Prosecution Insights
Last updated: October 02, 2026

Examiner: CHOWDHURY, SUMAIR RASHED

Tech Center 4100 • Art Units: 4100

This examiner grants 0% of resolved cases

Performance Statistics

—
Allow Rate
-60.0% vs TC avg
4
Total Applications
—
Interview Lift
0
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

15.0%
§101 Eligibility
10.0%
§102 Novelty
65.0%
§103 Obviousness
5.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18379040 METHOD AND SYSTEM FOR SUPERVISED GENERATIVE OPTIMIZATION FOR SYNTHETIC DATA GENERATION Non-Final OA JPMorgan Chase Bank, N.A.
18489249 SYSTEMS AND METHODS FOR IDENTIFYING SUBSTITUTES USING LEARNING-TO-RANK Non-Final OA Walmart Apollo, LLC
18478811 TEMPLATE-BASED TUNING OF A GENERATIVE MACHINE LEARNING MODEL FOR PERFORMING NATURAL LANGUAGE TASKS Non-Final OA Amazon Technologies, Inc.
18487460 SYSTEM AND METHOD FOR CONSISTENT CONTENT CATEGORIZATION VIA GENERATIVE AI Non-Final OA YAHOO ASSETS LLC

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