Prosecution Insights
Last updated: August 17, 2026

Examiner: PATEL, SHREYANS A

Tech Center 2600 • Art Units: 2129 2653 2654 2656 2657 2659

This examiner grants 89% of resolved cases

Performance Statistics

88.6%
Allow Rate
+26.6% vs TC avg
457
Total Applications
+8.5%
Interview Lift
751
Avg Prosecution Days
Based on 411 resolved cases, 2023–2026

Rejection Statute Breakdown

26.4%
§101 Eligibility
21.4%
§102 Novelty
41.1%
§103 Obviousness
1.6%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18926883 RESAMPLING OUTPUT SIGNALS OF QMF BASED AUDIO CODEC Non-Final OA Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.
18951572 Injecting Text in Self-Supervised Speech Pre-training Non-Final OA Google LLC
18797760 MULTILINGUAL SPEECH SYNTHESIS AND CROSS-LANGUAGE VOICE CLONING Final Rejection Google LLC
18796738 Variational Embedding Capacity in Expressive End-to-End Speech Synthesis Non-Final OA Google LLC
18680127 METHOD AND APPARATUS FOR EXTRACTING TO-DO ITEM, DEVICE, AND STORAGE MEDIUM Non-Final OA Beijing Zitiao Network Technology Co., Ltd.
18662533 METHOD AND APPARATUS FOR SELF-CONSISTENCY BOOSTS CALIBRATION FOR MATH REASONING Non-Final OA Tencent America LLC
18702794 PRESENTATION EVALUATION DEVICE Non-Final OA INTERACTIVE SOLUTIONS CORP.
18899446 NATURAL LANGUAGE BASED CHAT INTERFACE FOR TASKS Non-Final OA Amazon Technologies, Inc.
18817443 SYNTHETIC SPEECH PROCESSING Final Rejection Amazon Technologies, Inc.
18740185 ENTITY AWARE SUMMARIZATION USING DIRECTIONAL STIMULUS PROMPTING Final Rejection Oracle International Corporation
18748642 METHOD AND APPARATUS FOR INVOKING A PLUGIN OF A LARGE LANGUAGE MODEL, DEVICE, AND STORAGE MEDIUM Non-Final OA Beijing Baidu Netcom Science Technology Co., Ltd.
18121053 METHOD AND APPARATUS FOR PROCESSING DIALOGUE, ELECTRONIC DEVICE, AND STORAGE MEDIUM Final Rejection BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD.
18749630 Execution Methods of a Machine Learning Model Final Rejection MEDIATEK INC.
18916682 IMPROVED RETRIEVAL AUGMENTED GENERATION LANGUAGE MODEL SYSTEM Non-Final OA Intuit Inc.
18618788 PRESERVING STATIC CONTENT IN GENERATIVE AI APPLICATIONS USING LARGE LANGUAGE MODELS Final Rejection NVIDIA Corporation
18457221 UNSUPERVISED ALIGNMENT FOR TEXT TO SPEECH SYNTHESIS USING NEURAL NETWORKS Non-Final OA Nvidia Corporation
18449969 UNSUPERVISED ALIGNMENT FOR TEXT TO SPEECH SYNTHESIS USING NEURAL NETWORKS Non-Final OA Nvidia Corporation
18334752 SPEECH PROCESSING USING MACHINE LEARNING FOR CONVERSATIONAL AI SYSTEMS AND APPLICATIONS Non-Final OA NVIDIA Corporation
18652990 PAUSE-BASED TEXT-TO-SPEECH PROCESSING FOR DIGITAL HUMANS 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