Prosecution Insights
Prosecution Insights
104 pending office actions • 38 art units • 90 examiners • 0 of 104 (0%) have an AI response strategy ready • 191 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 44 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. 44 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 | 25 (24%) |
| §101 + other | 41 (39%) |
| §103 only | 27 (26%) |
| §102 only | 1 (1%) |
| §112 only | 2 (2%) |
| Double-patenting only | 1 (1%) |
| Multi-statute (no §101) | 6 (6%) |
| 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 | 47.2% | +36.6% |
| KANG, TIMOTHY J | 3 | 45.6% | +25.2% |
| ALLEN, WILLIAM J | 2 | 63.0% | +33.1% |
| HOANG, HAU HAI | 2 | 78.2% | +13.8% |
| GOYEA, OLUSEGUN | 2 | 65.0% | +33.7% |
| MITROS, ANNA MAE | 2 | 35.7% | +47.9% |
| LADONI, AHOORA | 2 | 5.3% | +10.5% |
| CRAWLEY, TALIA F | 2 | 48.0% | +25.4% |
| BYRD, UCHE SOWANDE | 2 | 22.6% | +26.7% |
| GIBSON-WYNN, KENNEDY ANNA | 2 | 50.9% | +40.6% |
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 |
|---|---|---|---|
| 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 |
| 18103206 | SYSTEM AND METHOD FOR AUTOMATIC PLANOGRAM GENERATION AND OPTIMIZATION | SULLIVAN, JESSICA E | 88d 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 |
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 |
| 18428971 | SYSTEMS AND METHODS FOR TRAINING A MACHINE LEARNING MODEL TO DETERMINE MISSING TOKENS TO AUGMENT PRODUCT METADATA FOR SEARCH RETRIEVAL | LADONI, AHOORA | 45d overdue |
| 18427501 | SYSTEM AND METHOD FOR DETERMINING COMPLEMENTARY ITEMS FOR OUTFIT RECOMMENDATION | LADONI, AHOORA | 45d overdue |
| 18346946 | SYSTEMS AND METHODS FOR VARIANT ITEM IDENTIFICATION AND INTERFACE GENERATION | ALLEN, WILLIAM J | 29d 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 |
| 17944578 | METHODS AND APPARATUS FOR AUTOMATIC ITEM PLACEMENT | CRAWLEY, TALIA F | 17d overdue |
| 17813919 | METHODS AND APPARATUS FOR KEYWORD SEARCH TERM RECOMMENDATIONS FOR TAXONOMY ENRICHMENT | GIBSON-WYNN, KENNEDY ANNA | 11d overdue |
| Art Unit | Apps |
|---|---|
| 3689 | 14 |
| 3627 | 8 |
| 3625 | 8 |
| 3624 | 6 |
| 3688 | 5 |
| 3623 | 5 |
| 3628 | 4 |
| 2154 | 3 |
| 3621 | 2 |
| 2172 | 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 | Non-Final OA | — | Pending | Nov 13, 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 |
| 19261108 | SYSTEMS AND METHODS FOR PERSONALIZED SHOPPING | ALLEN, WILLIAM J | — | §103 | Non-Final OA | — | Pending | Jul 07, 2025 |
| 19231808 | SYSTEMS AND METHODS FOR GENERATING AGGREGATED REVIEWS | GODBOLD, DAVID GARRISON | 3628 | §101§102§103§112 | Final Rejection | 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 |
| 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 |
| 19098812 | SYSTEMS AND METHODS OF MERGING RETAIL PRODUCTS BETWEEN CONTAINERS TO OPTIMIZE STORING CAPACITY OF RETAIL STORAGE FACILITIES | WALKER, MICHAEL JARED | — | DP | Non-Final OA | — | Pending | Apr 02, 2025 |
| 19088241 | SYSTEMS AND METHODS FOR RECOMMENDING INFORMATION ITEMS FOR FULFILLMENT-BASED NATURAL LANGUAGE QUERIES | HOANG, HAU HAI | 2154 | §101 | Final Rejection | 10d overdue | Pending | Mar 24, 2025 |
| 19042654 | SYSTEMS AND METHODS FOR IDENTIFICATION OF AMBIGUOUS QUERIES BASED ON PRODUCT TYPE SPECIFICITY | GORTAYO, DANGELINO N | — | §102 | Non-Final OA | — | Pending | Jan 31, 2025 |
| 19042419 | SYSTEMS AND METHODS FOR DETERMINING DELIVERY ROUTE PLANS | NELSON, FREDA ANN | 3628 | §101 | Final Rejection | 56d | Pending | Jan 31, 2025 |
| 19041743 | AUTOMATED 3D ASSET GENERATION FRAMEWORK | NGUYEN, DUNE NGOC | — | §103 | Non-Final OA | — | Pending | Jan 30, 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 |
| 19026201 | SYSTEM AND METHOD FOR GENERATING COHESIVE PRODUCT RECOMMENDATIONS | GOYEA, OLUSEGUN | 3688 | §101§103 | Non-Final OA | — | Pending | Jan 16, 2025 |
| 19025793 | SYSTEMS AND METHODS FOR CONVERSATION BASED PRODUCT SEARCH | CIVAN, ETHAN D | 3687 | §103 | Non-Final OA | — | Pending | Jan 16, 2025 |
| 19025717 | SYSTEMS AND METHODS FOR SEGMENTATION USING ENSEMBLE NEURAL NETWORKS | HICKS, SHIRLEY D. | 2168 | §103 | Final Rejection | — | Pending | Jan 16, 2025 |
| 19015882 | SYSTEMS AND METHODS FOR CROSS-CATEGORY RECOMMENDATION AND RANKING | MITROS, ANNA MAE | 3689 | §101§102§103 | Non-Final OA | — | Pending | Jan 10, 2025 |
| 19012773 | SYSTEMS AND METHODS OF AUTOMATED GENERATION OF CREATIVES | MA, MICHELLE HAU | — | §103 | Non-Final OA | — | Pending | Jan 07, 2025 |
| 18981181 | GENERATING RANKED LISTS | GEORGALAS, ANNE MARIE | 3689 | §101§103§112 | Non-Final OA | — | Pending | Dec 13, 2024 |
| 18981232 | CLICK ENGAGEMENT SIGNALS | EL-HAGE HASSAN, ABDALLAH A | 3623 | §101§103 | Final Rejection | — | Pending | Dec 13, 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 | §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 |
| 18943010 | SYSTEMS AND METHODS FOR ASSISTING WITH MERCHANDISE PURCHASES AT A RETAIL FACILITY | STROUD, CHRISTOPHER | 3621 | §101§103 | Non-Final OA | 44d overdue | Pending | Nov 11, 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 |
| 18864486 | SYSTEMS AND METHODS OF CONTROLLING RETAIL PRODUCT ALLOCATION AND RETAIL MARKET VARIATIONS BASED ON CUSTOMIZED INSIGHT | ULLAH, ARIF | 3625 | §101§103 | Final Rejection | — | 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 |
| 18908525 | SYSTEMS AND METHODS FOR GENERATING A CUSTOMIZED GRAPHICAL USER INTERFACE | SPOONER, LAMONT M | — | §103Other | Non-Final OA | — | Pending | Oct 07, 2024 |
| 18891593 | SYSTEMS AND METHODS FOR OPTIMIZING LABOR RESOURCES | GUILIANO, CHARLES A | 3623 | §101§103 | Final Rejection | 23d overdue | Pending | Sep 20, 2024 |
| 18820794 | GRAPH NEURAL NETWORK SYSTEM FOR LARGE-SCALE ITEM RANKING | WILLOUGHBY, ALICIA M | 2156 | §101§112 | Final Rejection | 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 |
| 18801387 | METHOD, SYSTEM, AND DEVICE OF VIRTUAL DRESSING UTILIZING IMAGE PROCESSING, MACHINE LEARNING, AND COMPUTER VISION | TSWEI, YU-JANG | 2614 | §103Other | Final Rejection | 9d | Pending | Aug 12, 2024 |
| 18789188 | RETAIL SALES FORECAST WITH CLUSTERING | HO, THOMAS Y | 3624 | §101§102§103 | Final Rejection | — | Pending | Jul 30, 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 |
| 18751213 | SYSTEMS AND METHODS FOR ALTERING A GRAPHICAL USER INTERFACE BASED ON EXPLORATION OF SEARCH QUERY RANKING | HOANG, HAU HAI | 2154 | §101§103 | Non-Final OA | — | Pending | Jun 22, 2024 |
| 18749321 | SYSTEM AND METHOD FOR FORECASTING RESOURCE ALLOCATIONS | WALLICK, STEPHANIE SHOSHANA | 3628 | §101 | Non-Final OA | — | Pending | Jun 20, 2024 |
| 18674162 | SYSTEMS AND METHODS FOR DYNAMIC ADJUSTMENTS USING SUPER ELASTICITY | TO, BAOQUOC N | — | §103 | Non-Final OA | — | Pending | May 24, 2024 |
| 18656106 | SYSTEMS AND METHODS FOR USE AT AN EXIT OF A RETAIL FACILITY | HULS, NATALIE F | 2855 | §102§103 | Non-Final OA | — | Pending | May 06, 2024 |
| 18609275 | SYSTEM AND METHOD FOR DETECTING UNPAID ITEMS IN RETAIL STORE TRANSACTIONS | YU, ARIEL J | 3627 | §103 | Final Rejection | 56d | Pending | Mar 19, 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 |
| 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 |
| 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 |
| 18428989 | SYSTEMS AND METHODS FOR ITEM RECOMMENDATIONS BASED ON DUAL MODELS | WEINER, ARIELLE E | 3689 | §101 | Final Rejection | 20d | Pending | Jan 31, 2024 |
| 18428578 | SYSTEM AND METHOD FOR CONTROLLING CUSTOMER RETENTION | BAHL, SANGEETA | 3626 | §101 | Final Rejection | — | 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 |
| 18427436 | SYSTEM AND METHOD FOR PREDICTING INTELLECTUAL PROPERTY INFRINGEMENT | WEISBERGER, RICHARD C | 3693 | §101§103§112 | Final Rejection | 31d overdue | Pending | Jan 30, 2024 |
| 18427727 | SYSTEM AND METHOD FOR CONTROLLING PRODUCT RECOMMENDATIONS | KANG, TIMOTHY J | 3689 | §101§103 | Non-Final OA | — | Pending | Jan 30, 2024 |
| 18427501 | SYSTEM AND METHOD FOR DETERMINING COMPLEMENTARY ITEMS FOR OUTFIT RECOMMENDATION | LADONI, AHOORA | 3689 | §101§103 | Non-Final OA | 45d overdue | Pending | Jan 30, 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 |
| 18427408 | BACKHAUL ATTACHMENT RECOMMENDATION AND OPTIMIZATION | GOLAN, MATTHEW BRYCE | — | §101§103§112 | Non-Final OA | — | Pending | Jan 30, 2024 |
| 18425972 | ENGAGEMENT-BASED ESTIMATION OF QUERY SPECIFICITY | ELIAS, EARL L | 2169 | §103 | Final Rejection | — | Pending | Jan 29, 2024 |
| 18425795 | SYSTEM AND METHOD FOR DETERMINING A REAL-TIME RESPONSE BASED ON AN UNDERSTANDING OF THE CONVERSATIONAL CONTEXT | PULLIAS, JESSE SCOTT | 2655 | §103 | Final Rejection | — | Pending | Jan 29, 2024 |
| 18423809 | SYSTEMS AND METHODS FOR DYNAMICALLY ROUTING CUSTOMER REQUEST TO VARIOUS REPRESENTATIVES | WEBB III, JAMES L | 3624 | §101 | Non-Final OA | — | Pending | Jan 26, 2024 |
| 18421105 | SYSTEMS AND METHODS FOR CONTEXT AWARE REWARD BASED GAMIFIED ENGAGEMENT | AYAD, MARIA S | 2172 | §103 | Final Rejection | 22d | Pending | Jan 24, 2024 |
| 18417363 | SYSTEMS AND METHODS FOR SEMI-SUPERVISED ANOMALY DETECTION THROUGH ENSEMBLE STACKING | SHANMUGASUNDARAM, KANNAN | — | §102§103 | Non-Final OA | — | Pending | Jan 19, 2024 |
| 18405139 | SYSTEMS AND METHODS FOR UNCONSTRAINED DEMAND FORECAST BASED ON ACCURATE LOST SALES ESTIMATION | CRAWLEY, TALIA F | 3627 | §103 | Non-Final OA | — | Pending | Jan 05, 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 |
| 18390779 | SYSTEMS AND METHODS FOR AUTOMATED NETWORK OPTIMIZATION OF LARGE-SCALE DISTRIBUTION NETWORKS | BROCKINGTON III, WILLIAM S | — | §101§112 | Non-Final OA | — | Pending | Dec 20, 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 |
| 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 |
| 18467990 | SYSTEM AND METHOD FOR ITEM-SELLER RECOMMENDATION FOR ASSORTMENT GROWTH | ULLAH, ARIF | 3625 | §101 | Final Rejection | 26d | Pending | Sep 15, 2023 |
| 18282309 | SYSTEMS AND METHODS FOR INVENTORY MANAGEMENT | KAZIMI, HANI M | 3691 | §103 | Non-Final OA | 83d | 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 |
| 18220761 | SYSTEMS AND METHODS FOR OBJECT MATCHING AND SUBSTITUTION | CHEN, ALAN S | 2172 | §112 | Non-Final OA | — | Pending | Jul 11, 2023 |
| 18346946 | SYSTEMS AND METHODS FOR VARIANT ITEM IDENTIFICATION AND INTERFACE GENERATION | ALLEN, WILLIAM J | 3619 | §101 | Final Rejection | 29d overdue | Pending | Jul 05, 2023 |
| 18212448 | SYSTEMS AND METHODS FOR AUTOMATICALLY RECOMMENDING AN ITEM TO A CUSTOMER WHILE SHOPPING AT A RETAIL STORE | GIBSON-WYNN, KENNEDY ANNA | 3688 | §101 | Non-Final OA | 12d | Pending | Jun 21, 2023 |
| 18142495 | SYSTEM AND METHOD FOR PRODUCT CERTIFICATION MANAGEMENT | PHAN, NICHOLAS K | 3699 | §101 | Non-Final OA | 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 |
| 18106269 | SYSTEMS AND METHODS FOR RECOGNIZING PRODUCT LABELS AND PRODUCTS LOCATED ON PRODUCT STORAGE STRUCTURES OF PRODUCT STORAGE FACILITIES | CADEAU, WEDNEL | 2632 | §103 | Non-Final OA | — | Pending | Feb 06, 2023 |
| 18103559 | DEEP LEARNING ENTITY MATCHING SYSTEM USING WEAK SUPERVISION | CHUANG, SU-TING | 2146 | §101§103 | Final Rejection | 66d overdue | Pending | Jan 31, 2023 |
| 18104098 | DEEP LEARNING-BASED MULTI-OBJECTIVE PACING SYSTEMS AND METHODS | DETERDING, GWYNEVERE AMELIA | 2125 | §101§103 | Final Rejection | — | Pending | Jan 31, 2023 |
| 18104072 | SYSTEMS AND METHODS FOR VARIANT ITEM RECOMMENDATION | LEVINE, ADAM L | 3689 | §101§103 | Final Rejection | — | 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 |
| 18103156 | PERSONALIZED SEARCH AND BROWSE RANKING WITH CUSTOMER BRAND AFFINITY SIGNAL | SULLIVAN, THOMAS J | 3689 | §101 | Non-Final OA | — | Pending | Jan 30, 2023 |
| 18103206 | SYSTEM AND METHOD FOR AUTOMATIC PLANOGRAM GENERATION AND OPTIMIZATION | SULLIVAN, JESSICA E | 3627 | §101 | Non-Final OA | 88d 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 |
| 18103283 | Systems and Methods for Improving Browse Category Rankings on Electronic Platforms with Large-Scale Databases | MITROS, ANNA MAE | 3689 | §101§103 | Final Rejection | 23d overdue | 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 |
| 18092059 | SYSTEMS AND METHODS FOR NEXT BEST ACTION PREDICTION | SULLIVAN, THOMAS J | 3689 | §101§103 | Final Rejection | — | Pending | Dec 30, 2022 |
| 18148261 | SYSTEMS AND METHODS FOR CROSS POLLINATION INTENT DETERMINATION | KAPOOR, DEVAN | 2126 | §101§103 | Final Rejection | 44d overdue | Pending | Dec 29, 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 |
| 17954213 | SYSTEMS AND METHODS FOR THIRD-PARTY SHOPPER EXIT VERIFICATION | CHAMPAGNE, LUNA | 3627 | §103 | Non-Final OA | — | Pending | Sep 27, 2022 |
| 17944578 | METHODS AND APPARATUS FOR AUTOMATIC ITEM PLACEMENT | CRAWLEY, TALIA F | 3627 | §103 | Non-Final OA | 17d overdue | Pending | Sep 14, 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 |
| 17871319 | SYSTEMS AND METHODS FOR SALES EXECUTION ENVIRONMENT | RINES, ROBERT D | 3625 | §103Other | Non-Final OA | — | Pending | Jul 22, 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 |
| 17725378 | SYSTEMS AND METHODS FOR COLLABORATIVE SHOPPING | RAMPHAL, LATASHA DEVI | 3688 | §101§103 | Non-Final OA | 12d | Pending | Apr 20, 2022 |
| 17589552 | AUTOMATICALLY DETERMINING USER INTENT BY SEQUENCE CLASSIFICATION BASED ON NON-TIME-SERIES-BASED MACHINE LEARNING | GRUSZKA, DANIEL PATRICK | 2121 | §101§103 | Final Rejection | 1d overdue | Pending | Jan 31, 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 |
| 17587017 | METHODS AND APPARATUS FOR AUTOMATIC ITEM LOCATION ASSIGNMENT | TORRICO-LOPEZ, ALAN | 3625 | §101 | Non-Final OA | 30d overdue | 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 |
| 17162970 | METHODS AND APPARATUS FOR RETRIEVING RELEVANT INFORMATION FROM AN UNSTRUCTURED KNOWLEDGE BASE | BALAKRISHNAN, VIJAY MURALI | 2143 | §101§103§112 | Non-Final OA | 29d | Pending | Jan 29, 2021 |
| 17160207 | SYSTEMS AND METHODS FOR ANOMALY DETECTION | VANWORMER, SKYLAR K | 2146 | §103 | Final Rejection | — | Pending | Jan 27, 2021 |
| 15974275 | DISTRIBUTED IMAGE-BASED ACQUISITION SYSTEM | OSMAN BILAL AHMED, AFAF | 3622 | §101 | Non-Final OA | — | Pending | May 08, 2018 |
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