Last updated: July 13, 2026

Application No. 18/904,585

Untitled Application

Unknown

Filed

2600

Examiner

TENGBUMROONG, NATHAN NARA

Art Unit

2654

Tech Center

Dell Products LP

Assignee

Dell Products L.P.

OA Round

1 (Non-Final)

This examiner grants 48% of cases after interview

— +33.6% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 21 resolved cases, 2023–2026

Examiner Intelligence

TENGBUMROONG, NATHAN NARA View full profile →

Grants 48% of resolved cases

Career Allowance Rate

10 granted / 21 resolved

-12.4% vs TC avg

Strong +34% interview lift

Without

With

+33.6%

Interview Lift

resolved cases with interview

Typical timeline

3y 0m

Avg Prosecution

22 currently pending

Career history

Total Applications

across all art units

Statute-Specific Performance

§103

98.5%

+58.5% vs TC avg

§102

1.5%

-38.5% vs TC avg

Black line = Tech Center average estimate • Based on career data from 21 resolved cases

Prosecution Timeline

2600

Application Filed

May 08, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/317,623

Patent 12675510

SYSTEMS AND METHODS FOR PROVIDING USER INTERFACES TO CONVERSE WITH A CORPUS OF ELECTRONIC DOCUMENTS VIA A LARGE LANGUAGE MODEL

3y 1m to grant Granted Jul 07, 2026

18/285,345

Patent 12658181

INTERACTIVE DECODING OF WORDS FROM PHONEME SCORE DISTRIBUTIONS

2y 8m to grant Granted Jun 16, 2026

18/195,121

Patent 12640161

METHOD AND APPARATUS FOR PROCESSING AUDIO FOR SCENE CLASSIFICATION

3y 0m to grant Granted May 26, 2026

18/173,495

Patent 12530536

Mixture-Of-Expert Approach to Reinforcement Learning-Based Dialogue Management

2y 11m to grant Granted Jan 20, 2026

17/876,156

Patent 12451142

NON-WAKE WORD INVOCATION OF AN AUTOMATED ASSISTANT FROM CERTAIN UTTERANCES RELATED TO DISPLAY CONTENT

3y 2m to grant Granted Oct 21, 2025

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

48%

Grant Probability

81%

With Interview (+33.6%)

3y 0m

Median Time to Grant

Low

PTA Risk

Based on 21 resolved cases by this examiner. Grant probability derived from career allowance rate.