Last updated: July 13, 2026

Application No. 19/382,186

Untitled Application

Unknown

Filed

Priority

Mar 26, 2021 — RE 10-2021-0039801 +4 more

Examiner

SHIH, HAOSHIAN

Art Unit

Tech Center

LG ENERGY SOLUTION, LTD.

Assignee

LG Energy Solution Ltd.

OA Round

1 (Non-Final)

Interview Optional

— +20.8% interview lift. Examiner has a relatively high allowance rate (69%); +20.8% interview lift. A written response may suffice.

Based on 551 resolved cases, 2023–2026

Examiner Intelligence

SHIH, HAOSHIAN View full profile →

Grants 69% — above average

Career Allowance Rate

381 granted / 551 resolved

+9.1% vs TC avg

Strong +21% interview lift

Without

With

+20.8%

Interview Lift

resolved cases with interview

Typical timeline

3y 6m

Avg Prosecution

17 currently pending

Career history

572

Total Applications

across all art units

Statute-Specific Performance

§101

0.4%

-39.6% vs TC avg

§103

85.9%

+45.9% vs TC avg

§102

6.3%

-33.7% vs TC avg

§112

3.1%

-36.9% vs TC avg

Black line = Tech Center average estimate • Based on career data from 551 resolved cases

Prosecution Timeline

Apr 29, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/594,048

Patent 12663830

ARTIFICIAL INTELLIGENCE (AI) / MACHINE LEARNING (ML) ENABLED ADAPTIVE/CONFIGURABLE INTERNET-OF-THINGS (IoT) SERVICES

2y 3m to grant Granted Jun 23, 2026

18/444,185

Patent 12650758

SYSTEMS FOR HIGHLY EFFICIENT REVIEW OF IMAGE SUBSETS USING DICTATION CRITERIA

2y 3m to grant Granted Jun 09, 2026

18/622,051

Patent 12645744

User-Specific Content Generation Using Text-To-Image Machine-Learned Models

2y 2m to grant Granted Jun 02, 2026

18/437,004

Patent 12638951

3D USER INTERFACE DEPTH FORGIVENESS

2y 3m to grant Granted May 26, 2026

18/461,064

Patent 12632231

Selecting Layouts for User Interfaces using Free Text

2y 8m to grant Granted May 19, 2026

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

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.

Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

1-2

Expected OA Rounds

69%

Grant Probability

90%

With Interview (+20.8%)

3y 6m

Median Time to Grant

Low

PTA Risk

Based on 551 resolved cases by this examiner. Grant probability derived from career allowance rate.