Prosecution Insights
Last updated: August 17, 2026

Examiner: FRUNZI, VICTORIA E.

Tech Center 4100 • Art Units: 3688 3689 4137 4149

This examiner grants 25% of resolved cases

Performance Statistics

25.2%
Allow Rate
-34.8% vs TC avg
345
Total Applications
+24.7%
Interview Lift
1361
Avg Prosecution Days
Based on 298 resolved cases, 2023–2026

Rejection Statute Breakdown

37.7%
§101 Eligibility
9.5%
§102 Novelty
38.1%
§103 Obviousness
11.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17654391 DYNAMIC METADATA GENERATION AND PROCESSING Non-Final OA Apple Inc.
18510743 SYSTEMS AND METHODS FOR A BUY NOW, PAY LATER OFFER FINDER SERVICE Final Rejection Mastercard International Incorporated
18931682 MULTIMEDIA CONTENT RECOMMENDATION METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM Non-Final OA Beijing Zitiao Network Technology Co., Ltd.
19055177 CONSUMABLES ORDERING SYSTEM THAT KEEPS FROM ORDERING CONSUMABLES WHEN ORDER THEREOF IS PROHIBITED, AND ORDERS CONSUMABLES WHEN ORDER THEREOF IS NOT PROHIBITED, AND COMPUTER-READABLE, NON-TRANSITORY RECORDING MEDIUM HAVING CONSUMABLES ORDERING PROGRAM RECORDED THEREON Non-Final OA KYOCERA Document Solutions Inc.
18011787 SYSTEMS AND METHODS FOR CONTROLLING THE MERCHANDISE BEING DELIVERED TO DISTRIBUTION CENTERS Final Rejection Walmart Apollo, LLC
18673194 ENHANCED CONNECTIVITY PLATFORM FOR DATA SHARING BETWEEN DEVICES AND APPLICATIONS Non-Final OA State Farm Mutual Automobile Insurance Company
18967678 AUTOMATIC SELECTION OF DYNAMIC DATA ENTRIES FOR MULTIPLE DYNAMIC DATABASES Non-Final OA Maplebear Inc.
18775459 Using a Machine Learning Model to Recommend Items from an Image of a Checkout Line Captured by a Client Device of a Picker Fulfilling an Order Final Rejection Maplebear Inc.
18642365 DETECTING ERRORS IN DELIVERED ORDERS USING IMAGE ANALYSIS Final Rejection Maplebear Inc.
18631964 PERSONALIZED RECOMMENDATION OF COMPLEMENTARY ITEMS TO A USER FOR INCLUSION IN AN ORDER FOR FULFILLMENT BY AN ONLINE CONCIERGE SYSTEM BASED ON EMBEDDINGS FOR A USER AND FOR ITEMS Final Rejection Maplebear Inc.
18587668 Identifying Purpose of an Order or Application Session Using Large Language Machine-Learned Models Non-Final OA Maplebear Inc.
18495651 TRAINED COMPUTER MODEL FOR GENERATING AGGREGATED HEALTH SCORE FOR A BUSINESS USER OF AN ONLINE SYSTEM Final Rejection Maplebear Inc.
18234070 RECOMMENDING ITEMS OR RECIPES BASED ON HEALTH CONDITIONS ASSOCIATED WITH ONLINE SYSTEM USERS Non-Final OA Maplebear Inc.
18747145 PROGRESSIVE DECISIONING OF BEHAVIORAL RISK BY DYNAMICALLY ANALYZING AND SYNTHESIZING BEHAVIORAL FRAUD PATTERN Non-Final OA eBay Inc.
18183023 GENERATING ITEM RECOMMENDATIONS UTILIZING A DELAYED IN-SITU RECOMMENDATION ENGINE Final Rejection Adobe Inc.
18962736 GENERATING A RECOMMENDATION SYSTEM USING CONFORMAL PREDICTION AND DIFFUSION MODELS Non-Final OA Dell Products L.P.
18598463 DATA TRANSMISSION FROM EDGE TO CLOUD USING EDGE-BASED BIDDING Non-Final OA DELL PRODUCTS L.P.
18164463 SOCIAL SHOPPING LIST MESSAGE AND PAYMENT AUTHORIZATION Non-Final OA Toshiba Global Commerce Solutions, Inc.

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