Last updated: April 24, 2026

Application No. 18/831,285

Untitled Application

Unknown

Filed

3600

Examiner

RAPILLO, KRISTINE K

Art Unit

3682

Tech Center

Anuthep Benja-Athon

Assignee

Anuthep Benja-Athon

OA Round

1 (Non-Final)

This examiner grants 28% of cases after interview

— +27.1% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 431 resolved cases, 2023–2026

Examiner Intelligence

RAPILLO, KRISTINE K View full profile →

Grants only 28% of cases

Career Allow Rate

123 granted / 431 resolved

-31.5% vs TC avg

Strong +27% interview lift

Without

With

+27.1%

Interview Lift

resolved cases with interview

Typical timeline

5y 5m

Avg Prosecution

42 currently pending

Career history

473

Total Applications

across all art units

Statute-Specific Performance

§101

31.9%

-8.1% vs TC avg

§103

43.7%

+3.7% vs TC avg

§102

6.8%

-33.2% vs TC avg

§112

15.3%

-24.7% vs TC avg

Black line = Tech Center average estimate • Based on career data from 431 resolved cases

Prosecution Timeline

3600

Application Filed

Sep 18, 2025

Non-Final Rejection (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/733,999

Patent 12603163

SECURE VERIFICATION OF MEDICAL STATUS USING A CONTACTLESS CARD

2y 5m to grant Granted Apr 14, 2026

18/114,368

Patent 12525341

TRANSFORMER-BASED NEURAL NETWORK FOR JOINTLY PREDICTING LENGTH OF STAY AND CRITICAL INTERVENTIONS FOR PATIENTS

2y 5m to grant Granted Jan 13, 2026

17/316,571

Patent 12419585

PATIENT DATA MANAGEMENT SYSTEMS AND CONVERSATIONAL INTERACTION METHODS

2y 5m to grant Granted Sep 23, 2025

17/180,309

Patent 12364816

GLUCOSE LEVEL MANAGEMENT BASED ON FAT CONTENT OF MEALS

2y 5m to grant Granted Jul 22, 2025

17/451,729

Patent 12327637

SEIZURE PREDICTION MACHINE LEARNING MODELS

2y 5m to grant Granted Jun 10, 2025

Study what changed to get past this examiner. Based on 5 most recent grants.

AI Strategy Recommendation

Get an AI-powered prosecution strategy using examiner precedents, rejection analysis, and claim mapping.

Prosecution Projections

1-2

Expected OA Rounds

28%

Grant Probability

56%

With Interview (+27.1%)

5y 5m

Median Time to Grant

Low

PTA Risk

Based on 431 resolved cases by this examiner. Grant probability derived from career allow rate.