Prosecution Insights
Last updated: October 02, 2026

Examiner: COHEN, ZARED ORION

Tech Center 4100 • Art Units: 4100

This examiner grants 0% of resolved cases

Performance Statistics

—
Allow Rate
-60.0% vs TC avg
2
Total Applications
—
Interview Lift
0
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

19.1%
§101 Eligibility
9.5%
§102 Novelty
54.8%
§103 Obviousness
16.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18513849 SYSTEM AND METHOD FOR TRAINING A MACHINE LEARNING MODEL Non-Final OA Sony Interactive Entertainment Inc.
18478817 UTILIZING LARGE GENERATIVE MODELS TO IMPROVE BAD-QUALITY AND SUBJECTIVE DATA Non-Final OA Microsoft Technology Licensing, LLC
18442804 Incident & Problem Management Data Accuracy Using Generative AI Non-Final OA Bank of America Corporation
18656147 ANALYSIS-DRIVEN AUTOMATED INFRASTRUCTURE UPGRADES FOR DATA CENTER SERVERS Non-Final OA Dell Products L.P.
18431258 UNSUPERVISED DOMAIN ADAPTATION USING PROMPT LEARNING IN EDGE DEVICES Non-Final OA Dell Products L.P.
18493042 OPTIMIZING LOSSY COMPRESSION FOR BLACK-BOX CLASSIFICATION MODELS WITH LABEL-LESS DATA Non-Final OA Dell Products L.P.

Facing This Examiner?

IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.

Build Your Strategy

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month