Last updated: July 17, 2026

Application No. 18/301,368

VOICE-BASED AUGMENTED REALITY LOCOMOTION

Non-Final OA

Filed

Apr 17, 2023

Examiner

MUELLER, PAUL JOSEPH

Art Unit

Tech Center

Assignee

International Business Machines Corporation

OA Round

1 (Non-Final)

Interview Optional

— +31.5% interview lift. Examiner has a relatively high allowance rate (77%); +31.5% interview lift. A written response may suffice.

Based on 137 resolved cases, 2023–2026

Examiner Intelligence

MUELLER, PAUL JOSEPH View full profile →

Grants 77% — above average

Career Allowance Rate

106 granted / 137 resolved

+17.4% vs TC avg

Strong +32% interview lift

Without

With

+31.5%

Interview Lift

resolved cases with interview

Typical timeline

2y 9m

Avg Prosecution

18 currently pending

Career history

162

Total Applications

across all art units

Statute-Specific Performance

§101

2.9%

-37.1% vs TC avg

§103

93.6%

+53.6% vs TC avg

§102

1.1%

-38.9% vs TC avg

§112

1.1%

-38.9% vs TC avg

Black line = Tech Center average estimate • Based on career data from 137 resolved cases

Prosecution Timeline

Apr 17, 2023

Application Filed

Nov 24, 2023

Response after Non-Final Action

Jun 01, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/495,641

Patent 12651121

LARGE LANGUAGE MODEL-BASED METHOD FOR TRANSLATING A PROMPT INTO A PLANNING PROBLEM

2y 7m to grant Granted Jun 09, 2026

18/336,380

Patent 12632673

UTILIZING EMBEDDING-BASED CLAIM-RELATION GRAPHS FOR EFFICIENT SYNTOPICAL READING OF CONTENT COLLECTIONS

2y 11m to grant Granted May 19, 2026

18/375,794

Patent 12632648

GENERATIVE LARGE LANGUAGE MODEL (LLM) DECENTRALIZED NETWORK

2y 7m to grant Granted May 19, 2026

18/477,680

Patent 12632651

AUTOMATIC LANGUAGE MODEL (LM) INPUT OPTIMIZATION USING TEXTUAL GRADIENTS

2y 7m to grant Granted May 19, 2026

18/544,647

Patent 12633305

END-TO-END SPEECH DIARIZATION VIA ITERATIVE SPEAKER EMBEDDING

2y 5m 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

77%

Grant Probability

99%

With Interview (+31.5%)

2y 9m (~0m remaining)

Median Time to Grant

Low

PTA Risk

Based on 137 resolved cases by this examiner. Grant probability derived from career allowance rate.