Last updated: July 17, 2026

Application No. 18/798,119

SYSTEM AND METHOD TO IMPLEMENT AI/ML MODELS TO OUTPUT FEEDBACK DATA TO AUTOMATICALLY MITIGATE MICROAGGRESSION

Non-Final OA

Filed

Aug 08, 2024

Priority

Aug 30, 2023 — provisional 63/535,436

Examiner

CAUDLE, PENNY LOUISE

Art Unit

2657

Tech Center

2600 — Communications

Assignee

JPMorgan Chase Bank, N.A.

OA Round

1 (Non-Final)

Interview Optional

— +14.6% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 68% grant rate with +14.6% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 76 resolved cases, 2023–2026

Examiner Intelligence

CAUDLE, PENNY LOUISE View full profile →

Grants 68% — above average

Career Allowance Rate

52 granted / 76 resolved

+6.4% vs TC avg

Moderate +15% lift

Without

With

+14.6%

Interview Lift

resolved cases with interview

Typical timeline

2y 11m

Avg Prosecution

16 currently pending

Career history

Total Applications

across all art units

Statute-Specific Performance

§101

12.1%

-27.9% vs TC avg

§103

78.0%

+38.0% vs TC avg

§102

3.1%

-36.9% vs TC avg

§112

4.9%

-35.1% vs TC avg

Black line = Tech Center average estimate • Based on career data from 76 resolved cases

Prosecution Timeline

Aug 08, 2024

Application Filed

May 13, 2026

Non-Final Rejection mailed

May 21, 2026

Interview Requested

May 28, 2026

Applicant Interview (Telephonic)

May 28, 2026

Examiner Interview Summary

Precedent Cases

Applications granted by this same examiner with similar technology

18/405,092

Patent 12682905

VOICE DATA TRANSMISSION METHOD AND APPARATUS

2y 6m to grant Granted Jul 14, 2026

18/562,905

Patent 12682166

AUTO-SUGGESTION WITH RICH OBJECTS

2y 7m to grant Granted Jul 14, 2026

18/622,993

Patent 12682915

System and Method for Generating Brand Standards from Voice Input

2y 3m to grant Granted Jul 14, 2026

18/413,825

Patent 12675646

Optimal Subword Tokenization and Vocabulary Creation

2y 5m to grant Granted Jul 07, 2026

17/974,215

Patent 12670318

AUTOMATED REQUEST PROCESSING USING ENSEMBLE MACHINE LEARNING FRAMEWORK

3y 8m to grant Granted Jun 30, 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

68%

Grant Probability

83%

With Interview (+14.6%)

2y 11m (~1y 0m remaining)

Median Time to Grant

Low

PTA Risk

Based on 76 resolved cases by this examiner. Grant probability derived from career allowance rate.