Prosecution Insights
Prosecution Insights
Technology area: Transportation, E-Commerce & Mechanical Systems
96 pending office actions • 35 art units • 88 examiners • 0 of 96 (0%) have an AI response strategy ready • 199 patents granted in the last 365 days
Walmart Apollo LLC is currently navigating 96 pending office actions in the Transportation, E-Commerce & Mechanical Systems technology area. These actions are spread across 35 distinct art units, reflecting a wide range of technical interests in e-commerce and logistics. The company interacts with 88 distinct examiners, which suggests that most examiners are handling only a single pending matter for the firm.
Arif Ullah is the busiest examiner for the portfolio, currently overseeing 3 pending office actions. With 88 distinct examiners involved in 96 actions, the prosecution workload is highly distributed. This variety of examiners across 35 distinct art units requires a prosecution strategy that can adapt to many different individual perspectives and technical group norms. Practitioners should focus on the specific tendencies of the 88 distinct examiners to optimize outcomes for the 96 pending actions.
Based on the USPTO statutory response window for each pending office action. 39 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. 39 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 | 22 (23%) |
| §101 + other | 41 (43%) |
| §103 only | 16 (17%) |
| §112 only | 3 (3%) |
| Double-patenting only | 1 (1%) |
| Multi-statute (no §101) | 12 (12%) |
| 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 |
|---|---|---|---|
| ULLAH, ARIF | 3 | 47.5% | +36.7% |
| KANG, TIMOTHY J | 3 | 45.7% | +26.8% |
| DONAHUE, ZACHARY RYAN | 2 | 1.7% | +4.7% |
| HOANG, HAU HAI | 2 | 78.2% | +13.4% |
| MITROS, ANNA MAE | 2 | 36.1% | +48.3% |
| BYRD, UCHE SOWANDE | 2 | 22.6% | +26.7% |
| VO, TUYEN KIM | 1 | 78.4% | +17.7% |
| JOHNSON, SONJI N | 1 | 74.7% | +21.0% |
| TISSOT, ADAM D | 1 | 79.3% | +21.5% |
| DELIGI, VANESSA LIMA | 1 | 56.4% | +37.0% |
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 |
|---|---|---|---|
| 18156632 | CONTINUOUS DATA QUALITY ASSESSMENT AND MONITORING FOR BIG DATA | CHOY, PAN G | 160d overdue |
| 18377238 | AUTOMATIC DETERMINATION OF A SHIPPING SPEED TO DISPLAY FOR AN ITEM | MA, LISA | 153d overdue |
| 18864488 | SYSTEMS AND METHODS OF CONTROLLING RETAIL PRODUCT ALLOCATION AND RETAIL MARKET VARIATIONS BASED ON CUSTOMIZED INSIGHT | ULLAH, ARIF | 74d overdue |
| 18103559 | DEEP LEARNING ENTITY MATCHING SYSTEM USING WEAK SUPERVISION | CHUANG, SU-TING | 66d overdue |
| 18142495 | SYSTEM AND METHOD FOR PRODUCT CERTIFICATION MANAGEMENT | PHAN, NICHOLAS K | 59d overdue |
| 18156313 | OPEN MOBILE PAYMENT SYSTEMS AND METHODS | RACIC, MILENA | 59d overdue |
| 18430043 | METHODS AND APPARATUS FOR AUTOMATIC ITEM RECOMMENDATION | BUSCH, CHRISTOPHER CONRAD | 56d overdue |
| 18484365 | SYSTEMS AND METHODS FOR ASSOCIATING A USER'S SHOPPING EXPERIENCES ACROSS MULTIPLE CHANNELS | MEINECKE DIAZ, SUSANNA M | 50d 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 |
|---|---|---|---|
| 18864488 | SYSTEMS AND METHODS OF CONTROLLING RETAIL PRODUCT ALLOCATION AND RETAIL MARKET VARIATIONS BASED ON CUSTOMIZED INSIGHT | ULLAH, ARIF | 74d overdue |
| 18427118 | SYSTEM AND METHOD FOR DETERMINING CROSS-POLLINATION PRODUCT RECOMMENDATIONS | KANG, TIMOTHY J | 24d overdue |
| 18103283 | Systems and Methods for Improving Browse Category Rankings on Electronic Platforms with Large-Scale Databases | MITROS, ANNA MAE | 23d overdue |
| 19088241 | SYSTEMS AND METHODS FOR RECOMMENDING INFORMATION ITEMS FOR FULFILLMENT-BASED NATURAL LANGUAGE QUERIES | HOANG, HAU HAI | 10d overdue |
| 19316636 | ERROR CORRECTION USING COMBINATION RFID SIGNALS | JOHNSON, SONJI N | 14d |
| 18467990 | SYSTEM AND METHOD FOR ITEM-SELLER RECOMMENDATION FOR ASSORTMENT GROWTH | ULLAH, ARIF | 26d |
| 19388071 | ARCHWAY TRUSS DEVICE WITH INTERACTIVE EXIT LANES | VO, TUYEN KIM | — |
| 19274793 | DISTANCE MATRIX FOR DYNAMIC PATH SELECTION AND REDUCED TRANSIT TIME | TISSOT, ADAM D | — |
| Art Unit | Apps |
|---|---|
| 3689 | 13 |
| 3625 | 7 |
| 3627 | 5 |
| 3628 | 5 |
| 3688 | 4 |
| 3624 | 4 |
| 2154 | 3 |
| 3623 | 3 |
| 2876 | 2 |
| 3622 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19388071 | ARCHWAY TRUSS DEVICE WITH INTERACTIVE EXIT LANES | VO, TUYEN KIM | 2876 | §103§112 | Non-Final OA | — | Pending | Nov 13, 2025 |
| 19316636 | ERROR CORRECTION USING COMBINATION RFID SIGNALS | JOHNSON, SONJI N | 2876 | DP | Final Rejection | 14d | Pending | Sep 02, 2025 |
| 19277798 | SYSTEMS AND METHODS FOR PRODUCT RETRIEVAL | DONAHUE, ZACHARY RYAN | — | §101§103 | Non-Final OA | — | Pending | Jul 23, 2025 |
| 19274793 | DISTANCE MATRIX FOR DYNAMIC PATH SELECTION AND REDUCED TRANSIT TIME | TISSOT, ADAM D | 3663 | §103§112 | Non-Final OA | — | Pending | Jul 21, 2025 |
| 19261670 | SYSTEMS AND METHODS OF MAPPING AN INTERIOR SPACE OF A PRODUCT STORAGE FACILITY | DELIGI, VANESSA LIMA | — | §101§103Other | Non-Final OA | — | Pending | Jul 07, 2025 |
| 19261108 | SYSTEMS AND METHODS FOR PERSONALIZED SHOPPING | ALLEN, WILLIAM J | — | §101§103Other | Non-Final OA | — | Pending | Jul 07, 2025 |
| 19250905 | SYSTEMS AND METHODS FOR ANALYZING AND LABELING IMAGES IN A RETAIL FACILITY | MUTSCHLER, JOSEPH M | 3627 | §101§103 | Non-Final OA | — | Pending | Jun 26, 2025 |
| 19231808 | SYSTEMS AND METHODS FOR GENERATING AGGREGATED REVIEWS | GODBOLD, DAVID GARRISON | 3628 | §101§102§103§112 | Non-Final OA | 14d | Pending | Jun 09, 2025 |
| 19229977 | SYSTEM AND METHOD FOR COUPLING A USER COMPUTING DEVICE AND A POINT OF SALE DEVICE | KRINGEN, MICHELLE THERESE | — | §101§103Other | Non-Final OA | — | Pending | Jun 05, 2025 |
| 19228543 | SYSTEMS AND METHODS FOR ATTRIBUTE EXTRACTION USING GENERATIVE ARTIFICIAL INTELLIGENCE | FERRER, JEDIDIAH P | 2153 | §103 | Final Rejection | 28d | Pending | Jun 04, 2025 |
| 19215727 | IN-SCOPE AND OUT-OF-SCOPE RFID-BASED ITEM MANAGEMENT | BURSUM, KIMBERLY SUZANNE | — | §101§103Other | Non-Final OA | — | Pending | May 22, 2025 |
| 19195335 | MACHINE LEARNING-BASED ITEM RERANKING BASED ON USER QUERY AND CART CONTEXT | LEE, JENNIFER V | — | §101§102§103 | Non-Final OA | — | Pending | Apr 30, 2025 |
| 19088241 | SYSTEMS AND METHODS FOR RECOMMENDING INFORMATION ITEMS FOR FULFILLMENT-BASED NATURAL LANGUAGE QUERIES | HOANG, HAU HAI | 2154 | §101 | Non-Final OA | 10d overdue | Pending | Mar 24, 2025 |
| 19051040 | CASE SEQUENCER AND BUFFER SYSTEM | HARP, WILLIAM RAY | — | §112 | Non-Final OA | — | Pending | Feb 11, 2025 |
| 19042466 | SPATIAL PARTITIONING OF A CROSS-DOCK TRANSPORTATION NETWORK | YESILDAG, LAURA G | 3628 | §101§103§112 | Non-Final OA | 9d | Pending | Jan 31, 2025 |
| 19042116 | SYSTEMS AND METHODS FOR PROVIDING PRODUCT SEARCH RESULTS | LEVINE, ADAM L | 3689 | §101§102§103 | Non-Final OA | — | Pending | Jan 31, 2025 |
| 19042419 | SYSTEMS AND METHODS FOR DETERMINING DELIVERY ROUTE PLANS | NELSON, FREDA ANN | 3628 | §101§112 | Final Rejection | 56d | Pending | Jan 31, 2025 |
| 19041743 | AUTOMATED 3D ASSET GENERATION FRAMEWORK | NGUYEN, DUNE NGOC | — | §103 | Non-Final OA | — | Pending | Jan 30, 2025 |
| 19041198 | TRANSFORMABLE AVATAR IN DRESSING VISUALIZATION | NGUYEN, PHU K | — | §103 | Non-Final OA | — | Pending | Jan 30, 2025 |
| 19041244 | PRODUCT-INCLUSIVE IMAGE ALT TEXT GENERATION | LIU, XIAO | — | §103 | Non-Final OA | — | Pending | Jan 30, 2025 |
| 19040570 | POSE CORRECTION FOR ENABLING VIRTUAL-TRY-ON | KOROMA, SORIE IBRAHIM | 3689 | §103 | Non-Final OA | — | Pending | Jan 29, 2025 |
| 19027645 | SYSTEMS AND METHODS OF AUTOMATED GENERATION OF THEME-AWARE KEYWORDS FOR AN ITEM | LE, THUYKHANH | — | §101 | Non-Final OA | — | Pending | Jan 17, 2025 |
| 19026265 | DETERMINING SIMILAR ITEMS USING GROUPED IMAGES | GILLIARD, DELOMIA L | — | §102§103 | Non-Final OA | — | Pending | Jan 16, 2025 |
| 19025793 | SYSTEMS AND METHODS FOR CONVERSATION BASED PRODUCT SEARCH | CIVAN, ETHAN D | 3687 | §101§102§103 | Non-Final OA | — | Pending | Jan 16, 2025 |
| 19025836 | SYSTEMS AND METHODS FOR PRIORITIZING INFORMATION ITEMS FOR THIRD-PARTY PRESENTATION | GARG, YOGESH C | 3688 | §101 | Final Rejection | — | Pending | Jan 16, 2025 |
| 19025759 | SYSTEMS AND METHODS FOR PERSONA-BASED MIXED CROSS ITEM TYPE RECOMMENDATIONS | LOHARIKAR, ANAND R | 3689 | §101§102§103Other | Non-Final OA | — | Pending | Jan 16, 2025 |
| 19014715 | SYSTEM AND METHOD FOR GENERATING COHESIVE PRODUCT RECOMMENDATION SETS AND VARIANTS | MITROS, ANNA MAE | 3689 | §101§103 | Final Rejection | — | Pending | Jan 09, 2025 |
| 18990377 | ZERO-FRICTION EXIT EXPERIENCE VIA COMPUTER VISION | LIN, JESSICA YIFANG | — | §102§103 | Non-Final OA | — | Pending | Dec 20, 2024 |
| 18974394 | POINT-OF-SALE SYSTEM AUTOMATED TESTING | CHEIN, ALLEN C | — | §103 | Non-Final OA | — | Pending | Dec 09, 2024 |
| 18964112 | RE-RANKING QUERY SEARCH RESULTS USING TEMPORAL-BEHAVIORAL AND CONTEXT-AWARE FEATURES | ZIMMERMAN, MATTHEW E | 3688 | §101§103 | Non-Final OA | — | Pending | Nov 29, 2024 |
| 18949631 | LOCATION BASED REGISTER RULES | HAIDER, FAWAAD | 3627 | §101Other | Non-Final OA | — | Pending | Nov 15, 2024 |
| 18947306 | DETECTING DATA ANOMALIES USING RULES AND ARTIFICIAL INTELLIGENCE | PRASAD, NANCY N | 3624 | §101§103 | Final Rejection | — | Pending | Nov 14, 2024 |
| 18864488 | SYSTEMS AND METHODS OF CONTROLLING RETAIL PRODUCT ALLOCATION AND RETAIL MARKET VARIATIONS BASED ON CUSTOMIZED INSIGHT | ULLAH, ARIF | 3625 | §101§103 | Final Rejection | 74d overdue | Pending | Nov 08, 2024 |
| 18938211 | Systems, Devices, and Methods for Generating Personalized Electronic Documents | WARDEN, MICHAEL J | — | §101§103DP | Non-Final OA | — | Pending | Nov 05, 2024 |
| 18925395 | IMAGE ANNOTATION USING LOCALIZED EMBEDDINGS | ZHANG, WAYNE | 2672 | §103§112 | Non-Final OA | — | Pending | Oct 24, 2024 |
| 18828898 | PERSONALIZED SHIPPING LABELS WITH CUSTOMIZABLE CONTENT | TUNGATE, SCOTT MICHAEL | 3628 | §101 | Non-Final OA | 28d | Pending | Sep 09, 2024 |
| 18820794 | GRAPH NEURAL NETWORK SYSTEM FOR LARGE-SCALE ITEM RANKING | WILLOUGHBY, ALICIA M | 2156 | §101§112 | Non-Final OA | 4d overdue | Pending | Aug 30, 2024 |
| 18813580 | SYSTEMS AND METHODS FOR CONTEXTUAL TARGETING OPTIMIZATION | CARROLL, BRITTNEY M | 6217 | Other | Final Rejection | 231d overdue | Pending | Aug 23, 2024 |
| 18806310 | SYSTEMS AND METHODS OF CUSTOM PRINTING IN CUSTOM PACKAGING FABRICATION | GEORGALAS, ANNE MARIE | 3689 | §103 | Final Rejection | 19d | Pending | Aug 15, 2024 |
| 18801387 | METHOD, SYSTEM, AND DEVICE OF VIRTUAL DRESSING UTILIZING IMAGE PROCESSING, MACHINE LEARNING, AND COMPUTER VISION | TSWEI, YU-JANG | 2614 | §103 | Final Rejection | 9d | Pending | Aug 12, 2024 |
| 18769676 | SYSTEMS AND METHODS FOR FORECASTING SALES DATA OF NEW STORE ITEMS | JARRETT, SCOTT L | 3625 | §101 | Non-Final OA | 42d | Pending | Jul 11, 2024 |
| 18769020 | POWERED TOOTHBRUSH AND BRUSH HEAD ASSEMBLIES THEREFOR | MCFARLAND, TYLER JAMES | — | §102§103§112 | Non-Final OA | — | Pending | Jul 10, 2024 |
| 18751213 | SYSTEMS AND METHODS FOR ALTERING A GRAPHICAL USER INTERFACE BASED ON EXPLORATION OF SEARCH QUERY RANKING | HOANG, HAU HAI | 2154 | §101 | Final Rejection | — | Pending | Jun 22, 2024 |
| 18737974 | SYSTEMS AND METHODS FOR ESTIMATING PERSONAL REPLENISHMENT CYCLES | KANG, TIMOTHY J | 3689 | §101§103 | Non-Final OA | — | Pending | Jun 08, 2024 |
| 18731902 | SYSTEMS AND METHODS FOR SPARSE DATA MACHINE LEARNING | DUONG, HIEN LUONGVAN | — | §101§102§103 | Non-Final OA | — | Pending | Jun 03, 2024 |
| 18674162 | SYSTEMS AND METHODS FOR DYNAMIC ADJUSTMENTS USING SUPER ELASTICITY | TO, BAOQUOC N | — | §101§103 | Non-Final OA | — | Pending | May 24, 2024 |
| 18626502 | SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING AND PRESENTING INSIGHT DATA IN FORM OF NATURAL LANGUAGE | GONZALES, VINCENT | — | §102§103§112 | Non-Final OA | — | Pending | Apr 04, 2024 |
| 18595788 | LABEL DISPENSER FOR PRODUCT-TRANSPORTING CARTS AT RETAIL FACILITIES | WRIGHT, ALEXANDER SCOTT | 1745 | §102§103§112Other | Final Rejection | 60d | Pending | Mar 05, 2024 |
| 18431771 | DEVICES AND METHODS TO GRIP AN OBJECT | SIMMONS, SYDNEY JEANINE | — | §102§103 | Non-Final OA | — | Pending | Feb 02, 2024 |
| 18430043 | METHODS AND APPARATUS FOR AUTOMATIC ITEM RECOMMENDATION | BUSCH, CHRISTOPHER CONRAD | 3621 | §101§103§112 | Non-Final OA | 56d overdue | Pending | Feb 01, 2024 |
| 18428989 | SYSTEMS AND METHODS FOR ITEM RECOMMENDATIONS BASED ON DUAL MODELS | WEINER, ARIELLE E | 3689 | §101 | Non-Final OA | 20d | Pending | Jan 31, 2024 |
| 18429128 | SYSTEMS AND METHODS FOR SIAMESE WIDE AND DEEP NEURAL NETWORK RANKING | BATTINA, RAAJITA | — | §101§103§112 | Non-Final OA | — | Pending | Jan 31, 2024 |
| 18429108 | SYSTEMS AND METHODS FOR OUTBOUND ORDER OPTIMIZATION FOR DETERMINING A TARGET DELIVERY | ANDERSON, FOLASHADE | 3623 | §101§112 | Non-Final OA | — | Pending | Jan 31, 2024 |
| 18429182 | SYSTEMS AND METHODS FOR NEXT-BEST ACTION USING A MULTI-OBJECTIVE REWARD BASED SEQUENTIAL FRAMEWORK | JONES, CHARLES JEFFREY | — | §101§103 | Non-Final OA | — | Pending | Jan 31, 2024 |
| 18429184 | PRE-ORDER CUSTOMER BIDDING | MISIASZEK, MICHAEL | 3688 | §101 | Final Rejection | 30d | Pending | Jan 31, 2024 |
| 18428971 | SYSTEMS AND METHODS FOR TRAINING A MACHINE LEARNING MODEL TO DETERMINE MISSING TOKENS TO AUGMENT PRODUCT METADATA FOR SEARCH RETRIEVAL | LADONI, AHOORA | 3689 | §101§102§103 | Final Rejection | 45d overdue | Pending | Jan 31, 2024 |
| 18427118 | SYSTEM AND METHOD FOR DETERMINING CROSS-POLLINATION PRODUCT RECOMMENDATIONS | KANG, TIMOTHY J | 3689 | §101 | Non-Final OA | 24d overdue | Pending | Jan 30, 2024 |
| 18427702 | SYSTEMS AND METHODS FOR OPTIMIZING BUFFER RESOURCE ALLOCATIONS IN A TARGET NETWORK | WALKER, MICHAEL JARED | 3627 | §101 | Final Rejection | — | Pending | Jan 30, 2024 |
| 18427436 | SYSTEM AND METHOD FOR PREDICTING INTELLECTUAL PROPERTY INFRINGEMENT | WEISBERGER, RICHARD C | 3693 | §101§103§112 | Final Rejection | 31d overdue | Pending | Jan 30, 2024 |
| 18408594 | BAND REPLACEMENT TOOL | FORDJOUR, SARAH AKYAA | 3723 | §102§103§112 | Final Rejection | 5d | Pending | Jan 10, 2024 |
| 18400406 | SYSTEMS AND METHODS FOR HYBRID HEURISTIC OPTIMIZATION OF LARGE SCALE DISTRIBUTION NETWORKS | BYRD, UCHE SOWANDE | 3624 | §103 | Final Rejection | — | Pending | Dec 29, 2023 |
| 18392020 | RADIOPAQUE INK FORMULATIONS CONTAINING NANOPARTICLES AND USES THEREOF | COHEN, STEFANIE J | — | §103 | Non-Final OA | — | Pending | Dec 21, 2023 |
| 18506972 | MULTICHANNEL IN-CLUB ATTRIBUTION SYSTEM FOR FEATURED ITEMS | VIG, NARESH | 3622 | §101 | Final Rejection | 9d | Pending | Nov 10, 2023 |
| 18490371 | SYSTEM AND METHOD FOR CONTROLLING PRODUCT PRICE ADJUSTMENTS | HENRY, MATTHEW D | 3625 | §101§103 | Non-Final OA | 17d overdue | Pending | Oct 19, 2023 |
| 18490648 | SYSTEM AND METHOD FOR CONTROLLING PRODUCT ALLOCATION IN RESPONSE TO MARKET VARIATIONS | ULLAH, ARIF | 3625 | §101§103 | Non-Final OA | — | Pending | Oct 19, 2023 |
| 18489249 | SYSTEMS AND METHODS FOR IDENTIFYING SUBSTITUTES USING LEARNING-TO-RANK | CHOWDHURY, SUMAIR RASHED | 4100 | §101§102§103 | Non-Final OA | — | Pending | Oct 18, 2023 |
| 18484365 | SYSTEMS AND METHODS FOR ASSOCIATING A USER'S SHOPPING EXPERIENCES ACROSS MULTIPLE CHANNELS | MEINECKE DIAZ, SUSANNA M | 3625 | §101§112 | Final Rejection | 50d overdue | Pending | Oct 10, 2023 |
| 18377238 | AUTOMATIC DETERMINATION OF A SHIPPING SPEED TO DISPLAY FOR AN ITEM | MA, LISA | 3628 | §101§103Other | Final Rejection | 153d overdue | Pending | Oct 05, 2023 |
| 18476164 | SYSTEMS AND METHODS FOR REAL-TIME SUBSTITUTION | GOYEA, OLUSEGUN | 3627 | §101§103 | Final Rejection | — | Pending | Sep 27, 2023 |
| 18473504 | SYSTEMS AND METHODS FOR CLASSIFICATION AND IDENTIFICATION OF NON-COMPLIANT ELEMENTS | HALE, BROOKS T | 2166 | §103 | Non-Final OA | — | Pending | Sep 25, 2023 |
| 18467990 | SYSTEM AND METHOD FOR ITEM-SELLER RECOMMENDATION FOR ASSORTMENT GROWTH | ULLAH, ARIF | 3625 | §101 | Non-Final OA | 26d | Pending | Sep 15, 2023 |
| 18357892 | SYSTEMS AND METHODS OF TRAFFIC MEASUREMENT USING IMAGE CAPTURE DEVICES VIA COMPUTER VISION | ALLEN, LUCIUS CAMERON GREE | 2673 | §103§112 | Non-Final OA | — | Pending | Jul 24, 2023 |
| 18224719 | SYSTEMS AND METHODS FOR ALTERING USER INTERFACES USING PREDICTED USER ACTIVITY | TEKLE, DANIEL T | 2481 | §102§103 | Final Rejection | — | Pending | Jul 21, 2023 |
| 18220761 | SYSTEMS AND METHODS FOR OBJECT MATCHING AND SUBSTITUTION | CHEN, ALAN S | 2172 | §112 | Non-Final OA | — | Pending | Jul 11, 2023 |
| 18142495 | SYSTEM AND METHOD FOR PRODUCT CERTIFICATION MANAGEMENT | PHAN, NICHOLAS K | 3699 | §101 | Final Rejection | 59d overdue | Pending | May 02, 2023 |
| 18025230 | METHODS AND APPARATUSES FOR AUTOMATICALLY PREDICTING FILL RATES | RINES, ROBERT D | 3625 | §112 | Final Rejection | 72d overdue | Pending | Mar 08, 2023 |
| 18103559 | DEEP LEARNING ENTITY MATCHING SYSTEM USING WEAK SUPERVISION | CHUANG, SU-TING | 2146 | §101§103 | Final Rejection | 66d overdue | Pending | Jan 31, 2023 |
| 18104136 | SYSTEMS AND METHODS FOR TRACTABLE SPACE OPTIMIZATION | MCINTOSH, ANDREW T | 2144 | §101§103 | Non-Final OA | — | Pending | Jan 31, 2023 |
| 18103283 | Systems and Methods for Improving Browse Category Rankings on Electronic Platforms with Large-Scale Databases | MITROS, ANNA MAE | 3689 | §101§103 | Non-Final OA | 23d overdue | Pending | Jan 30, 2023 |
| 18103229 | SYSTEMS AND METHODS FOR ANALYZING AND DISPLAYING ITEM RECOMMENDATIONS | DONAHUE, ZACHARY RYAN | 3689 | §101§103§112 | Non-Final OA | — | Pending | Jan 30, 2023 |
| 18156632 | CONTINUOUS DATA QUALITY ASSESSMENT AND MONITORING FOR BIG DATA | CHOY, PAN G | 3624 | §101 | Non-Final OA | 160d overdue | Pending | Jan 19, 2023 |
| 18156313 | OPEN MOBILE PAYMENT SYSTEMS AND METHODS | RACIC, MILENA | 3627 | §101 | Non-Final OA | 59d overdue | Pending | Jan 18, 2023 |
| 18088150 | SYSTEM AND METHOD FOR AUTOMATICALLY ASSESSING CHANGE REQUESTS | KAWSAR, ABDULLAH AL | 2100 | §101§103 | Final Rejection | — | Pending | Dec 23, 2022 |
| 18011787 | SYSTEMS AND METHODS FOR CONTROLLING THE MERCHANDISE BEING DELIVERED TO DISTRIBUTION CENTERS | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | 4d overdue | Pending | Dec 20, 2022 |
| 18072155 | SYSTEM AND METHOD FOR NOISE-RESISTANT COMPLEMENTARY ITEM RECOMMENDATION | KANG, TIMOTHY J | 3689 | §101 | Non-Final OA | — | Pending | Nov 30, 2022 |
| 17823493 | METHODS AND APPARATUS FOR GENERATING CLEAN DATASETS FROM IMPURE DATASETS | KNIGHT, LETORIA G | 3623 | §101 | Final Rejection | 1d overdue | Pending | Aug 30, 2022 |
| 17813919 | METHODS AND APPARATUS FOR KEYWORD SEARCH TERM RECOMMENDATIONS FOR TAXONOMY ENRICHMENT | GIBSON-WYNN, KENNEDY ANNA | 3688 | §101 | Non-Final OA | 11d overdue | Pending | Jul 20, 2022 |
| 17845819 | ALLOCATION OF SPLIT TENDER TRANSACTIONS | MALHOTRA, SANJEEV | 3691 | §101 | Final Rejection | 5d overdue | Pending | Jun 21, 2022 |
| 17677839 | METHODS AND APPARATUS FOR DATA IMPUTATION OF A SPARSE TIME SERIES DATA SET | PHAKOUSONH, DARAVANH | 2121 | §103 | Final Rejection | — | Pending | Feb 22, 2022 |
| 17587061 | METHODS AND APPARATUS FOR AUTOMATIC ITEM DEMAND AND SUBSTITUTION PREDICTION USING MACHINE LEARNING PROCESSES | BYRD, UCHE SOWANDE | 3624 | §103 | Non-Final OA | — | Pending | Jan 28, 2022 |
| 17626782 | HYPERSPECTRAL COMPUTER VISION AIDED TIME SERIES FORECASTING FOR EVERY DAY BEST FLAVOR | FONSECA LOPEZ, FRANCINI ALVARENGA | 1685 | §101§103 | Non-Final OA | 77d | Pending | Jan 12, 2022 |
| 17647283 | METHODS AND APPARATUS FOR PREDICTING A USER CONVERSION EVENT | BOYCE, ANDRE D | 3623 | §101§102§103§112 | Final Rejection | — | Pending | Jan 06, 2022 |
| 17378581 | METHODS AND APPARATUS FOR OPTIMIZING HYPERPARAMETER SEARCH FUNCTIONALITY | NAULT, VICTOR ADELARD | 2124 | §103 | Final Rejection | 12d | Pending | Jul 16, 2021 |
| 17246179 | MACHINE LEARNING BASED METHODS AND APPARATUS FOR AUTOMATICALLY GENERATING ITEM RANKINGS | GORNEY, BORIS | 2154 | §103 | Final Rejection | 175d overdue | Pending | Apr 30, 2021 |
| 17183766 | SYSTEMS AND METHODS FOR PROVIDING PLUG-AND-PLAY FRAMEWORKS FOR TRAINING MODELS USING SEMI-SUPERVISED LEARNING TECHNIQUES | DIEP, DUY T | 2123 | §103 | Final Rejection | — | Pending | Feb 24, 2021 |
| 15974275 | DISTRIBUTED IMAGE-BASED ACQUISITION SYSTEM | OSMAN BILAL AHMED, AFAF | 3622 | §101 | Non-Final OA | — | Pending | May 08, 2018 |
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