Last updated: July 17, 2026

Application No. 19/185,328

SYSTEMS AND METHODS FOR RETRAINING AN ARTIFICIAL INTELLIGENCE ENGINE

Non-Final OA

Filed

Apr 22, 2025

Priority

Apr 11, 2022 — continuation of 11/941,586 +2 more

Examiner

MILLER, ALAN S

Art Unit

Tech Center

Assignee

Truist Bank

OA Round

1 (Non-Final)

Interview Optional

— +26.4% interview lift. Examiner has a relatively high allowance rate (70%); +26.4% interview lift. A written response may suffice.

Based on 881 resolved cases, 2023–2026

Examiner Intelligence

MILLER, ALAN S View full profile →

Grants 70% — above average

Career Allowance Rate

621 granted / 881 resolved

+10.5% vs TC avg

Strong +26% interview lift

Without

With

+26.4%

Interview Lift

resolved cases with interview

Typical timeline

3y 1m

Avg Prosecution

27 currently pending

Career history

904

Total Applications

across all art units

Statute-Specific Performance

§101

29.2%

-10.8% vs TC avg

§103

55.8%

+15.8% vs TC avg

§102

4.7%

-35.3% vs TC avg

§112

4.5%

-35.5% vs TC avg

Black line = Tech Center average estimate • Based on career data from 881 resolved cases

Prosecution Timeline

Apr 22, 2025

Application Filed

Jun 01, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/544,004

Patent 12682302

DECLARATIVE CODE-LESS WORKFLOW USING LLM

2y 6m to grant Granted Jul 14, 2026

18/620,828

Patent 12675759

DIGITAL EMPLOYEE EXPERIENCE IMPROVEMENT BASED ON DE-IDENTIFIED PRODUCTIVITY DATA SIGNALS

2y 3m to grant Granted Jul 07, 2026

18/655,675

Patent 12664498

OBJECT-BASED PROCESS MANAGEMENT

2y 1m to grant Granted Jun 23, 2026

18/777,148

Patent 12664499

SYSTEMS AND METHODS FOR RANKING RECOMMENDATIONS

1y 11m to grant Granted Jun 23, 2026

18/422,753

Patent 12657536

ARTIFICIAL INTELLIGENCE DRIVEN USER INTERFACE STRUCTURE GROUNDING FOR AUTOMATED GENERATION OF ACTIONABLE TASKS

2y 4m to grant Granted Jun 16, 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

70%

Grant Probability

97%

With Interview (+26.4%)

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

Median Time to Grant

Low

PTA Risk

Based on 881 resolved cases by this examiner. Grant probability derived from career allowance rate.