Last updated: July 10, 2026

Application No. 18/930,426

Untitled Application

Unknown

Filed

2400

Priority

Sep 18, 2024 — provisional 63/696,062

Examiner

OSMAN, RAMY M

Art Unit

2457

Tech Center

Shopify Inc.

Assignee

Shopify Inc.

OA Round

1 (Non-Final)

Interview Optional

— -9.0% interview lift. Interview lift (-9.0%) is below the 15.0% threshold. A written response is recommended.

Based on 744 resolved cases, 2023–2026

Examiner Intelligence

OSMAN, RAMY M View full profile →

Grants 79% — above average

Career Allowance Rate

588 granted / 744 resolved

+19.0% vs TC avg

Minimal -9% lift

Without

With

+-9.0%

Interview Lift

resolved cases with interview

Typical timeline

3y 3m

Avg Prosecution

31 currently pending

Career history

781

Total Applications

across all art units

Statute-Specific Performance

§101

2.3%

-37.7% vs TC avg

§103

64.0%

+24.0% vs TC avg

§102

26.1%

-13.9% vs TC avg

§112

2.7%

-37.3% vs TC avg

Black line = Tech Center average estimate • Based on career data from 744 resolved cases

Prosecution Timeline

2400

Application Filed

Apr 24, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/864,157

Patent 12671689

NETWORK DEVICE IDENTIFICATION

3y 11m to grant Granted Jun 30, 2026

17/974,998

Patent 12671738

COMMUNICATION METHOD, APPARATUS, AND SYSTEM

3y 8m to grant Granted Jun 30, 2026

17/079,841

Patent 12665929

Contextual Data Security

5y 8m to grant Granted Jun 23, 2026

18/353,430

Patent 12665739

SIMD INTERACTIVE COMPARISON USING GARBLED CIRCUITS AND INTERACTIVE BOOTSTRAPPING FOR HOMOMORPHIC ENCRYPTION

2y 11m to grant Granted Jun 23, 2026

18/381,832

Patent 12665804

TESTING FRAMEWORK FOR LANGUAGE MODEL-BASED COMPUTER NETWORK TROUBLESHOOTING AGENTS

2y 8m to grant Granted Jun 23, 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

79%

Grant Probability

70%

With Interview (-9.0%)

3y 3m

Median Time to Grant

Low

PTA Risk

Based on 744 resolved cases by this examiner. Grant probability derived from career allowance rate.