Last updated: July 17, 2026

Application No. 19/232,701

GENERATING MULTI-PERSPECTIVE RESPONSES BY ASSISTANT SYSTEMS

Non-Final OA

Filed

Jun 09, 2025

Priority

Dec 06, 2021 — continuation of 11/715,289 +1 more

Examiner

ARJOMANDI, NOOSHA

Art Unit

2166

Tech Center

2100 — Computer Architecture & Software

Assignee

Meta Platforms Technologies LLC

OA Round

1 (Non-Final)

Interview Optional

— +10.0% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 86% grant rate with +10.0% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 643 resolved cases, 2023–2026

Examiner Intelligence

ARJOMANDI, NOOSHA View full profile →

Grants 86% — above average

Career Allowance Rate

554 granted / 643 resolved

+31.2% vs TC avg

Moderate +10% lift

Without

With

+10.0%

Interview Lift

resolved cases with interview

Typical timeline

2y 10m

Avg Prosecution

14 currently pending

Career history

657

Total Applications

across all art units

Statute-Specific Performance

§101

5.2%

-34.8% vs TC avg

§103

74.5%

+34.5% vs TC avg

§102

13.2%

-26.8% vs TC avg

§112

1.2%

-38.8% vs TC avg

Black line = Tech Center average estimate • Based on career data from 643 resolved cases

Prosecution Timeline

Jun 09, 2025

Application Filed

Apr 13, 2026

Non-Final Rejection mailed

Jul 09, 2026

Applicant Interview (Telephonic)

Jul 09, 2026

Examiner Interview Summary

Precedent Cases

Applications granted by this same examiner with similar technology

18/818,060

Patent 12682322

SYSTEMS AND METHODS TO GENERATE RECORDS WITHIN A COLLABORATION ENVIRONMENT

1y 10m to grant Granted Jul 14, 2026

18/227,061

Patent 12675674

METHOD AND SYSTEM FOR LATENCY OPTIMIZED HETEROGENEOUS DEPLOYMENT OF CONVOLUTIONAL NEURAL NETWORK

2y 11m to grant Granted Jul 07, 2026

17/655,187

Patent 12657526

ANNOTATION SCHEDULING WITH GROUND TRUTH CONSISTENCY

4y 3m to grant Granted Jun 16, 2026

17/664,896

Patent 12657510

Dynamic Multi-tenant Data Platform for Machine Learning Modeling and Visualization

4y 0m to grant Granted Jun 16, 2026

18/147,572

Patent 12656146

METHOD AND APPARATUS FOR DEVICE PROBE POINT DATA OBJECT DETERMINATIONS AND VALIDATIONS

3y 5m 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

86%

Grant Probability

96%

With Interview (+10.0%)

2y 10m (~1y 8m remaining)

Median Time to Grant

Low

PTA Risk

Based on 643 resolved cases by this examiner. Grant probability derived from career allowance rate.