Prosecution Insights
Last updated: May 29, 2026

Examiner: CARVALHO, ERROL A

Tech Center 3600 • Art Units: 3621 3622 3688

This examiner grants 15% of resolved cases

Performance Statistics

15.3%
Allow Rate
-36.7% vs TC avg
313
Total Applications
+18.5%
Interview Lift
1447
Avg Prosecution Days
Based on 275 resolved cases, 2023–2026

Rejection Statute Breakdown

22.2%
§101 Eligibility
3.9%
§102 Novelty
71.0%
§103 Obviousness
2.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17448773 MACHINE LEARNING MODEL FOR PREDICTING AN ACTION Final Rejection Capital One Services, LLC
17496693 SYSTEMS AND METHODS FOR PRE-PAYMENT INCENTIVE MANAGEMENT Final Rejection MASTERCARD INTERNATIONAL INCORPORATED
18420546 DETERMINING USER INTENT FROM CHATBOT INTERACTIONS Final Rejection SNAP INC.
18602361 PREDICTION TOOL FOR SUGGESTING CONTENT FOR USERS Non-Final OA Microsoft Technology Licensing, LLC
17667337 DATA PROCESSING METHOD, APPARATUS, STORAGE MEDIUM, AND DEVICE Non-Final OA TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED
17836391 SYSTEMS AND METHODS FOR COMPOSING A MEDIA FEED FOR A TARGET USER BY SELECTING MEDIA ASSETS THAT SHARE CONGRUENT OBJECTS WITH A SECONDARY CONTENT ITEM Non-Final OA Adeia Guides Inc.
18634691 DYNAMIC SECONDARY CONTENT SELECTION AND OPTIMIZATION Non-Final OA DISH Network Technologies India Private Limited
17802120 SYSTEMS AND METHODS FOR EVENT RECOMMENDATION Non-Final OA Zoom Video Communications, Inc.
18968195 ARTIFICIAL INTELLIGENCE (AI)-POWERED PROFESSIONAL NETWORKING PLATFORM WITH ENHANCED MATCHING Non-Final OA EPIQ CREATIVE GROUP, INC.
18785597 System and Method for Generating a Rebate for an Electronic Commerce Transaction Non-Final OA Rebate Rumble Inc.
18766829 AUTOMATED ACTIONABLE INSIGHTS AND CONTENT GENERATION BASED UPON LARGE LANGUAGE MODELS, MULTI-VIEW MACHINE LEARNING, AND GENERATIVE AI Final Rejection Aleksandr FARSEEV
17232593 Removing Bias from Artificial Intelligence Models Final Rejection Aible Inc.
18664899 METHOD OF AND SYSTEM FOR PROVIDING PERSONALIZED RECOMMENDATIONS IN REAL-TIME Final Rejection POLYMATIKS LTD.
17399884 APPLICATION USER JOURNEY MANAGEMENT Non-Final OA Avast Software s.r.o.
17898121 ONLINE SYSTEM WITH BROWSER EXECUTABLE Non-Final OA Massachusetts Mutual Life Insurance Company
17442965 MANAGING ROOM-BASED HOTEL COMMUNICATION TERMINAL CONTENT BASED ON GUEST INFORMATION Non-Final OA The Hotel Communication Network, Inc.

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