Prosecution Insights
Last updated: October 27, 2026

Medical AI Co. Ltd.

Technology areas: Transportation, E-Commerce & Mechanical Systems • Medical Devices & Mechanical Engineering

11 pending office actions • 8 art units • 10 examiners • 0 of 11 (0%) have an AI response strategy ready • 1 patents granted in the last 365 days

Analysis

Medical AI Co. Ltd. has 12 pending office actions in Medical Devices & Mechanical Engineering. Those matters are distributed across 11 distinct examiners and 9 distinct art units, indicating that prosecution is spread across both examiner and technology-group assignments rather than concentrated in a single examination channel.

SAHAND, SANA is the busiest examiner, with 2 pending matters. The limited concentration at that examiner, relative to the overall portfolio, means counsel may need a portfolio-level review of recurring issues while preserving matter-specific strategies for the broader examiner and art-unit set.

Written from this page's own data; every figure is computed from USPTO records and verified before publication.

Portfolio Summary

11
Total Pending OAs
8
Non-Final OAs
3
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 4 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

4
Overdue
0
Due this week
0
Due this month
0
Due in next 60 days
0
Due later

Deadline Fire Line

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. 4 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (4)

Case Difficulty Mix

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.

10
Hard (91%)
1
Medium (9%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only2 (18%)
§101 + other7 (64%)
§103 only1 (9%)
Multi-statute (no §101)1 (9%)

Industry Mix

How the docket's pending cases split across USPTO tech-center bands.

0
Life Sciences
0% of docket
0
Information Tech
0% of docket
0
Communications
0% of docket
0
Semiconductors
0% of docket
11
Mechanical / Eng
100% of docket
0
Business / Other
0% of docket

Time-on-OA Estimate

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.

110 h
Manual time on pending OAs
22 h
Time saved (low, 20%)
38 h
Time saved (mid, 35%)
1.0 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
SAHAND, SANA 2 63.5% +24.0%
WEHRHEIM, LINDSEY GAIL 1 78.9% +19.5%
FURTADO, WINSTON RAHUL 1 18.9% +22.9%
NEWTON, CHAD A 1 38.4% +23.4%
WALKER, OLIVIA 1 35.7% +75.0%
EDOUARD, JONATHAN CHRISTOPHER 1 23.7% +39.0%
D ABREU, MICHAEL JOSEPH 1 67.7% +21.7%
CHRISTIANSON, SKYLAR LINDSEY 1 60.9% +25.4%
NGANGA, BONIFACE N 1 64.3% +28.7%
SIOZOPOULOS, CONSTANTINE B 1 57.5% +39.6%

Hard Cases (10)

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 #TitleExaminerDue in
18683318 ELECTROCARDIOGRAM READING SYSTEM IN WHICH DEEP LEARNING-BASED MODEL AND RULE-BASED MODEL ARE INTEGRATED NGANGA, BONIFACE N 85d overdue
18693186 METHOD, PROGRAM AND DEVICE FOR CORRECTING ERROR OF ELECTROCARDIOGRAM SIGNAL D ABREU, MICHAEL JOSEPH 32d overdue
18993031 METHOD, PROGRAM AND DEVICE FOR DIAGNOSING MYOCARDIAL INFARCTION USING ELECTROCARDIOGRAM NEWTON, CHAD A 15d overdue
18692339 METHOD, PROGRAM, AND DEVICE FOR DIAGNOSING LEFT VENTRICULAR SYSTOLIC DYSFUNCTION ON BASIS OF ELECTROCARDIOGRAM CHRISTIANSON, SKYLAR LINDSEY 15d overdue
18998043 METHOD FOR MEASURING REAL-TIME VALUES AND MANAGEMENT OF BLOOD SUGAR ON BASIS OF ELECTROCARDIOGRAM, AND COMPUTER PROGRAM RECORDED ON RECORDING MEDIUM IN ORDER TO EXECUTE SAME SAHAND, SANA —
18996125 METHOD, COMPUTER PROGRAM, AND APPARATUS FOR AUGMENTING BIO-SIGNAL DATA FURTADO, WINSTON RAHUL —
18992960 METHOD, PROGRAM, AND APPARATUS FOR PREDICTING HEALTH STATE USING ELECTROCARDIOGRAM SEGMENTS WALKER, OLIVIA —
18992669 METHOD, PROGRAM, AND DEVICE FOR GENERATING LONG-TERM HEART RATE VARIABILITY ON BASIS OF SHORT-TERM MEASUREMENT SIGNALS SAHAND, SANA —

Interview Candidates (11)

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 #TitleExaminerDue in
18683318 ELECTROCARDIOGRAM READING SYSTEM IN WHICH DEEP LEARNING-BASED MODEL AND RULE-BASED MODEL ARE INTEGRATED NGANGA, BONIFACE N 85d overdue
18693186 METHOD, PROGRAM AND DEVICE FOR CORRECTING ERROR OF ELECTROCARDIOGRAM SIGNAL D ABREU, MICHAEL JOSEPH 32d overdue
18993031 METHOD, PROGRAM AND DEVICE FOR DIAGNOSING MYOCARDIAL INFARCTION USING ELECTROCARDIOGRAM NEWTON, CHAD A 15d overdue
18692339 METHOD, PROGRAM, AND DEVICE FOR DIAGNOSING LEFT VENTRICULAR SYSTOLIC DYSFUNCTION ON BASIS OF ELECTROCARDIOGRAM CHRISTIANSON, SKYLAR LINDSEY 15d overdue
18998043 METHOD FOR MEASURING REAL-TIME VALUES AND MANAGEMENT OF BLOOD SUGAR ON BASIS OF ELECTROCARDIOGRAM, AND COMPUTER PROGRAM RECORDED ON RECORDING MEDIUM IN ORDER TO EXECUTE SAME SAHAND, SANA —
18997684 ELECTROCARDIOGRAM-BASED METHOD FOR RECOMMENDING MENU, AND COMPUTER PROGRAM RECORDED ON RECORDING MEDIUM IN ORDER TO EXECUTE SAME WEHRHEIM, LINDSEY GAIL —
18996125 METHOD, COMPUTER PROGRAM, AND APPARATUS FOR AUGMENTING BIO-SIGNAL DATA FURTADO, WINSTON RAHUL —
18992960 METHOD, PROGRAM, AND APPARATUS FOR PREDICTING HEALTH STATE USING ELECTROCARDIOGRAM SEGMENTS WALKER, OLIVIA —

Top Art Units

Art UnitApps
3796 4
3799 1
3687 1
3681 1
3683 1
3792 1
3797 1
3686 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
18998043 METHOD FOR MEASURING REAL-TIME VALUES AND MANAGEMENT OF BLOOD SUGAR ON BASIS OF ELECTROCARDIOGRAM, AND COMPUTER PROGRAM RECORDED ON RECORDING MEDIUM IN ORDER TO EXECUTE SAME SAHAND, SANA 3796 §101§103§112 Non-Final OA — Pending Jan 23, 2025
18997684 ELECTROCARDIOGRAM-BASED METHOD FOR RECOMMENDING MENU, AND COMPUTER PROGRAM RECORDED ON RECORDING MEDIUM IN ORDER TO EXECUTE SAME WEHRHEIM, LINDSEY GAIL 3799 §103 Non-Final OA — Pending Jan 22, 2025
18996125 METHOD, COMPUTER PROGRAM, AND APPARATUS FOR AUGMENTING BIO-SIGNAL DATA FURTADO, WINSTON RAHUL 3687 §101§103 Non-Final OA — Pending Jan 17, 2025
18993031 METHOD, PROGRAM AND DEVICE FOR DIAGNOSING MYOCARDIAL INFARCTION USING ELECTROCARDIOGRAM NEWTON, CHAD A 3681 §101§102§103 Final Rejection 15d overdue Pending Jan 10, 2025
18992960 METHOD, PROGRAM, AND APPARATUS FOR PREDICTING HEALTH STATE USING ELECTROCARDIOGRAM SEGMENTS WALKER, OLIVIA 3796 §101§102§103 Non-Final OA — Pending Jan 09, 2025
18992669 METHOD, PROGRAM, AND DEVICE FOR GENERATING LONG-TERM HEART RATE VARIABILITY ON BASIS OF SHORT-TERM MEASUREMENT SIGNALS SAHAND, SANA 3796 §101§103§112 Non-Final OA — Pending Jan 09, 2025
18693620 Medical data analysis method based on explainable artificial intelligence, program, and device EDOUARD, JONATHAN CHRISTOPHER 3683 §101 Non-Final OA — Pending Mar 20, 2024
18693186 METHOD, PROGRAM AND DEVICE FOR CORRECTING ERROR OF ELECTROCARDIOGRAM SIGNAL D ABREU, MICHAEL JOSEPH 3796 §101§102 Non-Final OA 32d overdue Pending Mar 19, 2024
18692339 METHOD, PROGRAM, AND DEVICE FOR DIAGNOSING LEFT VENTRICULAR SYSTOLIC DYSFUNCTION ON BASIS OF ELECTROCARDIOGRAM CHRISTIANSON, SKYLAR LINDSEY 3792 §101§103 Final Rejection 15d overdue Pending Mar 15, 2024
18683318 ELECTROCARDIOGRAM READING SYSTEM IN WHICH DEEP LEARNING-BASED MODEL AND RULE-BASED MODEL ARE INTEGRATED NGANGA, BONIFACE N 3797 §102§103§112 Final Rejection 85d overdue Pending Feb 13, 2024
18005385 APPARATUS AND METHOD FOR GENERATING ELECTROCARDIOGRAM BASED ON GENERATIVE ADVERSARIAL NETWORK ALGORITHM SIOZOPOULOS, CONSTANTINE B 3686 §101 Non-Final OA — Pending Jan 13, 2023

Managing Medical AI Co. Ltd.'s Patent Portfolio?

IP Author helps IP teams respond to office actions faster with AI-generated responses, examiner analytics, and prosecution intelligence.

Start Free Trial

Frequently Asked Questions

How many pending USPTO office actions does Medical AI Co. Ltd. have?

Medical AI Co. Ltd. has 11 pending office actions as of October 2026, spread across 8 art units and 10 examiners.

Which USPTO examiner handles the most Medical AI Co. Ltd. applications?

Sana Sahand has the most, with 2 of Medical AI Co. Ltd.'s pending office actions.

What technology area are Medical AI Co. Ltd.'s patent applications in?

Mostly Medical Devices & Mechanical Engineering (USPTO Tech Center 3700), based on where its pending office actions are examined.

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month