Last updated: July 17, 2026

Application No. 18/513,466

GENERATING CONTEXTUALLY GROUNDED RECOMMENDATIONS USING A LARGE LANGUAGE MODEL

Non-Final OA

Filed

Nov 17, 2023

Examiner

HAN, BYUNGKWON

Art Unit

Tech Center

Assignee

Adobe Inc.

OA Round

1 (Non-Final)

Interview Optional

— +0.0% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 0% grant rate with +0.0% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 2 resolved cases, 2023–2026

Examiner Intelligence

HAN, BYUNGKWON View full profile →

Grants only 0% of cases

Career Allowance Rate

0 granted / 2 resolved

-60.0% vs TC avg

Minimal +0% lift

Without

With

+0.0%

Interview Lift

resolved cases with interview

Typical timeline

4y 2m

Avg Prosecution

21 currently pending

Career history

Total Applications

across all art units

Statute-Specific Performance

§101

6.3%

-33.7% vs TC avg

§103

93.8%

+53.8% vs TC avg

Black line = Tech Center average estimate • Based on career data from 2 resolved cases

Prosecution Timeline

Nov 17, 2023

Application Filed

May 13, 2026

Non-Final Rejection mailed

May 19, 2026

Interview Requested

Jun 17, 2026

Applicant Interview (Telephonic)

Jun 17, 2026

Examiner Interview Summary

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

Grant Probability

With Interview (+0.0%)

4y 2m (~1y 6m remaining)

Median Time to Grant

Low

PTA Risk

Based on 2 resolved cases by this examiner. Grant probability derived from career allowance rate.