Prosecution Insights
Prosecution Insights
Technology areas: Transportation, E-Commerce & Mechanical Systems • Medical Devices & Mechanical Engineering
26 pending office actions • 8 art units • 16 examiners • 0 of 26 (0%) have an AI response strategy ready • 26 patents granted in the last 365 days
Rom Technologies Inc. currently has 26 pending office actions in the Transportation, E-Commerce & Mechanical Systems technology area. These actions are concentrated within 8 distinct art units and involve 16 distinct examiners. This indicates a more focused prosecution environment compared to larger portfolios. With 26 pending office actions, the company has a manageable number of filings to track across its 16 distinct examiners.
JALALZADEH ABYANE, SHILA is the busiest examiner, handling 5 pending office actions. This represents a significant portion of the 26 pending office actions. With only 16 distinct examiners involved, the influence of individual examiners like this one is more pronounced than in more dispersed portfolios. The 8 distinct art units provide a relatively narrow organizational framework for the Transportation, E-Commerce & Mechanical Systems technology area.
Practitioners can focus on the 5 pending office actions with JALALZADEH ABYANE, SHILA to identify potential prosecution patterns. Since there are only 16 distinct examiners for 26 pending office actions, there is more opportunity for examiner overlap than in many other portfolios. The 8 distinct art units suggest that the company's technology is concentrated in a few specific areas of the Transportation, E-Commerce & Mechanical Systems technology area.
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 | 3 (12%) |
| §101 + other | 10 (38%) |
| §103 only | 4 (15%) |
| §112 only | 1 (4%) |
| Double-patenting only | 2 (8%) |
| Double-patenting + other | 2 (8%) |
| Multi-statute (no §101) | 4 (15%) |
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 |
|---|---|---|---|
| JALALZADEH ABYANE, SHILA | 5 | 50.6% | +48.9% |
| CHNG, JOY POH AI | 5 | 60.6% | +19.0% |
| WELCH, WILLOW GRACE | 2 | 55.6% | +46.6% |
| HAYNES, DAWN TRINAH | 2 | 2.5% | +0.9% |
| PAN, YUHUI R | 1 | 83.3% | +22.1% |
| SIDDIQUEE, TAMEEM | 1 | 61.9% | +37.6% |
| ELSHAER, ALAAELDIN M | 1 | 36.1% | +30.5% |
| KHAYER, SOHANA T | 1 | 81.9% | +18.7% |
| UTAMA, ROBERT J | 1 | 60.2% | +29.4% |
| CORTES, HOWARD | 1 | 78.5% | +14.4% |
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 |
|---|---|---|---|
| 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 | — |
| 19049457 | REMOTE EXAMINATION THROUGH AUGMENTED REALITY | KHAYER, SOHANA T | — |
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 |
|---|---|---|---|
| 18498620 | SYSTEM AND METHOD FOR USING ARTIFICIAL INTELLIGENCE TO DETERMINE MOTION PROFILES BASED ON IDENTIFIED CORRELATIONS BETWEEN MOTION AND USER IMPACT | JALALZADEH ABYANE, SHILA | 127d overdue |
| 17750003 | METHOD AND SYSTEM FOR ENABLING PATIENT PSEUDONYMIZATION OR ANONYMIZATION IN A TELEMEDICINE SESSION SUBJECT TO THE CONSENT OF A THIRD PARTY | HAYNES, DAWN TRINAH | 19d 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 |
| 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 |
| 19298848 | SYSTEM AND METHOD FOR USING AI/ML AND TELEMEDICINE FOR INVASIVE SURGICAL TREATMENT TO DETERMINE A CARDIAC TREATMENT PLAN THAT USES AN ELECTROMECHANICAL MACHINE | CHNG, JOY POH AI | — |
| 19285592 | SYSTEMS AND METHODS FOR USING SMART EXERCISE DEVICES TO PERFORM CARDIOVASCULAR REHABILITATION | ELSHAER, ALAAELDIN M | — |
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 |
|---|---|---|---|
| 18498620 | SYSTEM AND METHOD FOR USING ARTIFICIAL INTELLIGENCE TO DETERMINE MOTION PROFILES BASED ON IDENTIFIED CORRELATIONS BETWEEN MOTION AND USER IMPACT | JALALZADEH ABYANE, SHILA | 127d overdue |
| 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 |
| 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 | — |
| 19302576 | PERSUASIVE MOTIVATION FOR ORTHOPEDIC TREATMENT | JALALZADEH ABYANE, SHILA | — |
| Art Unit | Apps |
|---|---|
| 3686 | 5 |
| 3784 | 5 |
| 3792 | 3 |
| 3685 | 2 |
| 2116 | 1 |
| 3683 | 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 | §103 | Final Rejection | 54d | Pending | Oct 27, 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 |
| 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 |
| 19302576 | PERSUASIVE MOTIVATION FOR ORTHOPEDIC TREATMENT | JALALZADEH ABYANE, SHILA | — | §112DP | Non-Final OA | — | Pending | Aug 18, 2025 |
| 19298848 | SYSTEM AND METHOD FOR USING AI/ML AND TELEMEDICINE FOR INVASIVE SURGICAL TREATMENT TO DETERMINE A CARDIAC TREATMENT PLAN THAT USES AN ELECTROMECHANICAL MACHINE | CHNG, JOY POH AI | — | §101DP | Non-Final OA | — | Pending | Aug 13, 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 |
| 19275259 | SYSTEM AND METHOD FOR USING AI/ML TO GENERATE TREATMENT PLANS TO STIMULATE PREFERRED ANGIOGENESIS | CHNG, JOY POH AI | — | §101DP | Non-Final OA | — | Pending | Jul 21, 2025 |
| 19275187 | SYSTEM AND METHOD FOR USING AI ML AND TELEMEDICINE TO PERFORM BARIATRIC REHABILITATION VIA AN ELECTROMECHANICAL MACHINE | CHNG, JOY POH AI | — | §101DP | Non-Final OA | — | Pending | Jul 21, 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 |
| 19049457 | REMOTE EXAMINATION THROUGH AUGMENTED REALITY | KHAYER, SOHANA T | — | §103DP | Non-Final OA | — | Pending | Feb 10, 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 |
| 18902411 | Method and System for Using Artificial Intelligence to Determine a User's Progress During Interval Training | UTAMA, ROBERT J | 3784 | §103 | Final Rejection | — | Pending | Sep 30, 2024 |
| 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 |
| 18400414 | SYSTEMS AND METHODS FOR USING ELLIPTICAL MACHINE TO PERFORM CARDIOVASCULAR REHABILITATION | GILLIGAN, CHRISTOPHER L | 3683 | §103 | Non-Final OA | — | Pending | Dec 29, 2023 |
| 18498620 | SYSTEM AND METHOD FOR USING ARTIFICIAL INTELLIGENCE TO DETERMINE MOTION PROFILES BASED ON IDENTIFIED CORRELATIONS BETWEEN MOTION AND USER IMPACT | JALALZADEH ABYANE, SHILA | 3784 | §101§103§112 | Final Rejection | 127d overdue | Pending | Oct 31, 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 |
| 17827095 | MATHEMATICAL MODELING FOR PREDICTION OF OCCUPATIONAL TASK READINESS AND ENHANCEMENT OF INCENTIVES FOR REHABILITATION INTO OCCUPATIONAL TASK READINESS | HAYNES, DAWN TRINAH | 3686 | §101 | Final Rejection | — | Pending | May 27, 2022 |
| 17750003 | METHOD AND SYSTEM FOR ENABLING PATIENT PSEUDONYMIZATION OR ANONYMIZATION IN A TELEMEDICINE SESSION SUBJECT TO THE CONSENT OF A THIRD PARTY | HAYNES, DAWN TRINAH | 3686 | §101§103 | Final Rejection | 19d overdue | Pending | May 20, 2022 |
| 17723136 | SYSTEM AND METHOD TO ENABLE REMOTE ADJUSTMENT OF A DEVICE DURING A TELEMEDICINE SESSION | BADERMAN, SCOTT T | 2118 | §103§112 | Non-Final OA | — | Pending | Apr 18, 2022 |
| 17715424 | METHOD AND SYSTEM FOR TELEMEDICINE RESOURCE DEPLOYMENT TO OPTIMIZE COHORT-BASED PATIENT HEALTH OUTCOMES IN RESOURCE-CONSTRAINED ENVIRONMENTS | ILAGAN, VINCENT CAESAR | 3686 | §101§103Other | Final Rejection | — | Pending | Apr 07, 2022 |
| 17715585 | METHOD AND SYSTEM FOR MONITORING ACTUAL PATIENT TREATMENT PROGRESS USING SENSOR DATA | MPAMUGO, CHINYERE | 3685 | §101§103 | Non-Final OA | — | Pending | Apr 07, 2022 |
| 17021889 | REACTIVE PROTOCOLS FOR ORTHOPEDIC TREATMENT | JALALZADEH ABYANE, SHILA | 3784 | §101§112 | Final Rejection | — | Pending | Sep 15, 2020 |
IP Author helps IP teams respond to office actions faster with AI-generated responses, examiner analytics, and prosecution intelligence.
Start Free Trial