Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 3688 3689 4137 4149
This examiner grants 25% of resolved cases
Victoria E. Frunzi is an examiner in Tech Center 4100 and Art Unit 3688. She has 303 resolved cases. The allowance rate pct is 25.4, which indicates a challenging environment for applicants. The median days to allowance is 1353, reflecting the time required to navigate this rigorous examination process.
The interview lift pct is 24.4. This metric shows that interviews are a valuable tool, nearly doubling the probability of success when compared to the base 25.4 allowance rate pct. Practitioners should consider the 24.4 interview lift pct as a central part of their strategy to overcome rejections in Art Unit 3688.
With 303 resolved cases, the examiner has an established record. The 1353 median days to allowance is a consistent benchmark for pendency. Given the 25.4 allowance rate pct, applicants should be prepared for a detailed prosecution and use the 24.4 interview lift pct to clarify technical points with the examiner.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 17654391 | DYNAMIC METADATA GENERATION AND PROCESSING | Final Rejection | Apple Inc. |
| 18799682 | ELECTRONIC GAMING SYSTEMS AND METHODS INCLUDING METERING FOR A SIDE BET PROGRESSIVE | Final Rejection | Aristocrat Technologies, Inc. |
| 18510743 | SYSTEMS AND METHODS FOR A BUY NOW, PAY LATER OFFER FINDER SERVICE | Non-Final OA | Mastercard International Incorporated |
| 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. |
| 18747232 | SYSTEMS AND METHODS FOR PROVIDING PERSONALIZED DYNAMIC GAMING EXPERIENCES BASED ON MEDIA CONSUMPTION | Final Rejection | Adeia Guides Inc. |
| 18654539 | GAS STATION INFORMATION-PROVISION SYSTEM AND METHOD | Non-Final OA | KIA CORPORATION |
| 18011787 | SYSTEMS AND METHODS FOR CONTROLLING THE MERCHANDISE BEING DELIVERED TO DISTRIBUTION CENTERS | Final Rejection | Walmart Apollo, LLC |
| 18598528 | SOCIAL NETWORK INFORMATION BASED RECOMMENDATIONS USING A TRANSFORMER MODEL | Non-Final OA | SONY GROUP CORPORATION |
| 18183023 | GENERATING ITEM RECOMMENDATIONS UTILIZING A DELAYED IN-SITU RECOMMENDATION ENGINE | Final Rejection | Adobe 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. |
| 18784007 | ONLINE TRANSACTION METHOD, SYSTEM, AND COMPUTER-READABLE NON-TRANSITORY MEDIUM FOR IDENTIFYING COUNTERFEITS | Final Rejection | eBay Inc. |
| 17638598 | COMMODITY EXCHANGE SYSTEM, COMMODITY EXCHANGE METHOD, AND COMMODITY EXCHANGE PROGRAM | Final Rejection | Kristopher Andrew TATE |
| 18164463 | SOCIAL SHOPPING LIST MESSAGE AND PAYMENT AUTHORIZATION | Non-Final OA | Toshiba Global Commerce Solutions, Inc. |
| 18795454 | METHODS AND SYSTEMS FOR USING AVATARS AND A SIMULATED CITYSCAPE TO PROVIDE VIRTUAL MARKETPLACE FUNCTIONS | Final Rejection | TAG MultiMedia LLC |
| 17839069 | METHODS AND SYSTEMS FOR USING AVATARS AND A SIMULATED CITYSCAPE TO PROVIDE VIRTUAL MARKETPLACE FUNCTIONS | Final Rejection | TAG MultiMedia LLC |
| 18214150 | MACHINE-LEARNED MODEL FOR PERSONALIZING SERVICE OPTIONS IN AN ONLINE CONCIERGE SYSTEM USING LOCATION FEATURES | Non-Final OA | Maplebear Inc. (dba Instacart) |
| 17900744 | ITEM AVAILABILITY MODEL PRODUCING ITEM VERIFICATION NOTIFICATIONS | Final Rejection | Maplebear Inc. (dba Instacart) |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy