Prosecution Insights
Last updated: May 29, 2026

Examiner: FRUNZI, VICTORIA E.

Tech Center 4100 • Art Units: 3688 3689 4137 4149

This examiner grants 25% of resolved cases

Performance Statistics

24.7%
Allow Rate
-35.3% vs TC avg
339
Total Applications
+24.4%
Interview Lift
1369
Avg Prosecution Days
Based on 291 resolved cases, 2023–2026

Rejection Statute Breakdown

17.8%
§101 Eligibility
8.3%
§102 Novelty
71.4%
§103 Obviousness
1.8%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18598528 SOCIAL NETWORK INFORMATION BASED RECOMMENDATIONS USING A TRANSFORMER MODEL Final Rejection SONY GROUP CORPORATION
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
18931682 MULTIMEDIA CONTENT RECOMMENDATION METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM Non-Final OA Beijing Zitiao Network Technology Co., Ltd.
18510743 SYSTEMS AND METHODS FOR A BUY NOW, PAY LATER OFFER FINDER SERVICE Non-Final OA Mastercard International Incorporated
18587653 PRODUCT COMPARISON AND UPGRADE IN A VIRTUAL ENVIRONMENT Final Rejection Apple Inc.
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
18673194 ENHANCED CONNECTIVITY PLATFORM FOR DATA SHARING BETWEEN DEVICES AND APPLICATIONS Final Rejection State Farm Mutual Automobile Insurance Company
18747232 SYSTEMS AND METHODS FOR PROVIDING PERSONALIZED DYNAMIC GAMING EXPERIENCES BASED ON MEDIA CONSUMPTION Non-Final OA Adeia Guides Inc.
18183023 GENERATING ITEM RECOMMENDATIONS UTILIZING A DELAYED IN-SITU RECOMMENDATION ENGINE Non-Final OA Adobe 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.
18619819 Item Repacking Interfaces and Digital Transfer Techniques Final Rejection WHATNOT INC.
18896787 SYSTEM AND METHOD FOR FACILITATING A CONNECTION OF TWO PARTIES Non-Final OA Gitcha LLC
18516112 METHODS AND DEVICES FOR EXPLORING AN N-DIMENSIONAL EMBEDDING SPACE USING A NAVIGATION-BASED RECOMMENDER Final Rejection Shopify Inc.
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.
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
18214150 MACHINE-LEARNED MODEL FOR PERSONALIZING SERVICE OPTIONS IN AN ONLINE CONCIERGE SYSTEM USING LOCATION FEATURES Final Rejection Maplebear Inc. (dba Instacart)

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