Prosecution Insights
Prosecution Insights
61 pending office actions • 19 art units • 50 examiners • 0 of 61 (0%) have an AI response strategy ready • 75 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 60 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. 60 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 | 21 (34%) |
| §103 only | 31 (51%) |
| §102 only | 4 (7%) |
| §112 only | 2 (3%) |
| No statute on record | 3 (5%) |
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 |
|---|---|---|---|
| WEINER, ARIELLE E | 4 | 43.3% | +53.0% |
| WAESCO, JOSEPH M | 2 | 47.1% | +42.3% |
| AIRAPETIAN, MILA | 2 | 72.9% | +14.7% |
| PRESTON, ASHLEY DAWN | 2 | 42.7% | +28.5% |
| MISIASZEK, MICHAEL | 2 | 55.9% | +15.0% |
| CRAWLEY, TALIA F | 2 | 48.3% | +25.8% |
| KANG, TIMOTHY J | 2 | 46.1% | +25.0% |
| KRINGEN, MICHELLE THERESE | 2 | 55.7% | +38.7% |
| MITROS, ANNA MAE | 2 | 37.2% | +49.5% |
| SHAH, VAISHALI | 1 | 57.1% | +56.8% |
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 |
|---|---|---|---|
| 18464085 | LEVERAGING INFORMATION ABOUT PRIOR ORDERS FROM VARIOUS USERS ASSOCIATED WITH AN ACCOUNT WHEN RECEIVING AN ORDER FROM A USER ASSOCIATED WITH THE ACCOUNT | MITROS, ANNA MAE | 85d overdue |
| 18630672 | AUTOMATED IDENTIFICATION OF ITEMS PLACED IN A CART AND RECOMMENDATIONS BASED ON SAME | AIRAPETIAN, MILA | 59d overdue |
| 18678993 | Computer Model for Determining Optimal Value for an Item Based on a Predicted Elasticity of Demand | HEFLIN, BRIAN ADAMS | 46d 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 |
| 18760578 | MULTI-STEP LANGUAGE MODEL ENSEMBLE METHOD FOR ITEM ATTRIBUTE EXTRACTION | GIBSON-WYNN, KENNEDY ANNA | 26d overdue |
| 18498445 | USER INTERFACE WITH ADAPTIVE MAP INDICATING LOCATIONS BASED ON PREDICTED BATCH VOLUME | KIM, PATRICK | 16d overdue |
| 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 | 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 |
|---|---|---|---|
| 18464085 | LEVERAGING INFORMATION ABOUT PRIOR ORDERS FROM VARIOUS USERS ASSOCIATED WITH AN ACCOUNT WHEN RECEIVING AN ORDER FROM A USER ASSOCIATED WITH THE ACCOUNT | MITROS, ANNA MAE | 85d overdue |
| 18630672 | AUTOMATED IDENTIFICATION OF ITEMS PLACED IN A CART AND RECOMMENDATIONS BASED ON SAME | AIRAPETIAN, MILA | 59d overdue |
| 18490683 | GENERATING A CONSTRAINED ORDER BASED ON A FREE-TEXT QUERY USING A LARGE LANGUAGE MODEL | KRINGEN, MICHELLE THERESE | 45d overdue |
| 18375109 | Routing Based on Cross-Order Image Recognition | CRAWLEY, TALIA F | 44d overdue |
| 18634766 | MODEL TRAINED TO MAP TEXTUAL DATA FROM SCANNED RECEIPTS TO ITEMS FROM AN ORDER | WEINER, ARIELLE E | 29d overdue |
| 18888607 | CUSTOMIZED PAIRING RECOMMENDATIONS BY MACHINE-LEARNING LANGUAGE LEARNING MODELS | AIRAPETIAN, MILA | 24d overdue |
| 18769202 | Personalized Ranking of Search Query Results Using Engagement-Independent Machine Learning Model for Cold-Start Items | PRESTON, ASHLEY DAWN | 23d overdue |
| 18626801 | USER INTERFACE FOR DISPLAYING MODEL-BASED PREDICTION OF ORDER FEATURES | CRAWLEY, TALIA F | 16d overdue |
| Art Unit | Apps |
|---|---|
| 3689 | 15 |
| 3688 | 12 |
| 3627 | 6 |
| 3628 | 6 |
| 3624 | 3 |
| 3625 | 3 |
| 2156 | 2 |
| 2159 | 2 |
| 3621 | 2 |
| 2166 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19219883 | Dynamic Selection of Machine-Learning Large Language Models Based on Queries | SHAH, VAISHALI | 2156 | §103 | Non-Final OA | 21d | Pending | May 27, 2025 |
| 19208438 | CONTEXTUAL BANDIT MODEL FOR QUERY PROCESSING MODEL SELECTION | HARPER, ELIYAH STONE | 2166 | §102 | Non-Final OA | 15d overdue | Pending | May 14, 2025 |
| 19207030 | DISTRIBUTED APPROXIMATE NEAREST NEIGHBOR SERVICE ARCHITECTURE FOR RETRIEVING ITEMS IN AN EMBEDDING SPACE | MINCEY, JERMAINE A | 2159 | §103 | Non-Final OA | 12d | Pending | May 13, 2025 |
| 19193828 | Dynamically Generating Descriptions Using a Multi-Modal Large-Language Model | MIAN, MUHAMMAD U | 2163 | §101 | Non-Final OA | 2d overdue | Pending | Apr 29, 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 | §103 | Non-Final OA | 56d overdue | Pending | Mar 12, 2025 |
| 19067743 | ATTRIBUTE EXTRACTION AND ERROR DETECTION USING MULTI-MODAL DATA SOURCES AND MACHINE-LEARNING MODELS | HARMON, COURTNEY N | 2159 | §103 | Non-Final OA | 33d | Pending | Feb 28, 2025 |
| 19000108 | PROMPT ADAPTATION FOR MACHINE-LEARNING LARGE LANGUAGE MODELS (LLMS) | WILLIS, AMANDA LYNN | 2156 | §103 | Final Rejection | 27d | Pending | Dec 23, 2024 |
| 19000089 | PICKING SEQUENCE OPTIMIZATION WITHIN A WAREHOUSE FOR AN ITEM LIST | JEANTY, ROMAIN | 3624 | §102 | Non-Final OA | 8d | Pending | Dec 23, 2024 |
| 18990154 | GENERATING PERSONALIZED CONTENT CAROUSELS AND ITEMS USING MACHINE-LEARNING LARGE LANGUAGE MODELS AND EMBEDDINGS | ANSARI, AZAM A | 3621 | §103 | Non-Final OA | 44d overdue | Pending | Dec 20, 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 | Non-Final OA | 7d | Pending | Dec 04, 2024 |
| 18906012 | Self-Checkout Anti-Theft Vehicle Systems And Methods | MUTSCHLER, JOSEPH M | 3627 | §103 | Non-Final OA | 28d | Pending | Oct 03, 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 | Non-Final OA | 3d overdue | Pending | Sep 26, 2024 |
| 18888607 | CUSTOMIZED PAIRING RECOMMENDATIONS BY MACHINE-LEARNING LANGUAGE LEARNING MODELS | AIRAPETIAN, MILA | 3688 | §103 | Non-Final OA | 24d overdue | Pending | Sep 18, 2024 |
| 18785665 | GENERATING ARTIFICIAL INTELLIGENCE (AI)-BASED IMAGES USING LARGE LANGUAGE MACHINE-LEARNED MODELS | STATZ, BENJAMIN TOM | 2611 | §103 | Non-Final OA | 23d | Pending | Jul 26, 2024 |
| 18772774 | USER EMBEDDING GENERATION USING LLM-GENERATED CONTENT EMBEDDINGS | SULLIVAN, THOMAS J | 3689 | §103 | Non-Final OA | 23d | Pending | Jul 15, 2024 |
| 18771748 | MEAL PLANNING USER INTERFACE WITH LARGE LANGUAGE MODELS | SEIBERT, CHRISTOPHER B | 3688 | §103 | Non-Final OA | 28d | Pending | Jul 12, 2024 |
| 18769970 | TRANSFORMING ONLINE CONVERSATIONS IN A MESSAGING INTERFACE USING LARGE LANGUAGE MACHINE-LEARNED MODELS | HE, JIALONG | 2659 | §103 | Non-Final OA | 41d | Pending | Jul 11, 2024 |
| 18769202 | Personalized Ranking of Search Query Results Using Engagement-Independent Machine Learning Model for Cold-Start Items | PRESTON, ASHLEY DAWN | 3688 | §103 | Non-Final OA | 23d overdue | Pending | Jul 10, 2024 |
| 18760578 | MULTI-STEP LANGUAGE MODEL ENSEMBLE METHOD FOR ITEM ATTRIBUTE EXTRACTION | GIBSON-WYNN, KENNEDY ANNA | 3688 | §101 | Non-Final OA | 26d overdue | Pending | Jul 01, 2024 |
| 18753903 | USING DIFFERENT TRAINED MODELS TO SELECT SUGGESTED FULFILLMENT SOURCES FOR DIFFERENT SLOTS OF A USER INTERFACE OF AN ONLINE SYSTEM | ADE, OGER GARCIA | 3627 | §103 | Non-Final OA | 5d overdue | Pending | Jun 25, 2024 |
| 18678484 | MACHINE LEARNED MODEL FOR ITEM RECOMMENDATIONS FOLLOWING FAILED ATTEMPTS | MISIASZEK, MICHAEL | 3688 | §103 | Non-Final OA | 70d | Pending | May 30, 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 |
| 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 |
| 18676345 | Machine Learning Prediction of User Type for Generating Personalized User Interface for an Online System | SMITH, LINDSEY B | 3688 | §103 | Non-Final OA | 70d | 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 | §103 | Final Rejection | 83d | Pending | May 10, 2024 |
| 18657781 | SELECTING AN ITEM FOR INCLUSION IN AN ORDER FROM A USER OF AN ONLINE CONCIERGE SYSTEM FROM A GENERIC ITEM DESCRIPTION RECEIVED FROM THE USER | PRESTON, ASHLEY DAWN | 3688 | Other | Final Rejection | 39d | Pending | May 08, 2024 |
| 18651533 | FINE-TUNING LANGUAGE MODELS TO ASSOCIATE SCANNED TEXT LABELS AND ITEM NAMES | RACIC, MILENA | 3627 | §103 | Non-Final OA | 73d overdue | 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 |
| 18634757 | MACHINE LEARNED MODEL FOR DETERMINING SEGMENTING OPTIONS TO FULFILL BULK ORDERS | WEINER, ARIELLE E | 3689 | §101 | Final Rejection | 28d | Pending | Apr 12, 2024 |
| 18634754 | AGENTIC SYSTEM USING GENERATIVE MODELS TO CREATE ORDERS FOR AN ONLINE CONCIERGE SYSTEM BASED ON USER QUERIES | GARG, YOGESH C | 3688 | §101 | Final Rejection | 55d | Pending | Apr 12, 2024 |
| 18634766 | MODEL TRAINED TO MAP TEXTUAL DATA FROM SCANNED RECEIPTS TO ITEMS FROM AN ORDER | WEINER, ARIELLE E | 3689 | §103 | Final Rejection | 29d overdue | Pending | Apr 12, 2024 |
| 18630672 | AUTOMATED IDENTIFICATION OF ITEMS PLACED IN A CART AND RECOMMENDATIONS BASED ON SAME | AIRAPETIAN, MILA | 3688 | §101 | Final Rejection | 59d overdue | Pending | Apr 09, 2024 |
| 18629548 | USING A LANGUAGE MODEL FOR SUGGESTING RECIPES BASED ON USER PREFERENCES AND DATA QUERIED FROM A CATALOG DATABASE | DONAHUE, ZACHARY RYAN | 3689 | §103 | Final Rejection | 39d | Pending | Apr 08, 2024 |
| 18626801 | USER INTERFACE FOR DISPLAYING MODEL-BASED PREDICTION OF ORDER FEATURES | CRAWLEY, TALIA F | 3627 | §103 | Non-Final OA | 16d overdue | Pending | Apr 04, 2024 |
| 18616620 | Matching Images of Current Inventory with Machine Learning Predictions of User Preferences to Customize User Interface | ASHRAF, WASEEM | 3621 | §101 | Final Rejection | 30d overdue | Pending | Mar 26, 2024 |
| 18614563 | USING A TRAINED MODEL TO PREDICT AND PREVENT FAILED DELIVERIES | CLARE, MARK C | 3628 | §101 | Non-Final OA | 37d overdue | Pending | Mar 22, 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 | §103 | Final Rejection | 33d | Pending | Feb 26, 2024 |
| 18443853 | USE OF MACHINE-LEARNED PRESENT AND FUTURE MODELS FOR DELIVERY PREDICTIONS AND DELIVERY BATCHING | GOODMAN, MATTHEW PARKER | 3628 | §102 | Final Rejection | 70d | Pending | Feb 16, 2024 |
| 18443103 | MACHINE LEARNING-ENABLED INPUTS FOR OPTIMIZATION OF SUPPLY-DEMAND IN A MANAGED MARKETPLACE SYSTEM | BYRD, UCHE SOWANDE | 3624 | — | Final Rejection | 60d overdue | Pending | Feb 15, 2024 |
| 18442878 | Predictive Model for Key Item Classification and Fulfillment | ALLEN, WILLIAM J | 3619 | §103 | Final Rejection | 17d overdue | Pending | Feb 15, 2024 |
| 18441843 | MACHINE LEARNING MODEL FOR PREDICTING TRAVEL FOR RECOMMENDING CONTENT TO A USER OF AN ONLINE SYSTEM | KRINGEN, MICHELLE THERESE | 3689 | §103 | Final Rejection | 83d | Pending | Feb 14, 2024 |
| 18427725 | User Interface for Implementing Modifications to a Content Campaign Suggested by a Large Language Model | DURAN, ARTHUR D | 3622 | §103 | Final Rejection | 72d overdue | Pending | Jan 30, 2024 |
| 18421888 | SIMULATING A/B TESTING THROUGH LARGE LANGUAGE MACHINE-LEARNED MODELS | WAESCO, JOSEPH M | 3625 | §101 | Non-Final OA | 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 | §103 | Final Rejection | 40d | Pending | Jan 24, 2024 |
| 18421803 | PERSONALIZING RECIPES USING A LARGE LANGUAGE MODEL | THEIN, MARIA TERESA T | 3689 | §101 | Non-Final OA | 5d overdue | Pending | Jan 24, 2024 |
| 18393380 | TRAINING DATA GENERATION BY BUCKETING USERS BASED ON OUTPUT OF A CONTEXTUAL BANDIT MODEL | LOHARIKAR, ANAND R | 3689 | §101 | Final Rejection | 20d | Pending | Dec 21, 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 | §103 | Final Rejection | 84d | Pending | Dec 07, 2023 |
| 18532541 | Selecting Item Images for an Online Shopping Concierge Platform | MISIASZEK, MICHAEL | 3688 | §103 | Non-Final OA | 16d overdue | Pending | Dec 07, 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 | Final Rejection | 16d overdue | Pending | Oct 31, 2023 |
| 18490683 | GENERATING A CONSTRAINED ORDER BASED ON A FREE-TEXT QUERY USING A LARGE LANGUAGE MODEL | KRINGEN, MICHELLE THERESE | 3689 | §103 | Non-Final OA | 45d overdue | Pending | Oct 19, 2023 |
| 18488811 | TRAINED COMPUTER MODELS FOR AUTOMATIC SUGGESTION OF ALTERNATIVE ITEMS IN AN ORDER | KANG, TIMOTHY J | 3689 | §101 | Non-Final OA | 20d | Pending | Oct 17, 2023 |
| 18485809 | Context-Based Generation of Summarized Reviews Using a Large Language Model | SHEIKH, ASFAND M | 3626 | §103 | Final Rejection | 13d | Pending | Oct 12, 2023 |
| 18375109 | Routing Based on Cross-Order Image Recognition | CRAWLEY, TALIA F | 3627 | §102 | Final Rejection | 44d overdue | Pending | Sep 29, 2023 |
| 18374457 | MACHINE LEARNING PREDICTION OF WORKING HOURS FOR PICKERS OF A FULFILLMENT SERVICE | BOROWSKI, MICHAEL | 3624 | §103 | Non-Final OA | 22d | Pending | Sep 28, 2023 |
| 18464085 | LEVERAGING INFORMATION ABOUT PRIOR ORDERS FROM VARIOUS USERS ASSOCIATED WITH AN ACCOUNT WHEN RECEIVING AN ORDER FROM A USER ASSOCIATED WITH THE ACCOUNT | MITROS, ANNA MAE | 3689 | §101 | Final Rejection | 85d overdue | Pending | Sep 08, 2023 |
| 18457298 | GENERATING REPLACEMENTS FOR A MEAL PLAN USING A MACHINE-LEARNING MODEL | HOLCOMB, MARK | 3685 | Other | Final Rejection | 19d overdue | Pending | Aug 28, 2023 |
| 18455498 | GENERATING TRAINING DATA FOR A NUTRITIONAL REPLACEMENT MACHINE-LEARNING MODEL | NAJARIAN, LENA | 3687 | §112 | Non-Final OA | 22d | Pending | Aug 24, 2023 |
| 18236371 | DETERMINING GENERIC ITEMS FOR ORDERS ON AN ONLINE CONCIERGE SYSTEM | WILDER, ANDREW H | 3627 | §101 | Non-Final OA | 4d overdue | Pending | Aug 21, 2023 |
| 18236342 | RECOMMENDATION SYSTEM USING A RECIPE DATABASE AND CO-OCCURRENCES OF HISTORICAL ITEM SELECTIONS | BARGEON, BRITTANY E | 3688 | §101 | Final Rejection | 13d | Pending | Aug 21, 2023 |
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