Technology area: Transportation, E-Commerce & Mechanical Systems
58 pending office actions • 24 clients • 56 examiners • 53 art units • 0 of 58 (0%) have an AI response strategy ready
MUGHAL GAUDRY & FRANKLIN PC has 57 pending office actions in Transportation, E-Commerce & Mechanical Systems and 1455 career applications. The data shows an established prosecution practice with an active unresolved docket in this technology area.
Its resolved allowance rate is 95.01%, and the average is 2.49 office actions per allowance. The allowance result is paired with an average response path involving more than one office action, so practitioners can consider both favorable resolution results and prosecution persistence.
The profile is useful for work that requires assessment of likely outcomes alongside expected examination interaction. The pending docket provides a current workload signal, while the career application record supplies historical scale.
Based on the USPTO statutory response window for each pending office action. 9 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. 9 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 | 3 (5%) |
| §101 + other | 14 (24%) |
| §103 only | 20 (34%) |
| §102 only | 1 (2%) |
| §112 only | 3 (5%) |
| Double-patenting only | 1 (2%) |
| Multi-statute (no §101) | 16 (28%) |
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 |
|---|---|---|---|
| EVANS, ASHLEY ELIZABETH | 2 | 16.4% | +36.5% |
| KELLY, CATHERINE A | 2 | 60.4% | +27.5% |
| REDHEAD, AKWOKWO OLABISI | 1 | 41.2% | +35.5% |
| BAREFORD, KATHERINE A | 1 | 13.9% | +28.6% |
| THAI, HANH B | 1 | 87.1% | +2.5% |
| SLAUGOVSKY, RACHEL MARIE | 1 | 70.7% | +39.3% |
| ALVAREZ, RAQUEL | 1 | 49.7% | +7.4% |
| TRAN, ANHTAI V | 1 | 79.3% | +15.9% |
| BROWN, ANTHONY D | 1 | 85.5% | +15.0% |
| HUSSAIN, TAUQIR | 1 | 84.4% | +25.8% |
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 |
|---|---|---|---|
| 19219811 | REAL-TIME METADATA DRIVEN VIDEO DATA LOSS PREVENTION (vDLP) | BROWN, ANTHONY D | — |
| 19219784 | AUTHENTICATION AND IDENTIFICATION OF PHYSICAL OBJECTS USING MICROSTRUCTURAL FEATURES | HUSSAIN, TAUQIR | — |
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 |
|---|---|---|---|
| 18786328 | ARTIFICIAL-INTELLIGENCE TECHNIQUES FOR FORECASTING INTENSITY OF UNINTENDED MOTOR MOVEMENTS | NEWTON, CHAD A | 28d |
| 18764992 | SUBJECT-CENTRIC SMART HOSPITAL WITH CUSTOMIZABLE SMART SERVICES | EVANS, ASHLEY ELIZABETH | 33d |
| 18642611 | LOCATION-BASED PUSH NOTIFICATIONS FOR CONSUMABLES | KANG, TIMOTHY J | 33d |
| 18334237 | ELECTROCATALYTIC POLYMER DEVICE FOR BIOLOGICAL DETECTION | SUN, CAITLYN MINGYUN | 62d |
| 19354637 | METHOD OF FORMING A PATTERN FOR MICROELECTRONIC DEVICES | BAREFORD, KATHERINE A | — |
| 19326374 | EFFICIENTLY PROCESSING QUERY WORKLOADS WITH NATURAL LANGUAGE STATEMENTS AND NATIVE DATABASE COMMANDS | THAI, HANH B | — |
| 19291464 | IDENTIFYING RISK LEVEL FOR SEIZURE ACTIVITY BASED ON SLEEP STATES | EVANS, ASHLEY ELIZABETH | — |
| 19224150 | INDIRECT INFLUENCE BOOST TRACKING AND ATTRIBUTION ALLOCATION | ALVAREZ, RAQUEL | — |
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 |
|---|---|---|---|
| 18764992 | SUBJECT-CENTRIC SMART HOSPITAL WITH CUSTOMIZABLE SMART SERVICES | EVANS, ASHLEY ELIZABETH | 33d |
| 19455666 | ATHLETIC SHOE HAVING CUSTOMIZABLE AIR CHAMBERS | REDHEAD, AKWOKWO OLABISI | — |
| 19354637 | METHOD OF FORMING A PATTERN FOR MICROELECTRONIC DEVICES | BAREFORD, KATHERINE A | — |
| 19314055 | MASKLESS RESPIRATORY, SKIN, AND EYE PROTECTION DEVICE FOR AEROSOLS AND VAPORS INCLUDING CHEMICAL, BIOLOGICAL, RADIOLOGICAL, NUCLEAR, AND EXPLOSIVE (CBRNE) CONTAMINANTS | SLAUGOVSKY, RACHEL MARIE | — |
| 19291464 | IDENTIFYING RISK LEVEL FOR SEIZURE ACTIVITY BASED ON SLEEP STATES | EVANS, ASHLEY ELIZABETH | — |
| 19257364 | PADDLE SHAFT LOCKING MECHANISM FOR GATE TRANSMISSION PROTECTION | KELLY, CATHERINE A | — |
| 19257356 | GATE TRANSMISSION PROTECTION DEVICE | KELLY, CATHERINE A | — |
| 19219889 | AUTOMATIC FILESYSTEM CLONE GENERATION | TRAN, ANHTAI V | — |
| Art Unit | Apps |
|---|---|
| 3687 | 2 |
| 3619 | 2 |
| 2408 | 2 |
| 3791 | 2 |
| 3732 | 1 |
| 1718 | 1 |
| 2163 | 1 |
| 1776 | 1 |
| 3622 | 1 |
| 2168 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19455666 | ATHLETIC SHOE HAVING CUSTOMIZABLE AIR CHAMBERS | Botz, Ltd. | REDHEAD, AKWOKWO OLABISI | 3732 | §103 | Non-Final OA | — | Pending | Jan 21, 2026 |
| 19354637 | METHOD OF FORMING A PATTERN FOR MICROELECTRONIC DEVICES | Oregon State University | BAREFORD, KATHERINE A | 1718 | §103§112 | Non-Final OA | — | Pending | Oct 09, 2025 |
| 19326374 | EFFICIENTLY PROCESSING QUERY WORKLOADS WITH NATURAL LANGUAGE STATEMENTS AND NATIVE DATABASE COMMANDS | Oracle International Corporation | THAI, HANH B | 2163 | §101 | Non-Final OA | — | Pending | Sep 11, 2025 |
| 19314055 | MASKLESS RESPIRATORY, SKIN, AND EYE PROTECTION DEVICE FOR AEROSOLS AND VAPORS INCLUDING CHEMICAL, BIOLOGICAL, RADIOLOGICAL, NUCLEAR, AND EXPLOSIVE (CBRNE) CONTAMINANTS | Patient Knowhow, Inc. | SLAUGOVSKY, RACHEL MARIE | 1776 | §112Other | Final Rejection | — | Pending | Aug 29, 2025 |
| 19291464 | IDENTIFYING RISK LEVEL FOR SEIZURE ACTIVITY BASED ON SLEEP STATES | Neurovigil, Inc. | EVANS, ASHLEY ELIZABETH | 3687 | §103 | Non-Final OA | — | Pending | Aug 05, 2025 |
| 19257364 | PADDLE SHAFT LOCKING MECHANISM FOR GATE TRANSMISSION PROTECTION | Cubic Transportation Systems, Inc. | KELLY, CATHERINE A | 3619 | §103 | Non-Final OA | — | Pending | Jul 01, 2025 |
| 19257356 | GATE TRANSMISSION PROTECTION DEVICE | Cubic Transportation Systems, Inc. | KELLY, CATHERINE A | 3619 | §112 | Final Rejection | — | Pending | Jul 01, 2025 |
| 19224150 | INDIRECT INFLUENCE BOOST TRACKING AND ATTRIBUTION ALLOCATION | Live Nation Entertainment, Inc. | ALVAREZ, RAQUEL | 3622 | §101§102§103 | Non-Final OA | — | Pending | May 30, 2025 |
| 19219889 | AUTOMATIC FILESYSTEM CLONE GENERATION | Oracle International Corporation | TRAN, ANHTAI V | 2168 | §103 | Final Rejection | — | Pending | May 27, 2025 |
| 19219811 | REAL-TIME METADATA DRIVEN VIDEO DATA LOSS PREVENTION (vDLP) | Netskope, Inc. | BROWN, ANTHONY D | 2408 | §103 | Non-Final OA | — | Pending | May 27, 2025 |
| 19219784 | AUTHENTICATION AND IDENTIFICATION OF PHYSICAL OBJECTS USING MICROSTRUCTURAL FEATURES | Veracity Protocol Inc. | HUSSAIN, TAUQIR | 2449 | DP | Non-Final OA | — | Pending | May 27, 2025 |
| 19175257 | EXOSUIT WITH AXIAL FLUX ELECTROMAGNETIC MOTORS | Skip Innovations, Inc. | GONG, KRIS HANYU | 3700 | §103§112 | Final Rejection | — | Pending | Apr 10, 2025 |
| 19076883 | EXPRESSION-LEVEL PREDICTION FOR BIOMARKERS IN DIGITAL PATHOLOGY IMAGES | VENTANA MEDICAL SYSTEMS, INC. | NAH, JONGBONG | 2674 | §103 | Non-Final OA | — | Pending | Mar 11, 2025 |
| 19070373 | HIGH BANDWIDTH THREE-DIMENSIONAL SYSTEM-ON-CHIP | Kepler Computing Inc. | DALEY, CHRISTOPHER ANTHONY | 2184 | §102§103 | Non-Final OA | — | Pending | Mar 04, 2025 |
| 19060433 | APPARATUS FOR NANOMATERIAL GENERATION AND PRINTING | Oregon State University | ROY, DEBJANI | 1741 | §103 | Non-Final OA | — | Pending | Feb 21, 2025 |
| 19025600 | CONTEXT PRUNING FOR RETRIEVAL AUGMENTED GENERATION | Naver Corporation | AGAHI, DARIOUSH | 2656 | §101§103 | Non-Final OA | — | Pending | Jan 16, 2025 |
| 18990977 | MEDICAL VOICE COMMAND INTEGRATION | Cerner Innovation, Inc. | ABEBE, DANIEL DEMELASH | 2657 | §103 | Non-Final OA | — | Pending | Dec 20, 2024 |
| 18984820 | SYSTEM AND METHOD FOR GENERATING A BIRD-EYE VIEW MAP | Naver Corporation | TSENG, CHENG YUAN | 2615 | §103 | Final Rejection | — | Pending | Dec 17, 2024 |
| 18967129 | HYBRID TOP/SIDE DISCHARGE HEAT PUMP WITH NON-STOP HEATING UNDER FROSTING CONDITION | Midea Group Co., Ltd. | TADESSE, MARTHA | 3763 | §103 | Non-Final OA | — | Pending | Dec 03, 2024 |
| 18963093 | APPLICATION SECURITY MANAGEMENT SYSTEM INTEGRATED WITH APPLICATION STATUS AND SENSOR DATA USE PATTERNS | Oracle International Corporation | KNACKSTEDT, JACOB BENEDICT | 2408 | §103 | Non-Final OA | — | Pending | Nov 27, 2024 |
| 18947972 | Automated Alerts for Air-Purifier Maintenance Based on Airflow and Filtration Efficiency | Patient Knowhow, Inc. | LAU, HOI CHING | 2686 | §101§112 | Non-Final OA | — | Pending | Nov 14, 2024 |
| 18905107 | SENSORY ESTIMATES AND/OR PREDICTIONS OF MORPHOMETRY | Oregon State University | SUN, JIANGENG | 2671 | §102§103 | Final Rejection | — | Pending | Oct 02, 2024 |
| 18887979 | MULTI-CLASS INTERACTIVE SEGMENTATION GRAPHICAL USER INTERFACE | VENTANA MEDICAL SYSTEMS, INC. | DESIRE, GREGORY M | 2676 | §102 | Non-Final OA | — | Pending | Sep 17, 2024 |
| 18846216 | SPATIALLY TUNABLE INDUCTIVELY COUPLED PLASMA ANTENNA | Lam Research Corporation | LE, TUNG X | 2845 | §102§103 | Non-Final OA | — | Pending | Sep 11, 2024 |
| 18816130 | FIREARM SUPPRESSION USING THERMOFLUIDIC METAMATERIALS | Vixiv, Inc. | OLSON, JENNIFER MAR B | 2837 | §103§112 | Final Rejection | — | Pending | Aug 27, 2024 |
| 18815475 | INDUCTION HEATED FAN FOR DISHWASHER | Midea Group Co., Ltd. | CAMPBELL, NATASHA N. | 1714 | §103 | Final Rejection | — | Pending | Aug 26, 2024 |
| 18840339 | APPARATUS AND METHODS FOR REDUCING WAFER BACKSIDE DAMAGE | Lam Research Corporation | SREEVATSA, SREEYA | 2838 | §103§112 | Non-Final OA | — | Pending | Aug 21, 2024 |
| 18799933 | STRUCTURED DATA SHARING USING DIGITALLY ENCODED IMAGES | Cerner Innovation, Inc. | BUDISALICH, ANDREW STEVEN | 2662 | §103 | Final Rejection | — | Pending | Aug 09, 2024 |
| 18793270 | AUTHENTICATION AND IDENTIFICATION OF PHYSICAL OBJECTS USING VOTING OF LOCAL MICROSTRUCTURAL FEATURES | Veracity Protocol Inc. | SHUI, MING | 2663 | §101§102Other | Non-Final OA | — | Pending | Aug 02, 2024 |
| 18786328 | ARTIFICIAL-INTELLIGENCE TECHNIQUES FOR FORECASTING INTENSITY OF UNINTENDED MOTOR MOVEMENTS | Rune Labs, Inc. | NEWTON, CHAD A | 3681 | §101§102§103 | Non-Final OA | 28d | Pending | Jul 26, 2024 |
| 18832042 | LAYER UNIFORMITY IMPROVEMENT OF DEPOSITION-INHIBITION-DEPOSITION PROCESSES | Lam Research Corporation | BERMAN, JASON | 1794 | §103 | Non-Final OA | — | Pending | Jul 22, 2024 |
| 18772014 | FERROMAGNETIC THROUGH SILICON VIAS IN THREE-DIMENSIONAL INTEGRATED CIRCUITS | Pi Invent Inc. | TRICE III, WILLIAM CLARENCE | 2893 | §102§103 | Non-Final OA | — | Pending | Jul 12, 2024 |
| 18764992 | SUBJECT-CENTRIC SMART HOSPITAL WITH CUSTOMIZABLE SMART SERVICES | Cerner Innovation, Inc. | EVANS, ASHLEY ELIZABETH | 3687 | §101§103 | Non-Final OA | 33d | Pending | Jul 05, 2024 |
| 18718751 | WAFER TRANSFER PADDLES WITH MINIMUM CONTACT AREA STRUCTURES FOR REDUCED BACKSIDE MARKING | Lam Research Corporation | JOERGER, KAITLIN S | 3655 | §102§103 | Final Rejection | — | Pending | Jun 11, 2024 |
| 18676248 | METHOD AND SYSTEM FOR PERFORMING GENERATIVE ARTIFICIAL INTELLIGENCE AND FINE TUNING THE DATA MODEL | Oracle International Corporation | XU, ZUJIA | 2195 | §101§103 | Non-Final OA | — | Pending | May 28, 2024 |
| 18674661 | AUTOMATED PARALLELIZED PROCESSING OF DECISION-TREE GUIDELINES USING ELECTRONIC RECORD | Roche Molecular Systems, Inc. | QAYYUM, ZESHAN | 3697 | §101 | Non-Final OA | — | Pending | May 24, 2024 |
| 18642611 | LOCATION-BASED PUSH NOTIFICATIONS FOR CONSUMABLES | Midea Group Co., Ltd. | KANG, TIMOTHY J | 3689 | §101§103 | Non-Final OA | 33d | Pending | Apr 22, 2024 |
| 18636096 | TREATMENT EVALUATION AND RECOMMENDATION USING IMPLANTABLE MAGNETOELECTRIC DEVICES | Motif Neurotech, Inc. | SISON, CHRISTINE ANDREA PAN | 3796 | §103 | Final Rejection | 5d | Pending | Apr 15, 2024 |
| 18633064 | SUBSTRATE INSTANCE CERTIFICATES | Oracle International Corporation | KIM, HEE SOO | 2443 | §103 | Non-Final OA | 31d overdue | Pending | Apr 11, 2024 |
| 18614302 | PER-SAMPLE DATA DRIFT MONITORING WITH FEATURE ATTRIBUTIONS | Oracle International Corporation | BHAT, VIBHA NARAYAN | 2142 | §101§103 | Non-Final OA | — | Pending | Mar 22, 2024 |
| 18693940 | A METHOD AND APPARATUS FOR ENHANCING ION ENERGY AND REDUCING ION ENERGY SPREAD IN AN INDUCTIVELY COUPLED PLASMA | Lam Research Corporation | BENNETT, CHARLEE | 1713 | §102§103§112 | Non-Final OA | — | Pending | Mar 20, 2024 |
| 18608187 | DETECTING ANOMALIES IN LOG MESSAGES USING CODE-DERIVED MESSAGE PATTERNS TO GUIDE STRUCTURED MESSAGE CLASSIFICATION | Oracle International Corporation | MCNAMARA, SEAN KEVIN | 2113 | §101§103 | Non-Final OA | — | Pending | Mar 18, 2024 |
| 18433238 | CHIRP SIGNAL FILTERING FOR DIGITAL GATEWAY | Cubic Corporation | POPE, KHARYE | 2693 | §103 | Non-Final OA | 15d | Pending | Feb 05, 2024 |
| 18423108 | VARIABLE AIR FLOW AIR FRYER | Midea Group Co., Ltd. | JENNISON, BRIAN W | 3761 | §103§112 | Non-Final OA | — | Pending | Jan 25, 2024 |
| 18414725 | FLEXIBLE EXOSUIT FOR ASSISTIVE MOBILITY | Skip Innovations, Inc. | PATEL, AREN | 3774 | §102§103 | Non-Final OA | — | Pending | Jan 17, 2024 |
| 18404738 | WIRELESS POWER CONTROL OF RESONANT INDUCTION APPLIANCE SYSTEMS | Midea Group Co., Ltd. | SAMUELS, LAWRENCE H | §103 | Non-Final OA | — | Pending | Jan 04, 2024 | |
| 18542593 | ENCAPSULATION STRUCTURE FOR MEMORY DEVICES | Kepler Computing Inc. | HSIEH, HSIN YI | 2899 | §102§103§112 | Non-Final OA | — | Pending | Dec 16, 2023 |
| 18528497 | LOAD DISCONNECT SWITCH SYSTEM FOR A WIRELESS POWERED APPLIANCE | Midea Group Co., Ltd. | PAN, YUHUI R | 2116 | §103 | Non-Final OA | 28d | Pending | Dec 04, 2023 |
| 18511862 | OMICS-INFERRED BODY INDEX METHOD AND SYSTEM | Institute For Systems Biology | WINSTON III, EDWARD B | 3683 | §101 | Non-Final OA | — | Pending | Nov 16, 2023 |
| 18478471 | Spinal-Cord Stimulation Techniques for Predicting Current or Future Myelination and/or Objectively Characterizing Multiple Sclerosis State | Rune Labs, Inc. | MONTGOMERY, MELISSA JO | 3791 | §101§103§112 | Final Rejection | — | Pending | Sep 29, 2023 |
IP Author helps law firms respond to office actions faster with AI-generated responses, examiner analytics, and prosecution intelligence.
Start Free Trial95.0% of resolved applications prosecuted by Mughal Gaudry & Franklin Pc were allowed, across 1,455 applications in USPTO records.
2.49 office actions per allowed application on average.
58 pending office actions as of October 2026, for 24 clients, before 56 examiners in 53 art units.
