Last updated: April 24, 2026

Application No. 19/365,109

Untitled Application

Unknown

Filed

2100

Examiner

SMITH, BRIAN M

Art Unit

2122

Tech Center

LG MANAGEMENT DEVELOPMENT INSTITUTE CO., LTD.

Assignee

LG Management Development Institute Co. Ltd.

OA Round

2 (Non-Final)

This examiner grants 52% of cases after interview

— +37.0% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 246 resolved cases, 2023–2026

Examiner Intelligence

SMITH, BRIAN M View full profile →

Grants 52% of resolved cases

Career Allow Rate

129 granted / 246 resolved

-7.6% vs TC avg

Strong +37% interview lift

Without

With

+37.0%

Interview Lift

resolved cases with interview

Typical timeline

4y 3m

Avg Prosecution

35 currently pending

Career history

281

Total Applications

across all art units

Statute-Specific Performance

§101

24.4%

-15.6% vs TC avg

§103

37.0%

-3.0% vs TC avg

§102

13.0%

-27.0% vs TC avg

§112

19.7%

-20.3% vs TC avg

Black line = Tech Center average estimate • Based on career data from 246 resolved cases

Prosecution Timeline

2100

Application Filed

Nov 24, 2025

Non-Final Rejection

Mar 19, 2026

Response Filed

Apr 08, 2026

Non-Final Rejection (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/205,704

Patent 12596936

PREDICTIVE DATA ANALYSIS TECHNIQUES USING GRAPH-BASED CODE RECOMMENDATION MACHINE LEARNING MODELS

2y 5m to grant Granted Apr 07, 2026

17/633,402

Patent 12585985

RECOGNITION SYSTEM, MODEL PROCESSING APPARATUS, MODEL PROCESSING METHOD, AND RECORDING MEDIUM FOR INTEGRATING MODELS IN RECOGNITION PROCESSING

2y 5m to grant Granted Mar 24, 2026

17/095,976

Patent 12555025

METHOD AND SYSTEM FOR INTEGRATING FIELD PROGRAMMABLE ANALOG ARRAY WITH ARTIFICIAL INTELLIGENCE

2y 5m to grant Granted Feb 17, 2026

17/144,366

Patent 12518198

System and Method for Ascertaining Data Labeling Accuracy in Supervised Learning Systems

2y 5m to grant Granted Jan 06, 2026

17/399,797

Patent 12488068

PERFORMANCE-ADAPTIVE SAMPLING STRATEGY TOWARDS FAST AND ACCURATE GRAPH NEURAL NETWORKS

2y 5m to grant Granted Dec 02, 2025

Study what changed to get past this examiner. Based on 5 most recent grants.

AI Strategy Recommendation

Get an AI-powered prosecution strategy using examiner precedents, rejection analysis, and claim mapping.

Prosecution Projections

2-3

Expected OA Rounds

52%

Grant Probability

89%

With Interview (+37.0%)

4y 3m

Median Time to Grant

Moderate

PTA Risk

Based on 246 resolved cases by this examiner. Grant probability derived from career allow rate.