Prosecution Insights
Last updated: April 19, 2026

Examiner: SHAIKH, ZEESHAN MAHMOOD

Tech Center 2600 • Art Units: 2658

This examiner grants 52% of resolved cases

Performance Statistics

51.6%
Allow Rate
-10.4% vs TC avg
63
Total Applications
+55.0%
Interview Lift
1177
Avg Prosecution Days
Based on 31 resolved cases, 2023–2026

Rejection Statute Breakdown

25.7%
§101 Eligibility
17.3%
§102 Novelty
45.8%
§103 Obviousness
5.8%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18689216 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAM Non-Final OA SONY GROUP CORPORATION
18651312 SYSTEM AND METHOD FOR MULTILINGUAL SPEECH-TO-SPEECH TRANSLATION WITH SPEECH REFINEMENT USING COMBINED MACHINE LEARNING MODELS Non-Final OA Sanas.ai Inc.
18728919 EFFICIENT LOUDSPEAKER SURFACE SEARCH FOR MULTICHANNEL LOUDSPEAKER SYSTEMS Non-Final OA NOKIA TECHNOLOGIES OY
18486543 COMPUTER-BASED PRIVACY FOR A CHAT GROUP IN A VIRTUAL ENVIRONMENT Final Rejection International Business Machines Corporation
17563191 METHOD AND SYSTEM FOR CONFIDENTIAL SENTIMENT ANALYSIS Non-Final OA STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY
18164373 GENERATING USER-SPECIFIC SYNTHETIC CONTENT UTILIZING MACHINE LEARNING WITH USER CREATED CONTENT ITEMS Final Rejection Dropbox, Inc.
17727015 ATTRIBUTE AND RATING CO-EXTRACTION Final Rejection LEMON INC.
17889166 SYSTEMS AND METHODS FOR ZERO-SHOT TEXT CLASSIFICATION WITH A CONFORMAL PREDICTOR Final Rejection Salesforce, Inc.
18679297 MULTILINGUAL SUPPORT USING LLM FOR DOCUMENT INFORMATION EXTRACTION Non-Final OA SAP SE
18677658 BUILDING MANAGEMENT SYSTEM WITH BUILDING EQUIPMENT SERVICING Non-Final OA Tyco Fire & Security GmbH
17906197 Methods and Systems for Tracking User Attention in Conversational Agent Systems Final Rejection Solventum Intellectual Properties Company
18045519 SYSTEMS AND METHODS FOR RULES-BASED MAPPING OF ANSWER SCRIPTS TO MARKERS Non-Final OA Tata Consultancy Services Limited
18744434 SMART DISPATCHER IN A COMPOSITE ARTIFICIAL INTELLIGENCE (AI) SYSTEM Non-Final OA Intuit, Inc.
18520701 GENERATIVE ARTIFICIAL INTELLIGENCE (AI) BASED INFORMATION RETRIEVAL Final Rejection ACCENTURE GLOBAL SOLUTIONS LIMITED
17987034 METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR SPEECH SYNTHESIS Final Rejection Dell Products L.P.
17849306 VOICE TRANSCRIPTION FEEDBACK FOR VIRTUAL MEETINGS Non-Final OA Zoom Video Communications, Inc.
17999853 INFORMATION SEARCH SYSTEM Non-Final OA JFE STEEL CORPORATION
18467762 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING COMPUTER PROGRAM PRODUCT Final Rejection TOSHIBA DIGITAL SOLUTIONS CORPORATION
18646493 ACTIVE VOICE LIVENESS DETECTION SYSTEM Non-Final OA Pindrop Security, Inc.
17491312 ENROLLMENT AND AUTHENTICATION OVER A PHONE CALL IN CALL CENTERS Non-Final OA PINDROP SECURITY, INC.

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