Last updated: July 17, 2026

Application No. 18/392,287

DYNAMIC CONTENT GENERATION

Non-Final OA

Filed

Dec 21, 2023

Examiner

LEE, MICHAEL CHRISTOPHER

Art Unit

Tech Center

Assignee

Capital One Services LLC

OA Round

1 (Non-Final)

This examiner grants 62% of cases after interview

— +25.8% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 149 resolved cases, 2023–2026

Examiner Intelligence

LEE, MICHAEL CHRISTOPHER View full profile →

Grants 62% of resolved cases

Career Allowance Rate

93 granted / 149 resolved

+2.4% vs TC avg

Strong +26% interview lift

Without

With

+25.8%

Interview Lift

resolved cases with interview

Typical timeline

3y 3m

Avg Prosecution

47 currently pending

Career history

197

Total Applications

across all art units

Statute-Specific Performance

§101

18.5%

-21.5% vs TC avg

§103

76.3%

+36.3% vs TC avg

§102

0.7%

-39.3% vs TC avg

§112

4.2%

-35.8% vs TC avg

Black line = Tech Center average estimate • Based on career data from 149 resolved cases

Prosecution Timeline

Dec 21, 2023

Application Filed

Jun 05, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/970,943

Patent 12645972

Performing Property Estimation Using Quantum Gradient Operation on Quantum Computing System

3y 7m to grant Granted Jun 02, 2026

17/475,724

Patent 12603081

METHOD AND SERVER FOR A TEXT-TO-SPEECH PROCESSING

4y 7m to grant Granted Apr 14, 2026

17/732,871

Patent 12602605

QUANTUM COMPUTER ARCHITECTURE BASED ON MULTI-QUBIT GATES

3y 11m to grant Granted Apr 14, 2026

17/207,554

Patent 12591915

METHODS AND SYSTEMS FOR DETERMINING RECOMMENDATIONS BASED ON REAL-TIME OPTIMIZATION OF MACHINE LEARNING MODELS

5y 0m to grant Granted Mar 31, 2026

18/885,396

Patent 12585743

INTERFACE ACCESS PROCESSING METHOD, COMPUTER DEVICE AND STORAGE MEDIUM

1y 6m to grant Granted Mar 24, 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

62%

Grant Probability

88%

With Interview (+25.8%)

3y 3m (~8m remaining)

Median Time to Grant

Low

PTA Risk

Based on 149 resolved cases by this examiner. Grant probability derived from career allowance rate.