Prosecution Insights
Prosecution Insights
Technology area: Transportation, E-Commerce & Mechanical Systems
103 pending office actions • 20 art units • 73 examiners • 0 of 103 (0%) have an AI response strategy ready • 98 patents granted in the last 365 days
Maplebear Inc. has 101 pending office actions in the Transportation, E-Commerce & Mechanical Systems technology area. These actions are spread across 21 distinct art units, reflecting the company's diverse e-commerce and logistics technologies. The involvement of 72 distinct examiners indicates that many examiners are handling more than one case within the portfolio, providing opportunities for more efficient prosecution through examiner-specific insights.
Victoria E. Frunzi is the busiest examiner for Maplebear Inc., currently managing 7 pending office actions. This concentration allows for a more targeted prosecution approach for those 7 cases compared to the rest of the 101 pending office actions. However, with 72 distinct examiners and 21 distinct art units still in the mix, the company must maintain a versatile strategy to address the diverse requirements of the USPTO and ensure that its logistics innovations are consistently protected.
Based on the USPTO statutory response window for each pending office action. 35 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 35 of the docket's apps have a known mailing date.
Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.
| Bucket | Cases |
|---|---|
| §101 only | 38 (37%) |
| §101 + other | 43 (42%) |
| §103 only | 12 (12%) |
| §112 only | 1 (1%) |
| Double-patenting only | 5 (5%) |
| Multi-statute (no §101) | 2 (2%) |
| No statute on record | 2 (2%) |
How the docket's pending cases split across USPTO tech-center bands.
Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| FRUNZI, VICTORIA E. | 7 | 25.4% | +24.4% |
| WEINER, ARIELLE E | 6 | 43.6% | +53.3% |
| SMITH, LINDSEY B | 4 | 51.5% | +54.3% |
| JEANTY, ROMAIN | 3 | 75.7% | +19.6% |
| MUTSCHLER, JOSEPH M | 3 | 60.4% | +48.1% |
| LEVINE, ADAM L | 3 | 35.8% | +39.5% |
| KANG, TIMOTHY J | 3 | 45.7% | +26.8% |
| SEIBERT, CHRISTOPHER B | 2 | 57.4% | +42.9% |
| PRESTON, ASHLEY DAWN | 2 | 42.8% | +26.6% |
| SINGH, RUPANGINI | 2 | 35.4% | +52.2% |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19078265 | ACCOUNTING FOR ITEM ATTRIBUTES WHEN SELECTING ITEMS SATISFYING A QUERY BASED ON ITEM EMBEDDINGS AND AN EMBEDDING FOR THE QUERY | WILSON, KIMBERLY LOVEL | 56d overdue |
| 18614563 | USING A TRAINED MODEL TO PREDICT AND PREVENT FAILED DELIVERIES | CLARE, MARK C | 37d overdue |
| 18616620 | Matching Images of Current Inventory with Machine Learning Predictions of User Preferences to Customize User Interface | ASHRAF, WASEEM | 30d overdue |
| 18769202 | Personalized Ranking of Search Query Results Using Engagement-Independent Machine Learning Model for Cold-Start Items | PRESTON, ASHLEY DAWN | 23d overdue |
| 18442878 | Predictive Model for Key Item Classification and Fulfillment | ALLEN, WILLIAM J | 17d overdue |
| 18532541 | Selecting Item Images for an Online Shopping Concierge Platform | MISIASZEK, MICHAEL | 16d overdue |
| 18498445 | USER INTERFACE WITH ADAPTIVE MAP INDICATING LOCATIONS BASED ON PREDICTED BATCH VOLUME | KIM, PATRICK | 16d overdue |
| 18421803 | PERSONALIZING RECIPES USING A LARGE LANGUAGE MODEL | LEMIEUX, JESSICA | 5d overdue |
Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18769202 | Personalized Ranking of Search Query Results Using Engagement-Independent Machine Learning Model for Cold-Start Items | PRESTON, ASHLEY DAWN | 23d overdue |
| 18898272 | SELECTING A LOCATION FOR ORDER FULFILLMENT BASED ON MACHINE LEARNING MODEL PREDICTION OF INCOMPLETE FULFILLMENT OF THE ORDER FOR DIFFERENT LOCATIONS | LEVINE, ADAM L | 3d overdue |
| 19000089 | PICKING SEQUENCE OPTIMIZATION WITHIN A WAREHOUSE FOR AN ITEM LIST | JEANTY, ROMAIN | 8d |
| 18488811 | TRAINED COMPUTER MODELS FOR AUTOMATIC SUGGESTION OF ALTERNATIVE ITEMS IN AN ORDER | KANG, TIMOTHY J | 20d |
| 18906012 | Self-Checkout Anti-Theft Vehicle Systems And Methods | MUTSCHLER, JOSEPH M | 28d |
| 18771748 | MEAL PLANNING USER INTERFACE WITH LARGE LANGUAGE MODELS | SEIBERT, CHRISTOPHER B | 28d |
| 18634757 | MACHINE LEARNED MODEL FOR DETERMINING SEGMENTING OPTIONS TO FULFILL BULK ORDERS | WEINER, ARIELLE E | 28d |
| 18587655 | GENERATING QUERIES FOR USERS OF AN ONLINE SYSTEM USING LARGE LANGUAGE MACHINE-LEARNED MODELS AND PRESENTING THE QUERIES ON A USER INTERFACE | KANG, TIMOTHY J | 33d |
| Art Unit | Apps |
|---|---|
| 3689 | 29 |
| 3688 | 12 |
| 3628 | 6 |
| 3627 | 5 |
| 3624 | 5 |
| 3625 | 3 |
| 2163 | 2 |
| 2156 | 2 |
| 2159 | 2 |
| 3621 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19303730 | Machine Learning Assisted Alerts for Item Picking | GLASS, RUSSELL S | — | DP | Non-Final OA | — | Pending | Aug 19, 2025 |
| 19294019 | AUTOMATED SAMPLING OF QUERY RESULTS FOR TRAINING OF A QUERY ENGINE | THAI, HANH B | — | DP | Non-Final OA | — | Pending | Aug 07, 2025 |
| 19281710 | USER INTERFACE FOR ACCESSING MULTIPLE CATALOGS OF ITEMS AND INDICATING ITEMS ADDED FROM CATALOGS | SEIBERT, CHRISTOPHER B | — | DP | Non-Final OA | — | Pending | Jul 27, 2025 |
| 19274955 | MACHINE LEARNING MODEL FOR DETERMINING A TIME INTERVAL TO DELAY BATCHING DECISION FOR AN ORDER RECEIVED BY AN ONLINE CONCIERGE SYSTEM TO COMBINE ORDERS WHILE MINIMIZING PROBABILITY OF LATE FULFILLMENT | JEANTY, ROMAIN | — | §101 | Non-Final OA | — | Pending | Jul 21, 2025 |
| 19256149 | METHOD, COMPUTER PROGRAM PRODUCT, AND SYSTEM FOR TRAINING A MACHINE LEARNING MODEL TO GENERATE USER EMBEDDINGS AND RECIPE EMBEDDINGS IN A COMMON LATENT SPACE FOR RECOMMENDING ONE OR MORE RECIPES TO A USER | PRESTON, ASHLEY DAWN | — | DP | Non-Final OA | — | Pending | Jul 01, 2025 |
| 19244538 | Counterfactual Evaluation of Policies for Categories of Items Using Machine Learning Prediction of Outcomes | JEANTY, ROMAIN | 3623 | §101§102 | Non-Final OA | — | Pending | Jun 20, 2025 |
| 19241177 | CERTIFIED DELIVERIES OF HIGH-VALUE ITEMS | SINGH, RUPANGINI | — | §101 | Non-Final OA | — | Pending | Jun 17, 2025 |
| 19234087 | Selectively Providing Machine Learning Model-Based Services | LEE, PO HAN | — | §101Other | Non-Final OA | — | Pending | Jun 10, 2025 |
| 19217918 | DETECTING USER ACTIONS BASED ON SMART CART SENSOR DATA | KONERU, SUJAY | — | §103 | Non-Final OA | — | Pending | May 23, 2025 |
| 19217924 | HIGHLIGHTING TARGET ITEMS IN IMAGES CAPTURED BY SMART CARTS | ZIMMERMAN, JEFFREY P | — | §101§103§112 | Non-Final OA | — | Pending | May 23, 2025 |
| 19216641 | METHOD, COMPUTER PROGRAM PRODUCT, AND SYSTEM FOR DISPLAYING AUGMENTED REALITY ELEMENTS FOR NAVIGATING TO A LOCATION OF AN ITEM WITHIN A WAREHOUSE | MISIASZEK, MICHAEL | — | §101§103 | Non-Final OA | — | Pending | May 22, 2025 |
| 19216634 | SYSTEMS AND METHODS FOR ITEM RECOGNITION | MITCHELL, NATHAN A | — | Other | Non-Final OA | — | Pending | May 22, 2025 |
| 19208438 | CONTEXTUAL BANDIT MODEL FOR QUERY PROCESSING MODEL SELECTION | HARPER, ELIYAH STONE | 2166 | §103Other | Final Rejection | 15d overdue | Pending | May 14, 2025 |
| 19207116 | QUERY REFORMULATIONS FOR AN ITEM GRAPH | LOHARIKAR, ANAND R | — | §101Other | Non-Final OA | — | Pending | May 13, 2025 |
| 19193828 | Dynamically Generating Descriptions Using a Multi-Modal Large-Language Model | MIAN, MUHAMMAD U | 2163 | §101 | Final Rejection | 2d overdue | Pending | Apr 29, 2025 |
| 19098767 | Artificial Intelligence Agent Using a Machine-Learning Model and Reinforcement Learning Model to Guide Picking Process | SULLIVAN, JESSICA E | 3627 | §101 | Non-Final OA | — | Pending | Apr 02, 2025 |
| 19086482 | Self-Checkout Anti-Theft Vehicle Systems And Methods | MUTSCHLER, JOSEPH M | — | §101§103 | Non-Final OA | — | Pending | Mar 21, 2025 |
| 19078265 | ACCOUNTING FOR ITEM ATTRIBUTES WHEN SELECTING ITEMS SATISFYING A QUERY BASED ON ITEM EMBEDDINGS AND AN EMBEDDING FOR THE QUERY | WILSON, KIMBERLY LOVEL | 2165 | §101§103Other | Final Rejection | 56d overdue | Pending | Mar 12, 2025 |
| 19062640 | IDENTIFYING CANDIDATE REPLACEMENT ITEMS WITH A SOURCE SIMILARITY SCORE | ROSEN, NICHOLAS D | — | §101§103§112 | Non-Final OA | — | Pending | Feb 25, 2025 |
| 19062721 | PROVIDING AND DISPLAYING SEARCH RESULTS IN RESPONSE TO A QUERY | GARG, YOGESH C | 3688 | §101Other | Non-Final OA | — | Pending | Feb 25, 2025 |
| 19041590 | DYNAMICALLY GENERATING DESCRIPTIONS FOR ITEM GROUPINGS USING A MULTI-MODAL LARGE-LANGUAGE MODEL | BECKER, TYLER JUSTIN | — | §101§103§112 | Non-Final OA | — | Pending | Jan 30, 2025 |
| 19034409 | DISPLAYING A DIGITAL REPRESENTATION OF AN ITEM TO A USER DURING ORDER FULFILLMENT | BARGEON, BRITTANY E | — | §101§103Other | Non-Final OA | — | Pending | Jan 22, 2025 |
| 19030474 | USING LARGE-SCALE MACHINE-LEARNING MODELS FOR ORDER GENERATION FROM RECEIPT IMAGES | LEVINE, ADAM L | 3689 | §101§102§103§112 | Non-Final OA | — | Pending | Jan 17, 2025 |
| 19015493 | QUERY-PRODUCT ATTRIBUTE FEATURES WITH MACHINE-LEARNING LANGUAGE LEARNING MODELS | LEVINE, ADAM L | 3689 | §101§103 | Non-Final OA | — | Pending | Jan 09, 2025 |
| 19012864 | TRAINING A MACHINE LEARNED MODEL TO DETERMINE RELEVANCE OF ITEMS TO A QUERY USING DIFFERENT SETS OF TRAINING DATA FROM A COMMON DOMAIN | GANGER, LAUREN ZANNAH | 2156 | DP | Non-Final OA | — | Pending | Jan 08, 2025 |
| 19000108 | PROMPT ADAPTATION FOR MACHINE-LEARNING LARGE LANGUAGE MODELS (LLMS) | WILLIS, AMANDA LYNN | 2156 | §103§112 | Non-Final OA | 27d | Pending | Dec 23, 2024 |
| 19000089 | PICKING SEQUENCE OPTIMIZATION WITHIN A WAREHOUSE FOR AN ITEM LIST | JEANTY, ROMAIN | 3624 | §101 | Final Rejection | 8d | Pending | Dec 23, 2024 |
| 18981600 | Leveraging Machine-Learning Models for Determining a Collection Sequence | MUTSCHLER, JOSEPH M | 3627 | §101§103 | Non-Final OA | — | Pending | Dec 15, 2024 |
| 18972522 | USING MACHINE-LEARNING LARGE LANGUAGE MODELS TO PERFORM SMART ORDER UPDATES | SINGH, RUPANGINI | 3628 | §101 | Final Rejection | — | Pending | Dec 06, 2024 |
| 18967678 | AUTOMATIC SELECTION OF DYNAMIC DATA ENTRIES FOR MULTIPLE DYNAMIC DATABASES | FRUNZI, VICTORIA E. | 3689 | §101Other | Non-Final OA | — | Pending | Dec 04, 2024 |
| 18967681 | TRAINING A MODEL TO PREDICT LIKELIHOODS OF USERS PERFORMING AN ACTION AFTER BEING PRESENTED WITH A CONTENT ITEM | WAESCO, JOSEPH M | 3625 | §101 | Final Rejection | 7d | Pending | Dec 04, 2024 |
| 18963705 | UNIFIED EMBEDDING MODEL FOR INFORMATION RETRIEVAL AND CUSTOMIZATION | SPIELER, WILLIAM | 2159 | §101§103§112 | Final Rejection | — | Pending | Nov 28, 2024 |
| 18951399 | USING MACHINE-LEARNING MODEL OF AN ONLINE SYSTEM TO GENERATE A SOURCE-RELATED CONFIDENCE SCORE FOR SERVICING A LIST OF COMPONENTS REQUESTED BY AN ONLINE PLATFORM | WEINER, ARIELLE E | 3689 | §101 | Non-Final OA | — | Pending | Nov 18, 2024 |
| 18948027 | ENABLING MULTI-LANGUAGE COLD START SEARCH USING A LARGE LANGUAGE MODEL | REN, ZHUBING | — | §103 | Final Rejection | — | Pending | Nov 14, 2024 |
| 18943691 | INTEGRATING FEATURED PRODUCT RECOMMENDATIONS IN APPLICATIONS WITH MACHINE-LEARNED LARGE LANGUAGE MODELS (LLMS) | UBALE, GAUTAM | 3689 | §101§103§112 | Final Rejection | — | Pending | Nov 11, 2024 |
| 18933820 | USING A LARGE LANGUAGE MODEL FOR ALTERNATIVE INGREDIENT DETERMINATION | LADONI, AHOORA | 3689 | §101§103 | Final Rejection | — | Pending | Oct 31, 2024 |
| 18906012 | Self-Checkout Anti-Theft Vehicle Systems And Methods | MUTSCHLER, JOSEPH M | 3627 | §101§103§112 | Final Rejection | 28d | Pending | Oct 03, 2024 |
| 18900463 | CAUSAL VALIDATION OF MULTIVARIATE REGRESSION MODELS | GUNN, JEREMY L | 3624 | §101§102 | Final Rejection | — | Pending | Sep 27, 2024 |
| 18898272 | SELECTING A LOCATION FOR ORDER FULFILLMENT BASED ON MACHINE LEARNING MODEL PREDICTION OF INCOMPLETE FULFILLMENT OF THE ORDER FOR DIFFERENT LOCATIONS | LEVINE, ADAM L | 3689 | §101 | Final Rejection | 3d overdue | Pending | Sep 26, 2024 |
| 18893843 | USING A MACHINE-LEARNING MODEL TO GENERATE SUBSEQUENT ORDERS FOR PREVIOUSLY UNOBTAINED ITEMS | MITROS, ANNA MAE | 3689 | §101 | Final Rejection | — | Pending | Sep 23, 2024 |
| 18885173 | Image Recognition for the Identification of Incorrect Items | SHIN, SOO JUNG | — | §101§103Other | Non-Final OA | — | Pending | Sep 13, 2024 |
| 18827318 | LEVERAGING DATA FOR PLATFORM SUPPORT USING LARGE LANGUAGE MACHINE-LEARNED MODEL-BASED AGENTS | LEE, JENNIFER V | 3688 | §103 | Final Rejection | — | Pending | Sep 06, 2024 |
| 18785665 | GENERATING ARTIFICIAL INTELLIGENCE (AI)-BASED IMAGES USING LARGE LANGUAGE MACHINE-LEARNED MODELS | STATZ, BENJAMIN TOM | 2611 | §103§112 | Final Rejection | 23d | Pending | Jul 26, 2024 |
| 18776104 | CUSTOMIZING RECIPES GENERATED FROM ONLINE SEARCH HISTORY USING MACHINE-LEARNED MODELS | MACKES, KRIS E | 2153 | §103 | Final Rejection | — | Pending | Jul 17, 2024 |
| 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 | FRUNZI, VICTORIA E. | 3689 | §101 | Non-Final OA | — | Pending | Jul 17, 2024 |
| 18772774 | USER EMBEDDING GENERATION USING LLM-GENERATED CONTENT EMBEDDINGS | SULLIVAN, THOMAS J | 3689 | §101 | Final Rejection | 23d | Pending | Jul 15, 2024 |
| 18771748 | MEAL PLANNING USER INTERFACE WITH LARGE LANGUAGE MODELS | SEIBERT, CHRISTOPHER B | 3688 | §101§103§112 | Final Rejection | 28d | Pending | Jul 12, 2024 |
| 18769202 | Personalized Ranking of Search Query Results Using Engagement-Independent Machine Learning Model for Cold-Start Items | PRESTON, ASHLEY DAWN | 3688 | §101§103 | Final Rejection | 23d overdue | Pending | Jul 10, 2024 |
| 18753912 | RECOMMENDING CONTENT BASED ON A PREDICTED EXPLORATION SCORE FOR AN ONLINE SYSTEM USER | SULLIVAN, THOMAS J | 3689 | §101 | Non-Final OA | — | Pending | Jun 25, 2024 |
| 18677640 | USING GENERATIVE ARTIFICIAL INTELLIGENCE (AI) FOR AUTOMATED DIGITAL FLYER CONTENT GENERATION | ANSARI, AZAM A | 3621 | §101§103 | Final Rejection | — | Pending | May 29, 2024 |
| 18677770 | PREDICTING USER LOCATION DURING AN ATTENDED DELIVERY USING A MACHINE LEARNED MODEL | WALSH, EMMETT K | 3628 | §101 | Final Rejection | 29d | Pending | May 29, 2024 |
| 18677183 | Machine-Learning Detection of Seasonal Items from a Catalog Database Maintained by an Online System | SMITH, LINDSEY B | 3688 | §101 | Non-Final OA | — | Pending | May 29, 2024 |
| 18676345 | Machine Learning Prediction of User Type for Generating Personalized User Interface for an Online System | SMITH, LINDSEY B | 3688 | §101§103 | Final Rejection | 70d | Pending | May 28, 2024 |
| 18676332 | SEASONALITY PREDICTION USING LARGE LANGUAGE MACHINE-LEARNED MODEL | DAVISON, KATHLEEN GAGE | 3689 | §101§103 | Non-Final OA | — | Pending | May 28, 2024 |
| 18651544 | User Interface Including an Item Inventory with Freshness Indicators Predicted by a Machine Learning Model | WEINER, ARIELLE E | 3689 | §101§103 | Non-Final OA | — | Pending | Apr 30, 2024 |
| 18645241 | MACHINE-LEARNING MODELS FOR DYNAMIC CORRECTIVE ACTIONS | WHITAKER, ANDREW B | — | §103 | Final Rejection | — | Pending | Apr 24, 2024 |
| 18643890 | GENERATING ITEM REPLACEMENTS USING MACHINE LEARNING BASED LANGUAGE MODELS | KANG, TIMOTHY J | 3689 | §101§103 | Non-Final OA | — | Pending | Apr 23, 2024 |
| 18643900 | USING A MODEL OF AN ONLINE SYSTEM TO SELECT LAYOUT TEMPLATE FOR SEARCH RESULTS USER INTERFACE | MARI VALCARCEL, FERNANDO MARIANO | 2159 | §103 | Non-Final OA | — | Pending | Apr 23, 2024 |
| 18642365 | DETECTING ERRORS IN DELIVERED ORDERS USING IMAGE ANALYSIS | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | — | Pending | Apr 22, 2024 |
| 18640231 | GENERATING SESSION-BASED RECOMMENDATIONS USING LARGE LANGUAGE MACHINE-LEARNED MODELS | SHAHNAMI, AMIR | — | §103 | Non-Final OA | — | Pending | Apr 19, 2024 |
| 18634757 | MACHINE LEARNED MODEL FOR DETERMINING SEGMENTING OPTIONS TO FULFILL BULK ORDERS | WEINER, ARIELLE E | 3689 | §101 | Final Rejection | 28d | Pending | Apr 12, 2024 |
| 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 | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | — | Pending | Apr 10, 2024 |
| 18625042 | GENERATING KNOWLEDGE GRAPH DATABASES FOR ONLINE SYSTEM USING LARGE LANGUAGE MACHINE-LEARNED MODELS | LE, HUNG VAN | — | §101§103 | Non-Final OA | — | Pending | Apr 02, 2024 |
| 18616620 | Matching Images of Current Inventory with Machine Learning Predictions of User Preferences to Customize User Interface | ASHRAF, WASEEM | 3621 | §101§112 | Non-Final OA | 30d overdue | Pending | Mar 26, 2024 |
| 18614563 | USING A TRAINED MODEL TO PREDICT AND PREVENT FAILED DELIVERIES | CLARE, MARK C | 3628 | §101§112 | Final Rejection | 37d overdue | Pending | Mar 22, 2024 |
| 18605580 | Replacing Online Conversations Using Large Language Machine-Learned Models | HOANG, MICHAEL H | — | §101§102 | Non-Final OA | — | Pending | Mar 14, 2024 |
| 18592961 | DETECTING KEY ITEMS USING LARGE LANGUAGE MACHINE-LEARNED MODELS | NIU, JIAHE | — | §103 | Non-Final OA | — | Pending | Mar 01, 2024 |
| 18587655 | GENERATING QUERIES FOR USERS OF AN ONLINE SYSTEM USING LARGE LANGUAGE MACHINE-LEARNED MODELS AND PRESENTING THE QUERIES ON A USER INTERFACE | KANG, TIMOTHY J | 3689 | §101§103 | Non-Final OA | 33d | Pending | Feb 26, 2024 |
| 18587668 | Identifying Purpose of an Order or Application Session Using Large Language Machine-Learned Models | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | — | Pending | Feb 26, 2024 |
| 18582460 | EPISODIC OFF-POLICY EVALUATION OF JOINT ACTIONS FOR A MACHINE-LEARNED POLICY FOR AN ONLINE SYSTEM | MORALES, PEDRO JESUS | — | §101§102§103 | Non-Final OA | — | Pending | Feb 20, 2024 |
| 18443853 | USE OF MACHINE-LEARNED PRESENT AND FUTURE MODELS FOR DELIVERY PREDICTIONS AND DELIVERY BATCHING | GOODMAN, MATTHEW PARKER | 3628 | §101§102 | Non-Final OA | 70d | Pending | Feb 16, 2024 |
| 18442878 | Predictive Model for Key Item Classification and Fulfillment | ALLEN, WILLIAM J | 3619 | §101§103§112 | Non-Final OA | 17d overdue | Pending | Feb 15, 2024 |
| 18438261 | USING A TRAINED MODEL OF AN ONLINE SYSTEM FOR POST-DELIVERY EFFORT-BASED TIP INCREASE RECOMMENDATION | RAMPHAL, LATASHA DEVI | 3688 | §101§103 | Final Rejection | — | Pending | Feb 09, 2024 |
| 18421803 | PERSONALIZING RECIPES USING A LARGE LANGUAGE MODEL | LEMIEUX, JESSICA | 3689 | §101 | Final Rejection | 5d overdue | Pending | Jan 24, 2024 |
| 18421888 | SIMULATING A/B TESTING THROUGH LARGE LANGUAGE MACHINE-LEARNED MODELS | WAESCO, JOSEPH M | 3625 | §101 | Final Rejection | 14d | Pending | Jan 24, 2024 |
| 18421890 | SEARCH RESULTS OPTIMIZATION BY ADJUSTING A MULTI OBJECTIVE RANKING COMPUTER MODEL BASED ON SESSION INFORMATION | MITROS, ANNA MAE | 3689 | §101 | Non-Final OA | 40d | Pending | Jan 24, 2024 |
| 18395474 | TASK AVAILABILITY PREDICTION IN AN ONLINE CONCIERGE SYSTEM | FEACHER, LORENA R | 3625 | §101§112 | Non-Final OA | — | Pending | Dec 22, 2023 |
| 18542375 | AUTOMATED LABEL GENERATION USING A MACHINE-LEARNED LANGUAGE MODEL | HAN, BYUNGKWON | — | §101§103§112 | Non-Final OA | — | Pending | Dec 15, 2023 |
| 18542239 | SUGGESTING REPLACEMENT ITEMS BY INFERRING INTENT OF A USER OF AN ONLINE SYSTEM USING A TRAINED MODEL | WEINER, ARIELLE E | 3689 | §101 | Final Rejection | — | Pending | Dec 15, 2023 |
| 18532978 | PREDICTING AVAILABILITIES OF ITEMS AT LOCATIONS BASED ON AVAILABILITY FLUCTUATIONS AT DIFFERENT TIMES OF DAY | WEINER, ARIELLE E | 3689 | §101§103 | Non-Final OA | 84d | Pending | Dec 07, 2023 |
| 18532541 | Selecting Item Images for an Online Shopping Concierge Platform | MISIASZEK, MICHAEL | 3688 | §101§103 | Final Rejection | 16d overdue | Pending | Dec 07, 2023 |
| 18509882 | DEDUPLICATING RECOMMENDATIONS TO A USER OF AN ONLINE SYSTEM USING A COMPUTER MODEL AND CLUSTERING | GIBSON-WYNN, KENNEDY ANNA | 3688 | §101§103 | Non-Final OA | — | Pending | Nov 15, 2023 |
| 18510554 | PREDICTING CAUSES OF CHURN AND ALLOCATING FULFILLMENT RESOURCES BASED ON PREDICTION | WEINER, ARIELLE E | 3689 | §101 | Final Rejection | — | Pending | Nov 15, 2023 |
| 18500930 | TRAINED COMPUTER MODEL FOR IDENTIFICATION OF WRONG DELIVERY LOCATION FOR AN ORDER PLACED AT AN ONLINE SYSTEM | KIRK, BRYAN J | 3628 | §112 | Final Rejection | 33d | Pending | Nov 02, 2023 |
| 18498445 | USER INTERFACE WITH ADAPTIVE MAP INDICATING LOCATIONS BASED ON PREDICTED BATCH VOLUME | KIM, PATRICK | 3628 | §101 | Non-Final OA | 16d overdue | Pending | Oct 31, 2023 |
| 18496720 | CONTEXTUAL BANDIT MODEL FOR QUERY RESULT RANKING OPTIMIZATION | FLYNN, ABBY J | 3663 | §101§103 | Non-Final OA | — | Pending | Oct 27, 2023 |
| 18496679 | Route Selection for Obtaining Items in a Warehouse | SMITH, LINDSEY B | 3688 | §101 | Final Rejection | — | Pending | Oct 27, 2023 |
| 18495651 | TRAINED COMPUTER MODEL FOR GENERATING AGGREGATED HEALTH SCORE FOR A BUSINESS USER OF AN ONLINE SYSTEM | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | — | Pending | Oct 26, 2023 |
| 18490683 | GENERATING A CONSTRAINED ORDER BASED ON A FREE-TEXT QUERY USING A LARGE LANGUAGE MODEL | KRINGEN, MICHELLE THERESE | 3689 | §103 | Final Rejection | 45d overdue | Pending | Oct 19, 2023 |
| 18488734 | EVENT HYDRATION AND VALIDATION FOR EFFICIENT REPORT GENERATION | BLACK, LINH | 2163 | §103 | Final Rejection | — | Pending | Oct 17, 2023 |
| 18488811 | TRAINED COMPUTER MODELS FOR AUTOMATIC SUGGESTION OF ALTERNATIVE ITEMS IN AN ORDER | KANG, TIMOTHY J | 3689 | §101 | Final Rejection | 20d | Pending | Oct 17, 2023 |
| 18485809 | Context-Based Generation of Summarized Reviews Using a Large Language Model | SHEIKH, ASFAND M | 3626 | §101§103 | Non-Final OA | 13d | Pending | Oct 12, 2023 |
| 18375109 | Routing Based on Cross-Order Image Recognition | CRAWLEY, TALIA F | 3627 | §103 | Non-Final OA | 44d overdue | Pending | Sep 29, 2023 |
| 18374868 | USER INTERFACE THAT PRE-POPULATES ITEMS IN AN ORDER MODULE FOR A USER OF AN ONLINE CONCIERGE SYSTEM USING A PREDICTION MODEL | BYRD, UCHE SOWANDE | 3624 | — | Non-Final OA | — | Pending | Sep 29, 2023 |
| 18374457 | MACHINE LEARNING PREDICTION OF WORKING HOURS FOR PICKERS OF A FULFILLMENT SERVICE | BOROWSKI, MICHAEL | 3624 | §101§103 | Final Rejection | 22d | Pending | Sep 28, 2023 |
| 18243600 | AUTOMATED ITEM INFORMATION ASSISTANCE FROM IMAGES | SMITH, LINDSEY B | 3688 | §101 | Non-Final OA | — | Pending | Sep 07, 2023 |
| 18240157 | SELECTING RECOMMENDATIONS BASED ON MACHINE LEARNING PREDICTION OF USER SENSITIVITY TO RELEVANCE OF RECOMMENDATIONS TO SEARCH RESULTS | GEORGALAS, ANNE MARIE | 3689 | §101§112 | Non-Final OA | — | Pending | Aug 30, 2023 |
| 18455498 | GENERATING TRAINING DATA FOR A NUTRITIONAL REPLACEMENT MACHINE-LEARNING MODEL | NAJARIAN, LENA | 3687 | §101 | Final Rejection | 22d | Pending | Aug 24, 2023 |
| 18236342 | RECOMMENDATION SYSTEM USING A RECIPE DATABASE AND CO-OCCURRENCES OF HISTORICAL ITEM SELECTIONS | BARGEON, BRITTANY E | 3688 | §101 | Non-Final OA | 13d | Pending | Aug 21, 2023 |
| 18236371 | DETERMINING GENERIC ITEMS FOR ORDERS ON AN ONLINE CONCIERGE SYSTEM | WILDER, ANDREW H | 3627 | §101 | Final Rejection | 4d overdue | Pending | Aug 21, 2023 |
| 18234070 | RECOMMENDING ITEMS OR RECIPES BASED ON HEALTH CONDITIONS ASSOCIATED WITH ONLINE SYSTEM USERS | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | — | Pending | Aug 15, 2023 |
| 18233252 | MACHINE LEARNING PREDICTION OF PICKER ACCEPTING A NEW ORDER FOR FULFILLMENT BEFORE COMPLETING EXISTING BATCH OF ORDERS | STEWART, CRYSTOL | 3624 | §101 | Final Rejection | — | Pending | Aug 11, 2023 |
| 18228569 | Conditional Loss Function for Training a Multitask Machine Learning Model | WERNER, MARSHALL L | 2125 | §101§103 | Final Rejection | — | Pending | Jul 31, 2023 |
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