Prosecution Insights
Last updated: October 25, 2026

LUNIT INC.

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

10 pending office actions • 10 art units • 10 examiners • 0 of 10 (0%) have an AI response strategy ready • 17 patents granted in the last 365 days

Analysis

LUNIT INC. currently has 11 pending office actions in the Communications technology area. The workload is entirely decentralized, with 11 distinct examiners and 11 distinct art units each handling exactly one action. This direct ratio of actions to art units suggests a very broad range of technical applications within the communications field, requiring the company to navigate 11 different specialized groups at the patent office. The total lack of concentration across these 11 distinct art units indicates that the company's innovations are highly diverse.

SHELDEN, BION A is the busiest examiner for the portfolio, currently managing 1 pending office action. Because every one of the 11 pending office actions is assigned to a unique official, no single examiner's history can be used to predict the outcome for more than one application. This distribution across 11 distinct examiners means that the company must maintain 11 separate prosecution tracks. Practitioners should be prepared for 11 different sets of administrative requirements and technical interpretations within the Communications area. The high degree of variety across 11 distinct art units makes this a particularly complex portfolio to manage from a consistency standpoint.

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

Portfolio Summary

10
Total Pending OAs
4
Non-Final OAs
6
Final Rejections
0
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.

7
Hard (70%)
3
Medium (30%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only2 (20%)
§101 + other2 (20%)
§103 only3 (30%)
Multi-statute (no §101)3 (30%)

Industry Mix

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

1
Life Sciences
10% of docket
0
Information Tech
0% of docket
5
Communications
50% of docket
0
Semiconductors
0% of docket
4
Mechanical / Eng
40% 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.

100 h
Manual time on pending OAs
20 h
Time saved (low, 20%)
35 h
Time saved (mid, 35%)
0.9 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
SHELDEN, BION A 1 22.1% +20.1%
CHNG, JOY POH AI 1 60.6% +19.0%
TRANDAI, CINDY HUYEN 1 78.0% +17.9%
KRETZER, CASEY L 1 86.8% +12.8%
TOMASZEWSKI, MICHAEL 1 48.0% +22.2%
SHIMELES, BEZAWIT NOLAWI 1 90.0% +0.0%
BOYAR, NOAH WILLIAM 1 100.0% +0.0%
GUILLERMETY, JUAN M 1 72.8% +14.0%
PAULS, JOHN A 1 49.0% +27.7%
MINCHELLA, KAITLYN L 1 26.4% +21.7%

Hard Cases (7)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 7 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 —
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 —
18532572 METHOD AND APPARATUS FOR OUTPUTTING INFORMATION RELATED TO A PATHOLOGICAL SLIDE IMAGE TOMASZEWSKI, MICHAEL —
18273106 METHOD AND APPARATUS FOR PROVIDING CONFIDENCE INFORMATION ON RESULT OF ARTIFICIAL INTELLIGENCE MODEL GUILLERMETY, JUAN M —
17502661 METHOD AND APPARATUS FOR PROVIDING INFORMATION ASSOCIATED WITH IMMUNE PHENOTYPES FOR PATHOLOGY SLIDE IMAGE MINCHELLA, KAITLYN L —

Top Art Units

Art UnitApps
3685 1
3686 1
2648 1
2635 1
3681 1
2673 1
2669 1
2682 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 2648 §103 Non-Final OA — Pending Jan 23, 2025
18906373 APPARATUS AND METHOD FOR PROCESSING MEDICAL IMAGE USING PREDICTED METADATA KRETZER, CASEY L 2635 §103§112Other Non-Final OA — Pending Oct 04, 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
18273106 METHOD AND APPARATUS FOR PROVIDING CONFIDENCE INFORMATION ON RESULT OF ARTIFICIAL INTELLIGENCE MODEL GUILLERMETY, JUAN M 2682 §103 Final Rejection — Pending Jul 19, 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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Frequently Asked Questions

How many pending USPTO office actions does LUNIT INC. have?

LUNIT INC. has 10 pending office actions as of October 2026, spread across 10 art units and 10 examiners.

Which USPTO examiner handles the most LUNIT INC. applications?

Bion A Shelden has the most, with 1 of LUNIT INC.'s pending office actions.

What technology area are LUNIT INC.'s patent applications in?

Mostly Communications (USPTO Tech Center 2600), based on where its pending office actions are examined.

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