Listed by the USPTO as FRUNZI, VICTORIA E.
Tech Center 4100 • Art Units: 3688 3689 4137 4149
This examiner grants 25% of resolved cases
FRUNZI, VICTORIA E. has resolved 308 cases in Tech Center 4100 and Art Unit 3688. The allowance rate is 25.3%, and the median time to allowance is 1351 days. The 24.5% interview lift provides a positive prosecution signal, but it does not remove the need for rigorous claim analysis and a carefully developed response to substantive rejections.
The listed companies are Maplebear Inc., Apple Inc., and Beijing Zitiao Network Technology Co., Ltd. Representative firms include BLANK ROME LLP, Brion Raffoul, and CALDWELL LLC. The profile supports early consideration of interview objectives, amendment limits, and continuation options in light of the recorded allowance rate and extended median timeline.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 17654391 | DYNAMIC METADATA GENERATION AND PROCESSING | Final Rejection | Apple Inc. |
| 18931682 | MULTIMEDIA CONTENT RECOMMENDATION METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM | Final Rejection | Beijing Zitiao Network Technology Co., Ltd. |
| 18598528 | SOCIAL NETWORK INFORMATION BASED RECOMMENDATIONS USING A TRANSFORMER MODEL | Non-Final OA | SONY GROUP CORPORATION |
| 18673194 | ENHANCED CONNECTIVITY PLATFORM FOR DATA SHARING BETWEEN DEVICES AND APPLICATIONS | Non-Final OA | State Farm Mutual Automobile Insurance Company |
| 18510743 | SYSTEMS AND METHODS FOR A BUY NOW, PAY LATER OFFER FINDER SERVICE | Non-Final OA | Mastercard International Incorporated |
| 18654539 | GAS STATION INFORMATION-PROVISION SYSTEM AND METHOD | Non-Final OA | KIA CORPORATION |
| 18747232 | SYSTEMS AND METHODS FOR PROVIDING PERSONALIZED DYNAMIC GAMING EXPERIENCES BASED ON MEDIA CONSUMPTION | Final Rejection | Adeia Guides Inc. |
| 18784007 | ONLINE TRANSACTION METHOD, SYSTEM, AND COMPUTER-READABLE NON-TRANSITORY MEDIUM FOR IDENTIFYING COUNTERFEITS | Final Rejection | eBay Inc. |
| 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 | Non-Final OA | 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 | Final Rejection | 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 | Final Rejection | Maplebear Inc. |
| 18962736 | GENERATING A RECOMMENDATION SYSTEM USING CONFORMAL PREDICTION AND DIFFUSION MODELS | Final Rejection | Dell Products L.P. |
| 18598463 | DATA TRANSMISSION FROM EDGE TO CLOUD USING EDGE-BASED BIDDING | Final Rejection | DELL PRODUCTS L.P. |
| 18183023 | GENERATING ITEM RECOMMENDATIONS UTILIZING A DELAYED IN-SITU RECOMMENDATION ENGINE | Final Rejection | Adobe Inc. |
| 18799682 | ELECTRONIC GAMING SYSTEMS AND METHODS INCLUDING METERING FOR A SIDE BET PROGRESSIVE | Non-Final OA | Aristocrat Technologies, Inc. |
| 18277330 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAM | Final Rejection | Shiseido Company, Ltd. |
| 18795454 | METHODS AND SYSTEMS FOR USING AVATARS AND A SIMULATED CITYSCAPE TO PROVIDE VIRTUAL MARKETPLACE FUNCTIONS | Final Rejection | TAG MultiMedia LLC |
| 18619819 | Item Repacking Interfaces and Digital Transfer Techniques | Non-Final OA | WHATNOT INC. |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy25.3% of resolved applications examined by Victoria E. Frunzi were allowed (308 resolved cases), compared with 33.9% across Art Unit 3688 over the last five years.
This examiner's interview lift is +24.5 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Victoria E. Frunzi took 1,351 days on average from filing to allowance.
Victoria E. Frunzi examines applications in Art Unit 3688 in Tech Center 4100.