Last updated: July 17, 2026

Application No. 18/475,873

AI/ML OPERATION IN SINGLE AND MULTI-VENDOR SCENARIOS

Non-Final OA

Filed

Sep 27, 2023

Priority

Sep 29, 2022 — IN 202241055939

Examiner

SALOMON, PHENUEL S

Art Unit

2146

Tech Center

2100 — Computer Architecture & Software

Assignee

Nokia Corporation

OA Round

1 (Non-Final)

Interview Optional

— +17.7% interview lift. Examiner has a relatively high allowance rate (73%); +17.7% interview lift. A written response may suffice.

Based on 729 resolved cases, 2023–2026

Examiner Intelligence

SALOMON, PHENUEL S View full profile →

Grants 73% — above average

Career Allowance Rate

529 granted / 729 resolved

+17.6% vs TC avg

Strong +18% interview lift

Without

With

+17.7%

Interview Lift

resolved cases with interview

Typical timeline

3y 4m

Avg Prosecution

13 currently pending

Career history

747

Total Applications

across all art units

Statute-Specific Performance

§101

2.6%

-37.4% vs TC avg

§103

86.1%

+46.1% vs TC avg

§102

7.8%

-32.2% vs TC avg

§112

0.9%

-39.1% vs TC avg

Black line = Tech Center average estimate • Based on career data from 729 resolved cases

Prosecution Timeline

Sep 27, 2023

Application Filed

Apr 23, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/771,137

Patent 12676213

TARGET-TO-CATALYST TRANSLATION NETWORKS

4y 2m to grant Granted Jul 07, 2026

17/398,750

Patent 12670371

METHOD AND DEVICE FOR OPERATOR REGISTRATION PROCESSING BASED ON DEEP LEARNING AND ELECTRONIC DEVICE

4y 10m to grant Granted Jun 30, 2026

18/064,598

Patent 12664469

GENERATING SEGMENTS BASED ON PROPENSITY SCORES CONFIGURED VIA A TEMPLATED MODEL BUILDER EXPERIENCE

3y 6m to grant Granted Jun 23, 2026

17/248,906

Patent 12657452

PIPELINES FOR EFFICIENT TRAINING AND DEPLOYMENT OF MACHINE LEARNING MODELS

5y 4m to grant Granted Jun 16, 2026

17/075,797

Patent 12632720

EVALUATING SYSTEM GENERATED HISTORICAL TRANSACTION TIMELINE IMAGES

5y 7m to grant Granted May 19, 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

73%

Grant Probability

90%

With Interview (+17.7%)

3y 4m (~6m remaining)

Median Time to Grant

Low

PTA Risk

Based on 729 resolved cases by this examiner. Grant probability derived from career allowance rate.