Prosecution Insights
Last updated: April 19, 2026

Examiner: FRUNZI, VICTORIA E.

Tech Center 4100 • Art Units: 3688 3689 4137 4149

This examiner grants 24% of resolved cases

Performance Statistics

23.9%
Allow Rate
-36.1% vs TC avg
334
Total Applications
+23.8%
Interview Lift
1553
Avg Prosecution Days
Based on 284 resolved cases, 2023–2026

Rejection Statute Breakdown

35.9%
§101 Eligibility
10.7%
§102 Novelty
38.3%
§103 Obviousness
10.9%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18011787 SYSTEMS AND METHODS FOR CONTROLLING THE MERCHANDISE BEING DELIVERED TO DISTRIBUTION CENTERS Final Rejection Walmart Apollo, LLC
18612077 FITTING ROOM SYSTEM, FITTING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM Final Rejection NEC Corporation
18274657 PRODUCT DESIGN GENERATION SUPPORT DEVICE, PRODUCT DESIGN GENERATION SUPPORT METHOD AND COMPUTER READABLE MEDIUM Final Rejection NEC Corporation
18273905 SALES INFORMATION PROCESSING APPARATUS, SALES INFORMATION PROCESSING METHOD, AND NON-TRANSITORY STORAGE MEDIUM Final Rejection NEC Corporation
18644023 PERSONALIZING ARTICLES USING GENERATIVE ARTIFICIAL INTELLIGENCE Final Rejection MASTERCARD INTERNATIONAL INCORPORATED
18510743 SYSTEMS AND METHODS FOR A BUY NOW, PAY LATER OFFER FINDER SERVICE Non-Final OA Mastercard International Incorporated
17638598 COMMODITY EXCHANGE SYSTEM, COMMODITY EXCHANGE METHOD, AND COMMODITY EXCHANGE PROGRAM Non-Final OA Kristopher Andrew TATE
18598657 SYSTEM PRESENTING INFORMATION TO A USER BASED ON USER REQUEST Final Rejection TOYOTA JIDOSHA KABUSHIKI KAISHA
18747232 SYSTEMS AND METHODS FOR PROVIDING PERSONALIZED DYNAMIC GAMING EXPERIENCES BASED ON MEDIA CONSUMPTION Non-Final OA Adeia Guides Inc.
18239205 SYSTEM AND METHOD FOR CREATING VIRTUAL REALITY STORES OPTIMIZED FOR PRODUCT USES Non-Final OA Adeia Guides Inc.
18183023 GENERATING ITEM RECOMMENDATIONS UTILIZING A DELAYED IN-SITU RECOMMENDATION ENGINE Non-Final OA Adobe Inc.
18619819 Item Repacking Interfaces and Digital Transfer Techniques Final Rejection WHATNOT INC.
18747145 PROGRESSIVE DECISIONING OF BEHAVIORAL RISK BY DYNAMICALLY ANALYZING AND SYNTHESIZING BEHAVIORAL FRAUD PATTERN Final Rejection eBay Inc.
18519794 GENERATING REPLACEMENT QUERIES FOR ALTERNATE LISTINGS WITH DESIRED ITEM ATTRIBUTES Final Rejection eBay Inc.
18384956 Dynamic Generation of User Interface Elements Non-Final OA eBay Inc.
18896787 SYSTEM AND METHOD FOR FACILITATING A CONNECTION OF TWO PARTIES Non-Final OA Gitcha LLC
18149137 Intelligent Item Tracking and Expedited Item Reordering by Stakeholders Final Rejection Staples, Inc.
18795454 METHODS AND SYSTEMS FOR USING AVATARS AND A SIMULATED CITYSCAPE TO PROVIDE VIRTUAL MARKETPLACE FUNCTIONS Non-Final OA TAG MultiMedia LLC
17839069 METHODS AND SYSTEMS FOR USING AVATARS AND A SIMULATED CITYSCAPE TO PROVIDE VIRTUAL MARKETPLACE FUNCTIONS Final Rejection TAG MultiMedia LLC
18792939 GENERALIZED ENTERPRISE CATALOG CLASSIFICATION FOR SHORTHAND ITEMDESCRIPTORS Non-Final OA Punchh Inc.
18793019 SYSTEMS AND METHODS FOR RAPID TRAVERSAL OF A DYNAMIC SEARCH TREE Non-Final OA Anmarth, LLC
18414503 DUPLICATE PURCHASE ALERT IN AN ELECTRONIC DEVICE Final Rejection MOTOROLA MOBILITY LLC
18523334 SYSTEM AND METHOD OF GENERATING DIGITAL ITEM RECOMMENDATIONS Non-Final OA Direct Cursus Technology L.L.C
18606383 CONTEXT-AWARE PERSONALIZATION AND MULTI-FUNCTIONAL SERVICE DELIVERY IN VEHICLE SYSTEMS Final Rejection Applied Electric Vehicles Ltd
18164463 SOCIAL SHOPPING LIST MESSAGE AND PAYMENT AUTHORIZATION Final Rejection Toshiba Global Commerce Solutions, Inc.
18277330 INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAM Final Rejection Shiseido Company, Ltd.
18699637 METHOD FOR LOGICALLY LINKING AN ELECTRONIC DISPLAY UNIT TO A PRODUCT Non-Final OA VusionGroup SA
17799427 SYSTEM AND METHOD FOR PRODUCT PLACEMENT Final Rejection UNEFI INC.

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