Last updated: July 13, 2026

Application No. 18/920,081

Untitled Application

Unknown

Filed

Examiner

LE, THUYKHANH

Art Unit

Tech Center

Dell Products L.P.

Assignee

Dell Products L.P.

OA Round

1 (Non-Final)

Interview Optional

— +36.2% interview lift. Examiner has a relatively high allowance rate (78%); +36.2% interview lift. A written response may suffice.

Based on 401 resolved cases, 2023–2026

Examiner Intelligence

LE, THUYKHANH View full profile →

Grants 78% — above average

Career Allowance Rate

313 granted / 401 resolved

+18.1% vs TC avg

Strong +36% interview lift

Without

With

+36.2%

Interview Lift

resolved cases with interview

Typical timeline

2y 8m

Avg Prosecution

14 currently pending

Career history

417

Total Applications

across all art units

Statute-Specific Performance

§101

21.2%

-18.8% vs TC avg

§103

56.5%

+16.5% vs TC avg

§102

5.4%

-34.6% vs TC avg

§112

8.7%

-31.3% vs TC avg

Black line = Tech Center average estimate • Based on career data from 401 resolved cases

Prosecution Timeline

Apr 21, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/953,772

Patent 12675640

METHOD AND SYSTEM FOR SEARCHING FOR MEDIA MESSAGE USING KEYWORD EXTRACTED FROM MEDIA FILE

3y 9m to grant Granted Jul 07, 2026

18/081,382

Patent 12670911

DIALOGUE SYSTEM AND DIALOGUE PROCESSING METHOD

3y 6m to grant Granted Jun 30, 2026

18/587,238

Patent 12658178

METHOD FOR PERSONALIZATION OF ASR MODELS

2y 3m to grant Granted Jun 16, 2026

18/776,709

Patent 12657461

COLLABORATIVE DEVELOPMENT OF MACHINE LEARNING MODELS ON SPECIFIC CONCEPTS

1y 11m to grant Granted Jun 16, 2026

18/527,928

Patent 12626699

VOICE RECOGNITION DEVICE, VOICE RECOGNITION METHOD, AND NON-TRANSITORY COMPUTER READABLE RECORDING MEDIUM

2y 5m to grant Granted May 12, 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

78%

Grant Probability

99%

With Interview (+36.2%)

2y 8m

Median Time to Grant

Low

PTA Risk

Based on 401 resolved cases by this examiner. Grant probability derived from career allowance rate.