, 2023 |
| 18110278 | COMPUTER-ASSISTED METHOD FOR DESIGNING ELASTOMERIC SKIN FOR ROBOTS AND ROBOTIC DEVICES | SHALABY, AHMAD HUSSAM | 4100 | §101§103§112 | Non-Final OA | — | Pending | Feb 15, 2023 |
| 18094271 | Heuristic Detection of Potential Digital Media Artifacts and Defects in Digital Media Assets | HAGHANI, SHADAN E | 2485 | §103 | Non-Final OA | — | Pending | Jan 06, 2023 |
| 18058867 | DETERMINING LOCATION OF A PASSENGER VEHICLE BASED ON A COMPUTER MODEL AND SENSOR DEVICES | JIN, SELENA MENG | 3667 | §103 | Final Rejection | — | Pending | Nov 26, 2022 |
| 17735920 | Accessibility Enhanced Content Creation | DOSHER, JULIE GRACE | 3715 | §103 | Final Rejection | 15d | Pending | May 03, 2022 |
| 17587350 | Automated Multi-Persona Response Generation | KOWALIK, SKIELER ALEXANDER | 2142 | §103 | Non-Final OA | — | Pending | Jan 28, 2022 |
| 17584226 | Automation of User-Initiated Content Modification | LIN, JASON K | 2425 | §103 | Final Rejection | 35d overdue | Pending | Jan 25, 2022 |
| 17565102 | PLACING DIGITAL OBJECTS IN AUGMENTED REALITY | CESE, KENNY A | 2663 | §103 | Final Rejection | — | Pending | Dec 29, 2021 |
| 17345429 | Situationally Aware Social Agent | HICKS, AUSTIN JAMES | 2142 | §103 | Final Rejection | — | Pending | Jun 11, 2021 |
| 16106817 | AUTOMATED ASSESSMENT OF MEDIA CONTENT DESIRABILITY | STEWART, CRYSTOL | 3624 | §101 | Final Rejection | — | Pending | Aug 21, 2018 |
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