Last updated: July 15, 2026

Application No. 19/014,715

SYSTEM AND METHOD FOR GENERATING COHESIVE PRODUCT RECOMMENDATION SETS AND VARIANTS

Non-Final OA

Filed

Jan 09, 2025

Priority

Jan 12, 2024 — provisional 63/620,634

Examiner

MITROS, ANNA MAE

Art Unit

3689

Tech Center

3600 — Transportation & Electronic Commerce

Assignee

Walmart Apollo LLC

OA Round

1 (Non-Final)

Interview Optional

— +48.8% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 36% grant rate with +48.8% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 166 resolved cases, 2023–2026

Examiner Intelligence

MITROS, ANNA MAE View full profile →

Grants only 36% of cases

Career Allowance Rate

60 granted / 166 resolved

-15.9% vs TC avg

Strong +49% interview lift

Without

With

+48.8%

Interview Lift

resolved cases with interview

Typical timeline

3y 4m

Avg Prosecution

29 currently pending

Career history

198

Total Applications

across all art units

Statute-Specific Performance

§101

22.3%

-17.7% vs TC avg

§103

71.1%

+31.1% vs TC avg

§102

1.4%

-38.6% vs TC avg

§112

4.1%

-35.9% vs TC avg

Black line = Tech Center average estimate • Based on career data from 166 resolved cases

Prosecution Timeline

Jan 09, 2025

Application Filed

Apr 06, 2026

Non-Final Rejection mailed

Jun 23, 2026

Examiner Interview Summary

Jun 23, 2026

Applicant Interview (Telephonic)

Precedent Cases

Applications granted by this same examiner with similar technology

17/871,790

Patent 12614226

METHOD, MEDIUM, AND SYSTEM FOR A USER INTERFACE WITH SEARCH RESULTS LOGICALLY ORGANIZED BY CAROUSELS

3y 9m to grant Granted Apr 28, 2026

17/371,254

Patent 12549779

METHOD AND SYSTEM FOR PROVIDING CONTENTS

4y 7m to grant Granted Feb 10, 2026

18/047,990

Patent 12536576

METHOD, MEDIUM, AND SYSTEM FOR SCORING IMPROVEMENTS BY TEST FEATURES TO USER INTERACTIONS WITH ITEM GROUPS

3y 3m to grant Granted Jan 27, 2026

17/514,768

Patent 12475497

METHOD, SYSTEM, AND MEDIUM FOR GENERATING RECOMMENDATIONS UTILIZING AN EDGE-COMPUTING-BASED ASYNCHRONOUS COAGENT NETWORK

4y 0m to grant Granted Nov 18, 2025

17/565,648

Patent 12412205

METHOD, SYSTEM, AND MEDIUM FOR AUGMENTED REALITY PRODUCT RECOMMENDATIONS

3y 8m to grant Granted Sep 09, 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

36%

Grant Probability

85%

With Interview (+48.8%)

3y 4m (~1y 10m remaining)

Median Time to Grant

Low

PTA Risk

Based on 166 resolved cases by this examiner. Grant probability derived from career allowance rate.