Prosecution Insights
Last updated: October 04, 2026

LUNIT INC.

Technology areas: Communications • Transportation, E-Commerce & Mechanical Systems

11 pending office actions • 8 art units • 11 examiners • 0 of 11 (0%) have an AI response strategy ready • 17 patents granted in the last 365 days

Analysis

LUNIT INC. is actively prosecuting 10 pending office actions within the Transportation, E-Commerce & Mechanical Systems technology area. These 10 pending office actions are spread across 7 distinct art units, indicating that the company's patent filings cover several different functional categories. The ratio of 10 pending office actions to 7 distinct art units suggests a relatively high degree of technical variety in their current applications. This distribution allows the company to engage with multiple technical divisions within the patent office simultaneously.

The portfolio is being reviewed by 10 distinct examiners, meaning every pending action is currently assigned to a different individual. SHELDEN, BION A is the busiest examiner, though they only account for 1 busiest examiner pending action. This distribution between the 10 pending office actions and 10 distinct examiners means the company must tailor its responses to the specific preferences of 10 different officials. While this increases the complexity of the prosecution, it also ensures that the company's success in the Transportation, E-Commerce & Mechanical Systems sector is not dependent on any single examiner's decision.

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

Portfolio Summary

11
Total Pending OAs
5
Non-Final OAs
5
Final Rejections
1
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 2 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

1
Overdue
1
Due this week
0
Due this month
0
Due in next 60 days
0
Due later

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.

8
Hard (73%)
3
Medium (27%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only2 (18%)
§101 + other3 (27%)
§103 only3 (27%)
Multi-statute (no §101)3 (27%)

Industry Mix

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

1
Life Sciences
9% of docket
0
Information Tech
0% of docket
3
Communications
27% of docket
0
Semiconductors
0% of docket
4
Mechanical / Eng
36% of docket
3
Business / Other
27% 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
SHELDEN, BION A 1 22.5% +18.7%
CHNG, JOY POH AI 1 60.6% +19.0%
TRANDAI, CINDY HUYEN 1 78.0% +17.9%
KRETZER, CASEY L 1 86.8% +12.7%
JONES, RAVEN SIMONE 1 87.5% +33.3%
BEE, ANDREW W. 1 73.2% +31.8%
TOMASZEWSKI, MICHAEL 1 47.9% +22.2%
SHIMELES, BEZAWIT NOLAWI 1 88.9% +0.0%
BOYAR, NOAH WILLIAM 1 100.0% +0.0%
PAULS, JOHN A 1 49.1% +27.4%

Quick Wins (1)

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 #TitleExaminerDue in
18892633 METHOD AND SYSTEM FOR ARTIFICIAL INTELLIGENCE-BASED MEDICAL IMAGE ANALYSIS JONES, RAVEN SIMONE —

Hard Cases (8)

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
18334836 METHOD AND APPARATUS FOR ANALYZING BIOMARKERS PAULS, JOHN A 30d overdue
19084997 METHOD AND APPARATUS FOR ANALYZING BIOMARKER SHELDEN, BION A 5d
19070944 METHOD AND SYSTEM FOR GENERATING MEDICAL PREDICTION RELATED TO BIOMARKER FROM MEDICAL DATA CHNG, JOY POH AI —
18906373 APPARATUS AND METHOD FOR PROCESSING MEDICAL IMAGE USING PREDICTED METADATA KRETZER, CASEY L —
18683698 METHOD AND APPARATUS FOR PROVIDING EXAMINATION-RELATED GUIDE ON BASIS OF TUMOR CONTENT PREDICTED FROM PATHOLOGY SLIDE IMAGES BEE, ANDREW W. —
18506741 METHOD AND APPARATUS FOR ANALYZING PATHOLOGICAL SLIDE IMAGES SHIMELES, BEZAWIT NOLAWI —
18273316 METHOD AND DEVICE FOR PROVIDING MEDICAL PREDICTION BY USING ARTIFICIAL INTELLIGENCE MODEL BOYAR, NOAH WILLIAM —
17502661 METHOD AND APPARATUS FOR PROVIDING INFORMATION ASSOCIATED WITH IMMUNE PHENOTYPES FOR PATHOLOGY SLIDE IMAGE MINCHELLA, KAITLYN L —

Interview Candidates (8)

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
18334836 METHOD AND APPARATUS FOR ANALYZING BIOMARKERS PAULS, JOHN A 30d overdue
19084997 METHOD AND APPARATUS FOR ANALYZING BIOMARKER SHELDEN, BION A 5d
19070944 METHOD AND SYSTEM FOR GENERATING MEDICAL PREDICTION RELATED TO BIOMARKER FROM MEDICAL DATA CHNG, JOY POH AI —
19034933 METHOD AND SYSTEM FOR PARALLEL PROCESSING FOR MEDICAL IMAGE TRANDAI, CINDY HUYEN —
18906373 APPARATUS AND METHOD FOR PROCESSING MEDICAL IMAGE USING PREDICTED METADATA KRETZER, CASEY L —
18892633 METHOD AND SYSTEM FOR ARTIFICIAL INTELLIGENCE-BASED MEDICAL IMAGE ANALYSIS JONES, RAVEN SIMONE —
18683698 METHOD AND APPARATUS FOR PROVIDING EXAMINATION-RELATED GUIDE ON BASIS OF TUMOR CONTENT PREDICTED FROM PATHOLOGY SLIDE IMAGES BEE, ANDREW W. —
18532572 METHOD AND APPARATUS FOR OUTPUTTING INFORMATION RELATED TO A PATHOLOGICAL SLIDE IMAGE TOMASZEWSKI, MICHAEL —

Top Art Units

Art UnitApps
3685 1
3686 1
2677 1
3681 1
2673 1
2669 1
3683 1
1685 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19084997 METHOD AND APPARATUS FOR ANALYZING BIOMARKER SHELDEN, BION A 3685 §101 Final Rejection 5d Pending Mar 20, 2025
19070944 METHOD AND SYSTEM FOR GENERATING MEDICAL PREDICTION RELATED TO BIOMARKER FROM MEDICAL DATA CHNG, JOY POH AI 3686 §101§103§112Other Final Rejection — Pending Mar 05, 2025
19034933 METHOD AND SYSTEM FOR PARALLEL PROCESSING FOR MEDICAL IMAGE TRANDAI, CINDY HUYEN — §103 Non-Final OA — Pending Jan 23, 2025
18906373 APPARATUS AND METHOD FOR PROCESSING MEDICAL IMAGE USING PREDICTED METADATA KRETZER, CASEY L — §103§112Other Non-Final OA — Pending Oct 04, 2024
18892633 METHOD AND SYSTEM FOR ARTIFICIAL INTELLIGENCE-BASED MEDICAL IMAGE ANALYSIS JONES, RAVEN SIMONE — §103 Non-Final OA — Pending Sep 23, 2024
18683698 METHOD AND APPARATUS FOR PROVIDING EXAMINATION-RELATED GUIDE ON BASIS OF TUMOR CONTENT PREDICTED FROM PATHOLOGY SLIDE IMAGES BEE, ANDREW W. 2677 §101§103 Non-Final OA — Pending Feb 14, 2024
18532572 METHOD AND APPARATUS FOR OUTPUTTING INFORMATION RELATED TO A PATHOLOGICAL SLIDE IMAGE TOMASZEWSKI, MICHAEL 3681 §103 Non-Final OA — Pending Dec 07, 2023
18506741 METHOD AND APPARATUS FOR ANALYZING PATHOLOGICAL SLIDE IMAGES SHIMELES, BEZAWIT NOLAWI 2673 §103§112 Non-Final OA — Pending Nov 10, 2023
18273316 METHOD AND DEVICE FOR PROVIDING MEDICAL PREDICTION BY USING ARTIFICIAL INTELLIGENCE MODEL BOYAR, NOAH WILLIAM 2669 §103§112 Final Rejection — Pending Jul 20, 2023
18334836 METHOD AND APPARATUS FOR ANALYZING BIOMARKERS PAULS, JOHN A 3683 §101 Final Rejection 30d overdue Pending Jun 14, 2023
17502661 METHOD AND APPARATUS FOR PROVIDING INFORMATION ASSOCIATED WITH IMMUNE PHENOTYPES FOR PATHOLOGY SLIDE IMAGE MINCHELLA, KAITLYN L 1685 §101§103§112 Final Rejection — Pending Oct 15, 2021

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