Prosecution Insights
Prosecution Insights
22 pending office actions • 9 art units • 17 examiners • 0 of 22 (0%) have an AI response strategy ready • 28 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 8 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. 8 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 | 6 (27%) |
| §101 + other | 6 (27%) |
| §103 only | 3 (14%) |
| §102 only | 1 (5%) |
| §112 only | 1 (5%) |
| Double-patenting only | 2 (9%) |
| Multi-statute (no §101) | 3 (14%) |
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 |
|---|---|---|---|
| CHNG, JOY POH AI | 3 | 60.7% | +18.7% |
| JALALZADEH ABYANE, SHILA | 3 | 50.4% | +49.2% |
| WELCH, WILLOW GRACE | 2 | 50.0% | +52.1% |
| PAN, YUHUI R | 1 | 83.4% | +21.9% |
| SIDDIQUEE, TAMEEM | 1 | 61.8% | +38.1% |
| ELSHAER, ALAAELDIN M | 1 | 35.6% | +31.4% |
| EVANS, ASHLEY ELIZABETH | 1 | 14.5% | +35.9% |
| SZUMNY, JONATHON A | 1 | 56.8% | +58.1% |
| LE, LINH GIANG | 1 | 66.0% | -4.9% |
| CORTES, HOWARD | 1 | 78.3% | +14.3% |
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 |
|---|---|---|---|
| 19437917 | SYSTEMS AND METHODS FOR OPTIMIZING TREATMENT PLANS TO SUPPORT USER PROGRESSION DURING REHABILITATION FOR THE PURPOSE OF ASSISTING IN DETERMINING AI-DRIVEN INTERVENTIONS BY USING MACHINE LEARNING TO GENERATE AT LEAST ONE DATA SIGNATURE ASSOCIATED WITH A LIFE-THREATENING EVENT | PAN, YUHUI R | — |
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 |
|---|---|---|---|
| 18635563 | Method and System For Using Artificial Intelligence To Adjust Pedal Resistance | COLEMAN, CHARLES P. | 14d |
| 18478672 | SMART TREADMILL FOR PERFORMING CARDIOVASCULAR REHABILITATION | JALALZADEH ABYANE, SHILA | 19d |
| 19363378 | SYSTEMS AND METHODS FOR OPTIMIZING TREATMENT PLANS TO SUPPORT USER PROGRESSION DURING REHABILITATION FOR THE PURPOSE OF ASSISTING IN DETERMINING AI-DRIVEN INTERVENTIONS BY USING MACHINE LEARNING TO GENERATE AT LEAST ONE DATA SIGNATURE ASSOCIATED WITH A TREATMENT GAP | WELCH, WILLOW GRACE | 27d |
| 17823374 | SYSTEM AND METHOD FOR USING AN ARTIFICIAL INTELLIGENCE ENGINE TO OPTIMIZE PATIENT COMPLIANCE | PATEL, SHERYL GOPAL | 40d |
| 19363480 | Systems and Methods for Optimizing Treatment Plans to Support User Progression During Rehabilitation for the Purpose of Assisting in Determining AL-Driven Interventions by Using Machine Learning to Generate at Least One Data Signature Associated with a Regression of aa User's Medical Condition | WELCH, WILLOW GRACE | 43d |
| 19075071 | METHOD AND SYSTEM FOR USING ARTIFICIAL INTELLIGENCE TO ASSIGN PATIENTS TO COHORTS AND DYNAMICALLY CONTROLLING A TREATMENT APPARATUS BASED ON THE ASSIGNMENT DURING AN ADAPTIVE TELEMEDICAL SESSION | SZUMNY, JONATHON A | 76d |
| 19285592 | SYSTEMS AND METHODS FOR USING SMART EXERCISE DEVICES TO PERFORM CARDIOVASCULAR REHABILITATION | ELSHAER, ALAAELDIN M | — |
| 19255548 | Systems and Methods for Using Artificial Intelligence to Implement a Cardio Protocol via a Relay-Based System | EVANS, ASHLEY ELIZABETH | — |
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 |
|---|---|---|---|
| 19049791 | SYSTEM AND METHOD FOR USING AI, MACHINE LEARNING AND TELEMEDICINE FOR LONG-TERM CARE VIA AN ELECTROMECHANICAL MACHINE | CHNG, JOY POH AI | 22d overdue |
| 18478672 | SMART TREADMILL FOR PERFORMING CARDIOVASCULAR REHABILITATION | JALALZADEH ABYANE, SHILA | 19d |
| 19363378 | SYSTEMS AND METHODS FOR OPTIMIZING TREATMENT PLANS TO SUPPORT USER PROGRESSION DURING REHABILITATION FOR THE PURPOSE OF ASSISTING IN DETERMINING AI-DRIVEN INTERVENTIONS BY USING MACHINE LEARNING TO GENERATE AT LEAST ONE DATA SIGNATURE ASSOCIATED WITH A TREATMENT GAP | WELCH, WILLOW GRACE | 27d |
| 19363480 | Systems and Methods for Optimizing Treatment Plans to Support User Progression During Rehabilitation for the Purpose of Assisting in Determining AL-Driven Interventions by Using Machine Learning to Generate at Least One Data Signature Associated with a Regression of aa User's Medical Condition | WELCH, WILLOW GRACE | 43d |
| 19369555 | SYSTEMS AND METHODS FOR ANALYZING OBJECTIVE INFORMATION PERTAINING TO THE PERFORMANCE OF A PATIENT PERFORMING A TREATMENT PLAN AND FOR MODIFYING THE TREATMENT PLAN USING AI/ML | SIDDIQUEE, TAMEEM | 54d |
| 19075071 | METHOD AND SYSTEM FOR USING ARTIFICIAL INTELLIGENCE TO ASSIGN PATIENTS TO COHORTS AND DYNAMICALLY CONTROLLING A TREATMENT APPARATUS BASED ON THE ASSIGNMENT DURING AN ADAPTIVE TELEMEDICAL SESSION | SZUMNY, JONATHON A | 76d |
| 19437917 | SYSTEMS AND METHODS FOR OPTIMIZING TREATMENT PLANS TO SUPPORT USER PROGRESSION DURING REHABILITATION FOR THE PURPOSE OF ASSISTING IN DETERMINING AI-DRIVEN INTERVENTIONS BY USING MACHINE LEARNING TO GENERATE AT LEAST ONE DATA SIGNATURE ASSOCIATED WITH A LIFE-THREATENING EVENT | PAN, YUHUI R | — |
| 19285592 | SYSTEMS AND METHODS FOR USING SMART EXERCISE DEVICES TO PERFORM CARDIOVASCULAR REHABILITATION | ELSHAER, ALAAELDIN M | — |
| Art Unit | Apps |
|---|---|
| 3792 | 4 |
| 3686 | 4 |
| 3784 | 3 |
| 3683 | 2 |
| 2116 | 1 |
| 3687 | 1 |
| 3685 | 1 |
| 3681 | 1 |
| 2118 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19437917 | SYSTEMS AND METHODS FOR OPTIMIZING TREATMENT PLANS TO SUPPORT USER PROGRESSION DURING REHABILITATION FOR THE PURPOSE OF ASSISTING IN DETERMINING AI-DRIVEN INTERVENTIONS BY USING MACHINE LEARNING TO GENERATE AT LEAST ONE DATA SIGNATURE ASSOCIATED WITH A LIFE-THREATENING EVENT | PAN, YUHUI R | 2116 | §103 | Final Rejection | — | Pending | Dec 31, 2025 |
| 19369555 | SYSTEMS AND METHODS FOR ANALYZING OBJECTIVE INFORMATION PERTAINING TO THE PERFORMANCE OF A PATIENT PERFORMING A TREATMENT PLAN AND FOR MODIFYING THE TREATMENT PLAN USING AI/ML | SIDDIQUEE, TAMEEM | 3792 | §102 | Final Rejection | 54d | Pending | Oct 27, 2025 |
| 19363480 | Systems and Methods for Optimizing Treatment Plans to Support User Progression During Rehabilitation for the Purpose of Assisting in Determining AL-Driven Interventions by Using Machine Learning to Generate at Least One Data Signature Associated with a Regression of aa User's Medical Condition | WELCH, WILLOW GRACE | 3792 | §102§103Other | Final Rejection | 43d | Pending | Oct 20, 2025 |
| 19363378 | SYSTEMS AND METHODS FOR OPTIMIZING TREATMENT PLANS TO SUPPORT USER PROGRESSION DURING REHABILITATION FOR THE PURPOSE OF ASSISTING IN DETERMINING AI-DRIVEN INTERVENTIONS BY USING MACHINE LEARNING TO GENERATE AT LEAST ONE DATA SIGNATURE ASSOCIATED WITH A TREATMENT GAP | WELCH, WILLOW GRACE | 3792 | §102§103§112 | Final Rejection | 27d | Pending | Oct 20, 2025 |
| 19285592 | SYSTEMS AND METHODS FOR USING SMART EXERCISE DEVICES TO PERFORM CARDIOVASCULAR REHABILITATION | ELSHAER, ALAAELDIN M | — | §101Other | Non-Final OA | — | Pending | Jul 30, 2025 |
| 19255548 | Systems and Methods for Using Artificial Intelligence to Implement a Cardio Protocol via a Relay-Based System | EVANS, ASHLEY ELIZABETH | 3687 | §101§103 | Non-Final OA | — | Pending | Jun 30, 2025 |
| 19075071 | METHOD AND SYSTEM FOR USING ARTIFICIAL INTELLIGENCE TO ASSIGN PATIENTS TO COHORTS AND DYNAMICALLY CONTROLLING A TREATMENT APPARATUS BASED ON THE ASSIGNMENT DURING AN ADAPTIVE TELEMEDICAL SESSION | SZUMNY, JONATHON A | 3686 | §101Other | Non-Final OA | 76d | Pending | Mar 10, 2025 |
| 19055321 | SYSTEMS AND METHODS FOR USING ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING TO PREDICT A PROBABILITY OF AN UNDESIRED MEDICAL EVENT OCCURRING DURING A TREATMENT PLAN | CHNG, JOY POH AI | 3686 | §101Other | Non-Final OA | — | Pending | Feb 17, 2025 |
| 19049791 | SYSTEM AND METHOD FOR USING AI, MACHINE LEARNING AND TELEMEDICINE FOR LONG-TERM CARE VIA AN ELECTROMECHANICAL MACHINE | CHNG, JOY POH AI | 3686 | DP | Final Rejection | 22d overdue | Pending | Feb 10, 2025 |
| 19044105 | METHOD AND SYSTEM FOR ENABLING PHYSICIAN-SMART VIRTUAL CONFERENCE ROOMS FOR USE IN A TELEHEALTH CONTEXT | LE, LINH GIANG | — | §101§103 | Non-Final OA | — | Pending | Feb 03, 2025 |
| 18893755 | METHOD AND SYSTEM FOR TREATING PATIENTS VIA TELEMEDICINE USING SENSOR DATA FROM REHABILITATION OR EXERCISE EQUIPMENT | CORTES, HOWARD | — | DP | Non-Final OA | — | Pending | Sep 23, 2024 |
| 18801235 | SYSTEM AND METHOD FOR IMPLEMENTING A CARDIAC REHABILITATION PROTOCOL BY USING ARTIFICIAL INTELLIGENCE AND STANDARDIZED MEASUREMENTS | REYES, REGINALD R | — | §101 | Non-Final OA | — | Pending | Aug 12, 2024 |
| 18655850 | SYSTEMS AND METHODS FOR REMOTELY-ENABLED IDENTIFICATION OF A USER INFECTION | WRIGHT, KRYSTEN NIKOLE | 3792 | §101§102§103 | Non-Final OA | — | Pending | May 06, 2024 |
| 18635563 | Method and System For Using Artificial Intelligence To Adjust Pedal Resistance | COLEMAN, CHARLES P. | 3683 | §101Other | Non-Final OA | 14d | Pending | Apr 15, 2024 |
| 18587471 | Systems and Methods of Using Artificial Intelligence and Machine Learning in a Telemedical Environment to Predict User Disease States | CHNG, JOY POH AI | 3686 | §101Other | Non-Final OA | — | Pending | Feb 26, 2024 |
| 18400414 | SYSTEMS AND METHODS FOR USING ELLIPTICAL MACHINE TO PERFORM CARDIOVASCULAR REHABILITATION | GILLIGAN, CHRISTOPHER L | 3683 | §103 | Non-Final OA | — | Pending | Dec 29, 2023 |
| 18478672 | SMART TREADMILL FOR PERFORMING CARDIOVASCULAR REHABILITATION | JALALZADEH ABYANE, SHILA | 3784 | §102§103§112Other | Final Rejection | 19d | Pending | Sep 29, 2023 |
| 18259708 | SYSTEM, METHOD AND APPARATUS FOR REHABILITATION AND EXERCISE | JALALZADEH ABYANE, SHILA | 3784 | §112 | Non-Final OA | — | Pending | Jun 28, 2023 |
| 17823374 | SYSTEM AND METHOD FOR USING AN ARTIFICIAL INTELLIGENCE ENGINE TO OPTIMIZE PATIENT COMPLIANCE | PATEL, SHERYL GOPAL | 3685 | §101§103 | Non-Final OA | 40d | Pending | Aug 30, 2022 |
| 17858697 | SYSTEM AND METHOD FOR USING AN AI ENGINE TO ENFORCE DOSAGE COMPLIANCE BY CONTROLLING A TREATMENT APPARATUS | EDOUARD, PATRICIA KELLY | 3681 | §101§103 | Final Rejection | — | Pending | Jul 06, 2022 |
| 17723136 | SYSTEM AND METHOD TO ENABLE REMOTE ADJUSTMENT OF A DEVICE DURING A TELEMEDICINE SESSION | BADERMAN, SCOTT T | 2118 | §103 | Non-Final OA | — | Pending | Apr 18, 2022 |
| 17021889 | REACTIVE PROTOCOLS FOR ORTHOPEDIC TREATMENT | JALALZADEH ABYANE, SHILA | 3784 | §101§112 | Final Rejection | — | Pending | Sep 15, 2020 |
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