Prosecution Insights
Last updated: October 25, 2026

LG Management Development Institute Co. Ltd.

Technology areas: Computing & Software • Communications

6 pending office actions • 6 art units • 6 examiners • 0 of 6 (0%) have an AI response strategy ready

Analysis

LG Management Development Institute Co. Ltd. has 6 pending office actions in Computing & Software. Each matter is associated with a distinct examiner and a distinct art unit, giving the docket a fully distributed assignment pattern.

COLE, BRANDON S is the busiest examiner, with 1 pending matter. Since no examiner or art unit repeats in the profile, practitioners should emphasize consistent internal claim review while tailoring responses to each individual examination record.

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

Portfolio Summary

6
Total Pending OAs
4
Non-Final OAs
2
Final Rejections
0
Advisory / Quayle

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.

6
Hard (100%)
0
Medium (0%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only1 (17%)
§101 + other2 (33%)
Multi-statute (no §101)3 (50%)

Industry Mix

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

0
Life Sciences
0% of docket
3
Information Tech
50% of docket
2
Communications
33% of docket
0
Semiconductors
0% of docket
1
Mechanical / Eng
17% 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.

60 h
Manual time on pending OAs
12 h
Time saved (low, 20%)
21 h
Time saved (mid, 35%)
0.5 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
COLE, BRANDON S 1 79.1% +7.7%
NGUYEN, PHONG H 1 70.8% +20.6%
BROWN, SARA GRACE 1 28.8% +32.3%
HEBERT, THEODORE E 1 74.2% +14.2%
HAUK, EMILY ROSE 1 100.0% +0.0%
ANSARI, TAHMINA N 1 85.4% +18.5%

Hard Cases (6)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 6 ordered by deadline are shown.

App #TitleExaminerDue in
19422354 METHOD AND SYSTEM FOR PROVIDING AI AGENT BASED ON LLM APPLYING ARTIFICIAL INTELLIGENCE MODEL INCLUDING PLURALITY OF MODELS COLE, BRANDON S —
19379630 METHOD AND SYSTEM FOR PROVIDING INTELLIGENT RESPONSE AGENT BASED ON SOPHISTICATED REASONING AND INFERENCE FUNCTION NGUYEN, PHONG H —
19069386 METHOD AND APPARATUS FOR OPTIMIZING SCHEDULING USING REINFORCEMENT LEARNING BROWN, SARA GRACE —
18970861 METHOD AND SYSTEM FOR PERFORMING TASKS BASED ON THE CONTEXT OF TASK-ORIENTED DIALOGUE HEBERT, THEODORE E —
18949410 METHOD AND SYSTEM FOR PROVIDING SPECIALIZED DOCUMENT SHARING PLATFORM HAUK, EMILY ROSE —
18904003 ARTIFICIAL INTELLIGENCE DEVICE AND METHOD FOR RECOGNIZING STRUCTURAL FORMULA IMAGE ANSARI, TAHMINA N —

Interview Candidates (4)

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 4 ordered by deadline are shown.

App #TitleExaminerDue in
19379630 METHOD AND SYSTEM FOR PROVIDING INTELLIGENT RESPONSE AGENT BASED ON SOPHISTICATED REASONING AND INFERENCE FUNCTION NGUYEN, PHONG H —
19069386 METHOD AND APPARATUS FOR OPTIMIZING SCHEDULING USING REINFORCEMENT LEARNING BROWN, SARA GRACE —
18970861 METHOD AND SYSTEM FOR PERFORMING TASKS BASED ON THE CONTEXT OF TASK-ORIENTED DIALOGUE HEBERT, THEODORE E —
18904003 ARTIFICIAL INTELLIGENCE DEVICE AND METHOD FOR RECOGNIZING STRUCTURAL FORMULA IMAGE ANSARI, TAHMINA N —

Top Art Units

Art UnitApps
2128 1
2156 1
3625 1
2199 1
2669 1
2674 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19422354 METHOD AND SYSTEM FOR PROVIDING AI AGENT BASED ON LLM APPLYING ARTIFICIAL INTELLIGENCE MODEL INCLUDING PLURALITY OF MODELS COLE, BRANDON S 2128 §101 Final Rejection — Pending Dec 16, 2025
19379630 METHOD AND SYSTEM FOR PROVIDING INTELLIGENT RESPONSE AGENT BASED ON SOPHISTICATED REASONING AND INFERENCE FUNCTION NGUYEN, PHONG H 2156 §103§112 Non-Final OA — Pending Nov 04, 2025
19069386 METHOD AND APPARATUS FOR OPTIMIZING SCHEDULING USING REINFORCEMENT LEARNING BROWN, SARA GRACE 3625 §101§103 Final Rejection — Pending Mar 04, 2025
18970861 METHOD AND SYSTEM FOR PERFORMING TASKS BASED ON THE CONTEXT OF TASK-ORIENTED DIALOGUE HEBERT, THEODORE E 2199 §101§103Other Non-Final OA — Pending Dec 05, 2024
18949410 METHOD AND SYSTEM FOR PROVIDING SPECIALIZED DOCUMENT SHARING PLATFORM HAUK, EMILY ROSE 2669 §102§103§112 Non-Final OA — Pending Nov 15, 2024
18904003 ARTIFICIAL INTELLIGENCE DEVICE AND METHOD FOR RECOGNIZING STRUCTURAL FORMULA IMAGE ANSARI, TAHMINA N 2674 §102§103 Non-Final OA — Pending Oct 01, 2024

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Frequently Asked Questions

How many pending USPTO office actions does LG Management Development Institute Co. Ltd. have?

LG Management Development Institute Co. Ltd. has 6 pending office actions as of October 2026, spread across 6 art units and 6 examiners.

Which USPTO examiner handles the most LG Management Development Institute Co. Ltd. applications?

Brandon S Cole has the most, with 1 of LG Management Development Institute Co. Ltd.'s pending office actions.

What technology area are LG Management Development Institute Co. Ltd.'s patent applications in?

Mostly Computing & Software (USPTO Tech Center 2100), based on where its pending office actions are examined.

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