Prosecution Insights
Prosecution Insights
87 pending office actions • 20 art units • 63 examiners • 0 of 87 (0%) have an AI response strategy ready • 89 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 25 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. 25 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 | 34 (39%) |
| §101 + other | 33 (38%) |
| §103 only | 12 (14%) |
| §102 only | 2 (2%) |
| §112 only | 1 (1%) |
| Double-patenting only | 4 (5%) |
| No statute on record | 1 (1%) |
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 | 25.2% | +24.7% |
| WEINER, ARIELLE E | 4 | 43.9% | +53.1% |
| LEVINE, ADAM L | 3 | 35.9% | +40.0% |
| LEE, JENNIFER V | 3 | 25.2% | +40.0% |
| SMITH, LINDSEY B | 3 | 51.3% | +54.2% |
| KANG, TIMOTHY J | 3 | 45.6% | +25.2% |
| HEFLIN, BRIAN ADAMS | 2 | 40.5% | +33.3% |
| SINGH, RUPANGINI | 2 | 35.5% | +52.6% |
| GARG, YOGESH C | 2 | 61.6% | +33.2% |
| ANSARI, AZAM A | 2 | 47.4% | +49.6% |
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 |
| 18678993 | Computer Model for Determining Optimal Value for an Item Based on a Predicted Elasticity of Demand | HEFLIN, BRIAN ADAMS | 46d overdue |
| 18490683 | GENERATING A CONSTRAINED ORDER BASED ON A FREE-TEXT QUERY USING A LARGE LANGUAGE MODEL | KRINGEN, MICHELLE THERESE | 45d overdue |
| 18990154 | GENERATING PERSONALIZED CONTENT CAROUSELS AND ITEMS USING MACHINE-LEARNING LARGE LANGUAGE MODELS AND EMBEDDINGS | ANSARI, AZAM A | 44d 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 |
| 18457298 | GENERATING REPLACEMENTS FOR A MEAL PLAN USING A MACHINE-LEARNING MODEL | HOLCOMB, MARK | 19d 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 |
|---|---|---|---|
| 18678993 | Computer Model for Determining Optimal Value for an Item Based on a Predicted Elasticity of Demand | HEFLIN, BRIAN ADAMS | 46d overdue |
| 18990154 | GENERATING PERSONALIZED CONTENT CAROUSELS AND ITEMS USING MACHINE-LEARNING LARGE LANGUAGE MODELS AND EMBEDDINGS | ANSARI, AZAM A | 44d 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 |
| 18444498 | SELECTING REPLACEMENT ITEMS FOR AN ORDER BASED ON MACHINE-LEARNED PREDICTIONS OF POSITIVE AND NEGATIVE EVENTS | GARG, YOGESH C | 20d |
| 18488811 | TRAINED COMPUTER MODELS FOR AUTOMATIC SUGGESTION OF ALTERNATIVE ITEMS IN AN ORDER | KANG, TIMOTHY J | 20d |
| 18634757 | MACHINE LEARNED MODEL FOR DETERMINING SEGMENTING OPTIONS TO FULFILL BULK ORDERS | WEINER, ARIELLE E | 28d |
| 18661317 | STREAMLINED IMAGE TO MESSAGE AND ACTION REPLACEMENT WORKFLOW WITH MULTI-MODALITY MACHINE-LEARNED LARGE LANGUAGE MODEL | LEE, JENNIFER V | 83d |
| 19275658 | ASYNCHRONOUS AUTOMATED CORRECTION HANDLING IN CONCIERGE SYSTEM OF INCORRECTLY SORTED ITEMS USING POINT-OF-SALE DATA | HEFLIN, BRIAN ADAMS | — |
| Art Unit | Apps |
|---|---|
| 3689 | 27 |
| 3688 | 13 |
| 3628 | 8 |
| 3624 | 5 |
| 3627 | 3 |
| 3621 | 3 |
| 2163 | 2 |
| 2164 | 2 |
| 2166 | 1 |
| 2165 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19294019 | AUTOMATED SAMPLING OF QUERY RESULTS FOR TRAINING OF A QUERY ENGINE | THAI, HANH B | — | DP | Non-Final OA | — | Pending | Aug 07, 2025 |
| 19275658 | ASYNCHRONOUS AUTOMATED CORRECTION HANDLING IN CONCIERGE SYSTEM OF INCORRECTLY SORTED ITEMS USING POINT-OF-SALE DATA | HEFLIN, BRIAN ADAMS | — | §101Other | Non-Final OA | — | Pending | Jul 21, 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 |
| 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 |
| 19208438 | CONTEXTUAL BANDIT MODEL FOR QUERY PROCESSING MODEL SELECTION | HARPER, ELIYAH STONE | 2166 | §103Other | Final Rejection | 15d overdue | Pending | May 14, 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 |
| 19090891 | RESOURCE PLANNING FOR AN ONLINE CONCIERGE SYSTEM BASED ON PREDICTIVE MODELING | JEANTY, ROMAIN | — | §101§102 | Non-Final OA | — | Pending | Mar 26, 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 |
| 19062721 | PROVIDING AND DISPLAYING SEARCH RESULTS IN RESPONSE TO A QUERY | GARG, YOGESH C | 3688 | §101Other | Non-Final OA | — | Pending | Feb 25, 2025 |
| 19030474 | USING LARGE-SCALE MACHINE-LEARNING MODELS FOR ORDER GENERATION FROM RECEIPT IMAGES | LEVINE, ADAM L | 3689 | §103 | 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 |
| 19013722 | CREATION AND ARRANGEMENT OF ITEMS IN AN ONLINE CONCIERGE SYSTEM-SPECIFIC PORTION OF A WAREHOUSE FOR ORDER FULFILLMENT | CRAWLEY, TALIA F | — | DP | Non-Final OA | — | Pending | Jan 08, 2025 |
| 18990154 | GENERATING PERSONALIZED CONTENT CAROUSELS AND ITEMS USING MACHINE-LEARNING LARGE LANGUAGE MODELS AND EMBEDDINGS | ANSARI, AZAM A | 3621 | §101§103 | Final Rejection | 44d overdue | Pending | Dec 20, 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 |
| 18970656 | USING MULTI-AGENT LANGUAGE MODELS FOR GENERATING CONTEXT-AWARE QUERY UNDERSTANDING | DAUD, ABDULLAH AHMED | 2164 | §103 | Final Rejection | — | Pending | Dec 05, 2024 |
| 18967678 | AUTOMATIC SELECTION OF DYNAMIC DATA ENTRIES FOR MULTIPLE DYNAMIC DATABASES | FRUNZI, VICTORIA E. | 3689 | §101Other | Non-Final OA | — | Pending | Dec 04, 2024 |
| 18964277 | AUGMENTED CONTENT GENERATION WITH LANGUAGE MODEL FOR ASSISTING OPERATION OF SMART CART | JASMIN, LYNDA C | 3629 | §101§103 | Final Rejection | — | Pending | Nov 29, 2024 |
| 18963705 | UNIFIED EMBEDDING MODEL FOR INFORMATION RETRIEVAL AND CUSTOMIZATION | SPIELER, WILLIAM | 2159 | §101§103§112 | Final Rejection | — | Pending | Nov 28, 2024 |
| 18963232 | CLUSTERING OF ITEMS FOR MULTI-SOURCE SERVICING OF AN AGGREGATED LIST OF ITEMS | PRESTON, ASHLEY DAWN | 3688 | §101§103 | Non-Final OA | — | Pending | Nov 27, 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 | Final Rejection | — | Pending | Nov 18, 2024 |
| 18943691 | INTEGRATING FEATURED PRODUCT RECOMMENDATIONS IN APPLICATIONS WITH MACHINE-LEARNED LARGE LANGUAGE MODELS (LLMS) | UBALE, GAUTAM | 3689 | §101 | Final Rejection | — | Pending | Nov 11, 2024 |
| 18933820 | USING A LARGE LANGUAGE MODEL FOR ALTERNATIVE INGREDIENT DETERMINATION | LADONI, AHOORA | 3689 | §103 | Final Rejection | — | Pending | Oct 31, 2024 |
| 18917136 | Generating Sponsored Content Pages Using Large Language Machine-Learned Models | POUNCIL, DARNELL A | 3622 | §101§103 | Non-Final OA | — | Pending | Oct 16, 2024 |
| 18906868 | SYSTEMS AND METHODS FOR ITEM RECOGNITION | MITCHELL, NATHAN A | 3627 | §103 | Non-Final OA | — | Pending | Oct 04, 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 | §102 | Final Rejection | — | Pending | Sep 06, 2024 |
| 18816407 | GENERATION AND ASSIGNMENT OF EXPIRATION STATUS CHECKING TASKS USING A MACHINE LEARNING MODEL TO PREDICT ITEM FRESHNESS | ALSAMIRI, MANAL A. | 3628 | §101 | Non-Final OA | — | Pending | Aug 27, 2024 |
| 18780999 | MACHINE LEARNING APPROACH TO DETERMINISTIC USE OF INTERVENTIONS IN RELATION TO PHYSICAL OBJECT DISCREPANCY | WALTON, CHESIREE A | 3624 | §101§103 | Final Rejection | — | Pending | Jul 23, 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 | Final Rejection | — | Pending | Jul 17, 2024 |
| 18776104 | CUSTOMIZING RECIPES GENERATED FROM ONLINE SEARCH HISTORY USING MACHINE-LEARNED MODELS | MACKES, KRIS E | 2153 | §103 | Final Rejection | — | Pending | Jul 17, 2024 |
| 18772774 | USER EMBEDDING GENERATION USING LLM-GENERATED CONTENT EMBEDDINGS | SULLIVAN, THOMAS J | 3689 | §101§103 | Non-Final OA | 23d | Pending | Jul 15, 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 |
| 18753920 | Personalized Recommendations Matching a List of Item Descriptors to Catalog Products from a Database | KRINGEN, MICHELLE THERESE | 3689 | §103 | Final Rejection | — | Pending | Jun 25, 2024 |
| 18749933 | Machine-Learning Prediction of Nutritional Preferences for a User of an Online System | LEE, JENNIFER V | 3688 | §101§102§112 | Non-Final OA | — | Pending | Jun 21, 2024 |
| 18678993 | Computer Model for Determining Optimal Value for an Item Based on a Predicted Elasticity of Demand | HEFLIN, BRIAN ADAMS | 3628 | §101 | Final Rejection | 46d overdue | Pending | May 30, 2024 |
| 18677640 | USING GENERATIVE ARTIFICIAL INTELLIGENCE (AI) FOR AUTOMATED DIGITAL FLYER CONTENT GENERATION | ANSARI, AZAM A | 3621 | §101§103 | Non-Final OA | — | Pending | May 29, 2024 |
| 18677588 | EXTRACTING ITEM ATTRIBUTES FROM ITEM DESCRIPTIONS USING LARGE LANGUAGE MACHINE-LEARNED MODELS | LOHARIKAR, ANAND R | 3689 | DP | 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 |
| 18676332 | SEASONALITY PREDICTION USING LARGE LANGUAGE MACHINE-LEARNED MODEL | PALAVECINO, KATHLEEN GAGE | 3689 | §101§103 | Non-Final OA | — | Pending | May 28, 2024 |
| 18661317 | STREAMLINED IMAGE TO MESSAGE AND ACTION REPLACEMENT WORKFLOW WITH MULTI-MODALITY MACHINE-LEARNED LARGE LANGUAGE MODEL | LEE, JENNIFER V | 3688 | §101§103§112 | Final Rejection | 83d | Pending | May 10, 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 |
| 18649676 | ONLINE SHOPPING SYSTEM AND METHOD FOR SELECTING A WAREHOUSE FOR INVENTORY BASED ON PREDICTED AVAILABILITY AND PREDICTED REPLACEMENT MACHINE LEARNING MODELS | JARRETT, SCOTT L | 3625 | §101 | Final Rejection | 5d overdue | Pending | Apr 29, 2024 |
| 18643890 | GENERATING ITEM REPLACEMENTS USING MACHINE LEARNING BASED LANGUAGE MODELS | KANG, TIMOTHY J | 3689 | §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 | — | §103 | Non-Final OA | — | Pending | Apr 02, 2024 |
| 18616183 | USING A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL TO GENERATE AN IMAGE OF AN ITEM INCLUDED IN AN ORDER ACCORDING TO A PREDICTED USER PREFERENCE ASSOCIATED WITH THE ITEM | BARGEON, BRITTANY E | 3688 | §101 | Non-Final OA | — | Pending | Mar 26, 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 |
| 18601654 | ARTIFICIAL INTELLIGENCE (AI) AGENT FOR GENERATING AND EXECUTING PLANS FOR TASKS | KNIGHT, LETORIA G | 3623 | §101§103 | Final Rejection | — | Pending | Mar 11, 2024 |
| 18596592 | CONVERSATIONAL AND INTERACTIVE SEARCH USING MACHINE LEARNING BASED LANGUAGE MODELS | HERSHLEY, MARK E | 2164 | §103 | Final Rejection | — | Pending | Mar 05, 2024 |
| 18587668 | Identifying Purpose of an Order or Application Session Using Large Language Machine-Learned Models | FRUNZI, VICTORIA E. | 3689 | §101 | Non-Final OA | — | Pending | Feb 26, 2024 |
| 18444498 | SELECTING REPLACEMENT ITEMS FOR AN ORDER BASED ON MACHINE-LEARNED PREDICTIONS OF POSITIVE AND NEGATIVE EVENTS | GARG, YOGESH C | 3688 | §101 | Non-Final OA | 20d | Pending | Feb 16, 2024 |
| 18443853 | USE OF MACHINE-LEARNED PRESENT AND FUTURE MODELS FOR DELIVERY PREDICTIONS AND DELIVERY BATCHING | GOODMAN, MATTHEW PARKER | 3628 | §102 | Non-Final OA | 70d | Pending | Feb 16, 2024 |
| 18442878 | Predictive Model for Key Item Classification and Fulfillment | ALLEN, WILLIAM J | 3619 | §101§103 | 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 |
| 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 |
| 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 |
| 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 |
| 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 | §101§103 | Final Rejection | 45d overdue | Pending | Oct 19, 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 |
| 18488734 | EVENT HYDRATION AND VALIDATION FOR EFFICIENT REPORT GENERATION | BLACK, LINH | 2163 | §103 | Final Rejection | — | Pending | Oct 17, 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 |
| 18457298 | GENERATING REPLACEMENTS FOR A MEAL PLAN USING A MACHINE-LEARNING MODEL | HOLCOMB, MARK | 3685 | §101§103Other | Final Rejection | 19d overdue | Pending | Aug 28, 2023 |
| 18234070 | RECOMMENDING ITEMS OR RECIPES BASED ON HEALTH CONDITIONS ASSOCIATED WITH ONLINE SYSTEM USERS | FRUNZI, VICTORIA E. | 3689 | §101 | Non-Final OA | — | Pending | Aug 15, 2023 |
| 18233826 | CUSTOMIZATION OF REPLACEMENT ITEMS USING MODEL WITH CONTEXTUAL FEATURES | KANG, TIMOTHY J | 3689 | §101§103 | Non-Final OA | — | Pending | Aug 14, 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 |
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