Last updated: July 07, 2026

Application No. 19/246,924

Untitled Application

Unknown

Filed

2100

Priority

Sep 24, 2019 — provisional 62/905,053 +1 more

Examiner

AGHARAHIMI, FARHAD

Art Unit

2161

Tech Center

Microsoft Technology Licensing, LLC

Assignee

Microsoft Technology Licensing, LLC

OA Round

1 (Non-Final)

Interview Optional

— +14.0% interview lift. Interview lift (+14.0%) is below the 15.0% threshold. A written response is recommended.

Based on 276 resolved cases, 2023–2026

Examiner Intelligence

AGHARAHIMI, FARHAD View full profile →

Grants 70% — above average

Career Allowance Rate

194 granted / 276 resolved

+10.3% vs TC avg

Moderate +14% lift

Without

With

+14.0%

Interview Lift

resolved cases with interview

Typical timeline

3y 3m

Avg Prosecution

16 currently pending

Career history

305

Total Applications

across all art units

Statute-Specific Performance

§101

4.0%

-36.0% vs TC avg

§103

93.2%

+53.2% vs TC avg

§102

0.7%

-39.3% vs TC avg

§112

0.7%

-39.3% vs TC avg

Black line = Tech Center average estimate • Based on career data from 276 resolved cases

Prosecution Timeline

2100

Application Filed

Jul 01, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/938,849

Patent 12619579

Encoding / Decoding System and Method

3y 7m to grant Granted May 05, 2026

17/731,056

Patent 12608279

UTILIZING FIXED-SIZED AND VARIABLE-LENGTH DATA CHUNKS TO PERFORM SOURCE SIDE DEDUPLICATION

3y 12m to grant Granted Apr 21, 2026

18/208,601

Patent 12602424

PROACTIVE PERSONALIZATION OF MULTIMEDIA CONTENT AND DIALOG CONTENT THROUGH UTILIZATION OF LARGE LANGUAGE MODEL(S)

2y 10m to grant Granted Apr 14, 2026

18/908,565

Patent 12586347

SCALABLE PIPELINE FOR MACHINE LEARNING-BASED BASE-VARIANT GROUPING

1y 5m to grant Granted Mar 24, 2026

18/833,611

Patent 12541556

DISTRIBUTED GRAPH EMBEDDING-BASED FEDERATED GRAPH CLUSTERING METHOD, APPARATUS, AND READABLE STORAGE MEDIUM

1y 6m to grant Granted Feb 03, 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

84%

With Interview (+14.0%)

3y 3m

Median Time to Grant

Low

PTA Risk

Based on 276 resolved cases by this examiner. Grant probability derived from career allowance rate.