Prosecution Insights
Last updated: August 17, 2026

Examiner: AHMED, SYED RAYHAN

Tech Center 4100 • Art Units: 2126 2168 4100

This examiner grants 74% of resolved cases

Performance Statistics

73.7%
Allow Rate
+13.7% vs TC avg
41
Total Applications
+34.4%
Interview Lift
1527
Avg Prosecution Days
Based on 19 resolved cases, 2023–2026

Rejection Statute Breakdown

31.9%
§101 Eligibility
4.5%
§102 Novelty
54.1%
§103 Obviousness
7.6%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17738555 DEVICE AND COMPUTER IMPLEMENTED METHOD FOR AUTOMATICALLY GENERATING NEGATIVE SAMPLES FOR TRAINING KNOWLEDGE GRAPH EMBEDDING MODELS Final Rejection Robert Bosch GmbH
17945391 SYSTEMS AND METHODS FOR SUCCESSIVE FEATURE IMPUTATION USING MACHINE LEARNING Final Rejection Capital One Services, LLC
18209024 EFFICIENT DATA DISTRIBUTION PRESERVING TRAINING PARADIGM Final Rejection Oracle International Corporation
17897760 EXTRACTING AND TRANSFERRING FEATURE REPRESENTATIONS BETWEEN MODELS Non-Final OA Snowflake Inc.
17592186 ENHANCING NEURAL-BASED PREDICTION OF MULTI-DIMENSIONAL DATA VIA INFLUENCE AND DATA AUGMENTATION Final Rejection ADOBE INC.
18384314 CHARACTERIZING ACTIVATION SPACES IN NEURAL NETWORKS USING COMPRESSED HISTOGRAMS Non-Final OA International Business Machines Corporation

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