Last updated: August 06, 2026

Application No. 17/979,566

USER EXPERIENCE MODELING SYSTEM

Final Rejection

Filed

Nov 02, 2022

Priority

Nov 03, 2021 — provisional 63/275,406

Examiner

CHEN, ALAN S

Art Unit

2125

Tech Center

2100 — Computer Architecture & Software

Assignee

Peircy Inc.

OA Round

2 (Final)

Interview Optional

— +6.3% interview lift. Interview lift (+6.3%) is below the 15.0% threshold. A written response is recommended.

Based on 1141 resolved cases, 2023–2026

Examiner Intelligence

CHEN, ALAN S View full profile →

Grants 91% — above average

Career Allowance Rate

1040 granted / 1141 resolved

+36.1% vs TC avg

Moderate +6% lift

Without

With

+6.3%

Interview Lift

resolved cases with interview

Typical timeline

2y 9m

Avg Prosecution

31 currently pending

Career history

1164

Total Applications

across all art units

Statute-Specific Performance

§101

13.1%

-26.9% vs TC avg

§103

21.8%

-18.2% vs TC avg

§102

37.3%

-2.7% vs TC avg

§112

20.4%

-19.6% vs TC avg

Black line = Tech Center average estimate • Based on career data from 1141 resolved cases

Prosecution Timeline

Nov 02, 2022

Application Filed

Nov 07, 2025

Non-Final Rejection mailed

Feb 09, 2026

Response Filed

Mar 10, 2026

Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/087,958

Patent 12699926

SYSTEM AND METHOD FOR CLASSIFYING DATA SAMPLES

3y 7m to grant Granted Aug 04, 2026

17/565,760

Patent 12694328

AUTOMATIC GENERATION OF TRAINING DATA FOR ANOMALY DETECTION USING OTHER USER'S DATA SAMPLES

4y 7m to grant Granted Jul 28, 2026

17/934,276

Patent 12688422

Generating Pretrained Sparse Student Model for Transfer Learning

3y 10m to grant Granted Jul 21, 2026

18/065,393

Patent 12688418

QUANTIZATION-AWARE TRAINING WITH NUMERICAL OVERFLOW AVOIDANCE FOR NEURAL NETWORKS

3y 7m to grant Granted Jul 21, 2026

18/087,357

Patent 12682225

CLIFFORD NEURAL LAYERS FOR MULTIVECTOR SYSTEM MODELING

3y 6m to grant Granted Jul 14, 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

3-4

Expected OA Rounds

91%

Grant Probability

97%

With Interview (+6.3%)

2y 9m (~0m remaining)

Median Time to Grant

Moderate

PTA Risk

Based on 1141 resolved cases by this examiner. Grant probability derived from career allowance rate.