Last updated: May 29, 2026

Walmart Apollo LLC

99 pending office actions • 42 art units • 83 examiners • 0 of 99 (0%) have an AI response strategy ready • 218 patents granted in the last 365 days

Portfolio Summary

Total Pending OAs

Non-Final OAs

Final Rejections

Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 97 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

Overdue

Due this week

Due this month

Due in next 60 days

Due later

Deadline Fire Line

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. 97 of the docket's apps have a known mailing date.

Overdue (55)Due ≤ 7 days (3)Due ≤ 30 days (25)Due ≤ 60 days (11)Due later (3)

Case Difficulty Mix

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.

Hard (38%)

Medium (56%)

Easy (3%)

Unknown (3%)

Rejection Statute Mix

Bucket	Cases
§101 only	38 (38%)
§103 only	51 (52%)
§102 only	4 (4%)
§112 only	3 (3%)
No statute on record	3 (3%)

Industry Mix

How the docket's pending cases split across USPTO tech-center bands.

Life Sciences

2% of docket

Information Tech

18% of docket

Communications

4% of docket

Semiconductors

1% of docket

Mechanical / Eng

74% of docket

Business / Other

1% of docket

Time-on-OA Estimate

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.

990 h

Manual time on pending OAs

198 h

Time saved (low, 20%)

346 h

Time saved (mid, 35%)

8.7 wks

FTE-weeks freed (mid)

Top Examiners on this docket

Examiner	Apps on this docket	Allow rate	Interview lift
ULLAH, ARIF	3	46.9%	+37.3%
CRAWLEY, TALIA F	3	48.3%	+25.8%
JARRETT, SCOTT L	3	52.1%	+48.1%
LADONI, AHOORA	3	6.7%	+11.7%
CHAMPAGNE, LUNA	3	46.0%	+34.5%
HOANG, HAU HAI	2	77.9%	+13.6%
NELSON, FREDA ANN	2	42.6%	+5.6%
KANG, TIMOTHY J	2	46.1%	+25.0%
GIBSON-WYNN, KENNEDY ANNA	2	50.6%	+40.4%
MITROS, ANNA MAE	2	37.2%	+49.5%

Hard Cases (41)

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
18485629	SYSTEM AND METHOD FOR GENERATING PICK-WALKS BASED ON BATCH PICKING	JARRETT, SCOTT L	125d overdue
18407455	COMPLEMENTARY APPAREL RECOMMENDATION SYSTEM	FLYNN, ABBY J	111d overdue
18103205	SYSTEMS AND METHODS FOR ROUTE OPTIMIZATION	ULLAH, ARIF	110d overdue
17536885	SYSTEMS AND METHODS FOR GENERATING SEASONAL AND THEME-AWARE RECOMMENDATIONS	HOLCOMB, MARK	107d overdue
16527411	PERSONALIZED COMPLIMENTARY ITEM RECOMMENDATIONS USING SEQUENTIAL AND TRIPLET NEURAL ARCHITECTURE	ALGHAZZY, SHAMCY	105d overdue
18428242	SYSTEMS AND METHODS FOR BUDGET RECOMMENDATION	BEKERMAN, MICHAEL	98d overdue
18103219	SYSTEMS AND METHODS FOR PRODUCT ANALYSIS	LADONI, AHOORA	91d overdue

Interview Candidates (23)

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
18485629	SYSTEM AND METHOD FOR GENERATING PICK-WALKS BASED ON BATCH PICKING	JARRETT, SCOTT L	125d overdue
18103205	SYSTEMS AND METHODS FOR ROUTE OPTIMIZATION	ULLAH, ARIF	110d overdue
18103219	SYSTEMS AND METHODS FOR PRODUCT ANALYSIS	LADONI, AHOORA	91d overdue
17343440	METHODS AND APPARATUS FOR AUTOMATICALLY RANKING ITEMS BASED ON MACHINE LEARNING PROCESSES	MITROS, ANNA MAE	86d overdue
18528000	METHODS AND APPARATUS FOR GROUPING ITEMS	CHAMPAGNE, LUNA	85d overdue
18498624	DYNAMIC MINIMUM PRESENTATION FOR OPTIMIZED FRESH ITEM PRODUCTION	JARRETT, SCOTT L	78d overdue
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

Top Art Units

Art Unit	Apps
3625	12
3689	11
3627	10
3628	9
3688	7
3621	4
2154	3
3624	3
3622	3
3623	2

Pending Office Actions

App #	Title	Examiner	Art Unit	Statutes	Status	Due in	AI	Filed
19316636	ERROR CORRECTION USING COMBINATION RFID SIGNALS	JOHNSON, SONJI N	2876	§103	Non-Final OA	14d	Pending	Sep 02, 2025
19231808	SYSTEMS AND METHODS FOR GENERATING AGGREGATED REVIEWS	GODBOLD, DAVID GARRISON	3628	§103	Non-Final OA	14d	Pending	Jun 09, 2025
19228543	SYSTEMS AND METHODS FOR ATTRIBUTE EXTRACTION USING GENERATIVE ARTIFICIAL INTELLIGENCE	FERRER, JEDIDIAH P	2153	§103	Non-Final OA	28d	Pending	Jun 04, 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
19042419	SYSTEMS AND METHODS FOR DETERMINING DELIVERY ROUTE PLANS	NELSON, FREDA ANN	3628	§103	Non-Final OA	56d	Pending	Jan 31, 2025
19042466	SPATIAL PARTITIONING OF A CROSS-DOCK TRANSPORTATION NETWORK	ZEVITZ, DANIELLE ELIZABETH	3628	§103	Final Rejection	9d	Pending	Jan 31, 2025
19030332	SYSTEMS AND METHODS FOR INCREASING CUSTOMER REVIEWS	NELSON, FREDA ANN	3628	§101	Non-Final OA	46d	Pending	Jan 17, 2025
18943010	SYSTEMS AND METHODS FOR ASSISTING WITH MERCHANDISE PURCHASES AT A RETAIL FACILITY	STROUD, CHRISTOPHER	3621	§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	§103	Final Rejection	74d overdue	Pending	Nov 08, 2024
18903182	EXPEDITING ONLINE TRANSACTIONS	CHOI, PETER H	3681	§103	Non-Final OA	44d overdue	Pending	Oct 01, 2024
18891593	SYSTEMS AND METHODS FOR OPTIMIZING LABOR RESOURCES	GUILIANO, CHARLES A	3623	§103	Non-Final OA	23d overdue	Pending	Sep 20, 2024
18883774	DIFFERENTIAL INDIVIDUAL TENANT RUNTIME EXPERIENCE IN A MULTI-TENANT PLATFORM	JOHNSON, TERRELL S	2176	§103	Non-Final OA	30d	Pending	Sep 12, 2024
18828898	PERSONALIZED SHIPPING LABELS WITH CUSTOMIZABLE CONTENT	TUNGATE, SCOTT MICHAEL	3628	§103	Final Rejection	28d	Pending	Sep 09, 2024
18820794	GRAPH NEURAL NETWORK SYSTEM FOR LARGE-SCALE ITEM RANKING	WILLOUGHBY, ALICIA M	2156	§101	Non-Final OA	4d overdue	Pending	Aug 30, 2024
18821624	APPARATUS AND METHOD OF MONITORING PRODUCT PLACEMENT WITHIN A SHOPPING FACILITY	CRAWLEY, TALIA F	3627	§102	Non-Final OA	29d overdue	Pending	Aug 30, 2024
18813580	SYSTEMS AND METHODS FOR CONTEXTUAL TARGETING OPTIMIZATION	CARROLL, BRITTNEY M	6217	Other	Non-Final OA	231d overdue	Pending	Aug 23, 2024
18806310	SYSTEMS AND METHODS OF CUSTOM PRINTING IN CUSTOM PACKAGING FABRICATION	GEORGALAS, ANNE MARIE	3689	§103	Non-Final OA	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	Non-Final OA	9d	Pending	Aug 12, 2024
18769676	SYSTEMS AND METHODS FOR FORECASTING SALES DATA OF NEW STORE ITEMS	JARRETT, SCOTT L	3625	§101	Final Rejection	42d	Pending	Jul 11, 2024
18757090	SYSTEMS AND METHODS FOR INTERACTIVE LIST BUILDING	ZIMMERMAN, MATTHEW E	3688	§103	Non-Final OA	63d	Pending	Jun 27, 2024
18751213	SYSTEMS AND METHODS FOR ALTERING A GRAPHICAL USER INTERFACE BASED ON EXPLORATION OF SEARCH QUERY RANKING	HOANG, HAU HAI	2154	§102	Non-Final OA	—	Pending	Jun 22, 2024
18745292	AUTOMATICALLY SCHEDULING AND ROUTE PLANNING FOR SERVICE PROVIDERS	PUJOLS-CRUZ, MARJORIE	3624	§103	Non-Final OA	88d overdue	Pending	Jun 17, 2024
18737974	SYSTEMS AND METHODS FOR ESTIMATING PERSONAL REPLENISHMENT CYCLES	KANG, TIMOTHY J	3689	§103	Final Rejection	—	Pending	Jun 08, 2024
18737204	SYSTEMS AND METHODS FOR UNIFIED PROBLEM OBSERVABILITY OF WORKLOADS	WHITESELL, AUDREY EMMA	2113	§101	Non-Final OA	42d	Pending	Jun 07, 2024
18677717	CUSTOMIZED ITEM SELF-RETURNS SYSTEM	BAHL, SANGEETA	3626	§101	Final Rejection	74d overdue	Pending	May 29, 2024
18664607	MULTI-INTENT QUERY RESULT RETRIEVAL	DAUD, ABDULLAH AHMED	2164	§103	Non-Final OA	5d	Pending	May 15, 2024
18661667	ADAPTIVE RECOMMENDATION SYSTEM FOR GENERATING NEXT BEST SUGGESTIONS THROUGH DYNAMIC USER QUERY INTERPRETATION	LOHARIKAR, ANAND R	3689	§102	Non-Final OA	42d overdue	Pending	May 12, 2024
18633828	SYSTEM AND METHOD FOR CONVERSATIONAL SHOPPING BASED ON MACHINE LEARNING	SORRIN, AARON JOSEPH	2672	§112	Non-Final OA	20d	Pending	Apr 12, 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
18595788	LABEL DISPENSER FOR PRODUCT-TRANSPORTING CARTS AT RETAIL FACILITIES	WRIGHT, ALEXANDER SCOTT	1745	§103	Non-Final OA	60d	Pending	Mar 05, 2024
18437616	SYSTEMS AND METHODS FOR SUPPLY CHAIN MODELING AND PREDICTION	SCHNEIDER, JOSHUA D	3626	§103	Non-Final OA	6d	Pending	Feb 09, 2024
18430043	METHODS AND APPARATUS FOR AUTOMATIC ITEM RECOMMENDATION	BUSCH, CHRISTOPHER CONRAD	3621	§103	Final Rejection	56d overdue	Pending	Feb 01, 2024
18428941	SYSTEMS AND METHODS FOR SIMULATION OPTIMIZATION OF PRODUCTION NETWORKS	GUNN, JEREMY L	3624	§102	Final Rejection	19d	Pending	Jan 31, 2024
18428242	SYSTEMS AND METHODS FOR BUDGET RECOMMENDATION	BEKERMAN, MICHAEL	3621	§101	Final Rejection	98d overdue	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	§103	Final Rejection	45d overdue	Pending	Jan 31, 2024
18428989	SYSTEMS AND METHODS FOR ITEM RECOMMENDATIONS BASED ON DUAL MODELS	WEINER, ARIELLE E	3689	§103	Non-Final OA	20d	Pending	Jan 31, 2024
18429035	SYSTEMS AND METHODS TO AUDIT PURCHASES AT A STORE	CHAMPAGNE, LUNA	3627	§103	Final Rejection	25d overdue	Pending	Jan 31, 2024
18428096	SYSTEMS AND METHODS FOR ASSESSING FRAUD RISK USING MACHINE LEARNING	BRIDGES, CHRISTOPHER	3693	§101	Non-Final OA	12d	Pending	Jan 31, 2024
18429184	PRE-ORDER CUSTOMER BIDDING	MISIASZEK, MICHAEL	3688	§103	Non-Final OA	30d	Pending	Jan 31, 2024
18428389	SYSTEMS AND METHODS FOR GROUP-BASED STACKING SIMULATION AND AUTOMATION	CAMPBELL, SHANNON S	3628	§103	Non-Final OA	28d	Pending	Jan 31, 2024
18427118	SYSTEM AND METHOD FOR DETERMINING CROSS-POLLINATION PRODUCT RECOMMENDATIONS	KANG, TIMOTHY J	3689	§101	Final Rejection	24d overdue	Pending	Jan 30, 2024
18427636	SYSTEMS AND METHODS FOR DRIVER PLATFORM ANALYSIS	ALSAMIRI, MANAL A.	3628	§101	Non-Final OA	55d	Pending	Jan 30, 2024
18427501	SYSTEM AND METHOD FOR DETERMINING COMPLEMENTARY ITEMS FOR OUTFIT RECOMMENDATION	LADONI, AHOORA	3689	§103	Final Rejection	45d overdue	Pending	Jan 30, 2024
18427436	SYSTEM AND METHOD FOR PREDICTING INTELLECTUAL PROPERTY INFRINGEMENT	WEISBERGER, RICHARD C	3693	§112	Final Rejection	31d overdue	Pending	Jan 30, 2024
18421105	SYSTEMS AND METHODS FOR CONTEXT AWARE REWARD BASED GAMIFIED ENGAGEMENT	AYAD, MARIA S	2172	§103	Final Rejection	22d	Pending	Jan 24, 2024
18408594	BAND REPLACEMENT TOOL	FORDJOUR, SARAH AKYAA	3723	§103	Non-Final OA	5d	Pending	Jan 10, 2024
18407455	COMPLEMENTARY APPAREL RECOMMENDATION SYSTEM	FLYNN, ABBY J	3663	§101	Non-Final OA	111d overdue	Pending	Jan 09, 2024
18405147	SYSTEMS AND METHODS FOR FORECASTING UNIQUE USER COUNTS FOR ADVERTISING CAMPAIGNS	OSMAN BILAL AHMED, AFAF	3622	§101	Non-Final OA	45d overdue	Pending	Jan 05, 2024
18405161	SCALABLE MULTIMODAL CODE CLASSIFICATION	COLEMAN, STEPHEN P	2675	§101	Final Rejection	60d	Pending	Jan 05, 2024
18402850	UNIFIED MODEL FOR ACCURATE MULTI-OBJECT DETECTION	CHAMPAGNE, LUNA	3627	§103	Non-Final OA	54d	Pending	Jan 03, 2024
18528000	METHODS AND APPARATUS FOR GROUPING ITEMS	CHAMPAGNE, LUNA	3627	§101	Final Rejection	85d overdue	Pending	Dec 04, 2023
18506972	MULTICHANNEL IN-CLUB ATTRIBUTION SYSTEM FOR FEATURED ITEMS	VIG, NARESH	3622	§101	Non-Final OA	9d	Pending	Nov 10, 2023
18498624	DYNAMIC MINIMUM PRESENTATION FOR OPTIMIZED FRESH ITEM PRODUCTION	JARRETT, SCOTT L	3625	§101	Final Rejection	78d overdue	Pending	Oct 31, 2023
18490371	SYSTEM AND METHOD FOR CONTROLLING PRODUCT PRICE ADJUSTMENTS	HENRY, MATTHEW D	3625	§103	Non-Final OA	17d overdue	Pending	Oct 19, 2023
18380603	SYSTEMS AND METHODS FOR IMPROVED ONLINE PREDICTIONS	ELCHANTI, TAREK	3621	§101	Non-Final OA	77d overdue	Pending	Oct 16, 2023
18485629	SYSTEM AND METHOD FOR GENERATING PICK-WALKS BASED ON BATCH PICKING	JARRETT, SCOTT L	3625	§101	Final Rejection	125d overdue	Pending	Oct 12, 2023
18484365	SYSTEMS AND METHODS FOR ASSOCIATING A USER'S SHOPPING EXPERIENCES ACROSS MULTIPLE CHANNELS	MEINECKE DIAZ, SUSANNA M	3625	§103	Non-Final OA	50d overdue	Pending	Oct 10, 2023
18377238	AUTOMATIC DETERMINATION OF A SHIPPING SPEED TO DISPLAY FOR AN ITEM	MA, LISA	3628	§103	Final Rejection	153d overdue	Pending	Oct 05, 2023
18282309	SYSTEMS AND METHODS FOR INVENTORY MANAGEMENT	KAZIMI, HANI M	3691	§103	Non-Final OA	83d	Pending	Sep 15, 2023
18467990	SYSTEM AND METHOD FOR ITEM-SELLER RECOMMENDATION FOR ASSORTMENT GROWTH	ULLAH, ARIF	3625	§101	Non-Final OA	26d	Pending	Sep 15, 2023
18346946	SYSTEMS AND METHODS FOR VARIANT ITEM IDENTIFICATION AND INTERFACE GENERATION	ALLEN, WILLIAM J	3619	§101	Non-Final OA	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	Final Rejection	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	Non-Final OA	72d overdue	Pending	Mar 08, 2023
18103559	DEEP LEARNING ENTITY MATCHING SYSTEM USING WEAK SUPERVISION	CHUANG, SU-TING	2146	§103	Non-Final OA	66d overdue	Pending	Jan 31, 2023
18104021	SYSTEMS AND METHODS FOR HYBRID OPTIMIZATION TRAINING OF MULTINOMIAL LOGIT MODELS	PATEL, LOKESHA G	2125	§103	Non-Final OA	30d overdue	Pending	Jan 31, 2023
18103205	SYSTEMS AND METHODS FOR ROUTE OPTIMIZATION	ULLAH, ARIF	3625	§101	Final Rejection	110d overdue	Pending	Jan 30, 2023
18103056	SYSTEM, METHOD, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIA RELATED TO TRANSACTIONS USING A MOBILE DEVICE	CHEIN, ALLEN C	3627	§103	Final Rejection	30d	Pending	Jan 30, 2023
18018774	METHODS AND APPARATUS FOR DIFFUSED ITEM RECOMMENDATIONS	VAN BRAMER, JOHN W	3622	§101	Final Rejection	56d overdue	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
18103219	SYSTEMS AND METHODS FOR PRODUCT ANALYSIS	LADONI, AHOORA	3689	§103	Non-Final OA	91d overdue	Pending	Jan 30, 2023
18103357	DYNAMIC SINGLE ROUTE OPTIMIZATION AND TRAILER LOADING FEASBILITY CHECK	SINGLETARY, TYRONE E	3625	—	Final Rejection	105d overdue	Pending	Jan 30, 2023
18103283	Systems and Methods for Improving Browse Category Rankings on Electronic Platforms with Large-Scale Databases	MITROS, ANNA MAE	3689	§103	Final Rejection	23d overdue	Pending	Jan 30, 2023
18158950	SYSTEMS AND METHODS FOR PROCESSING IMAGES CAPTURED AT A PRODUCT STORAGE FACILITY	VANCHY JR, MICHAEL J	2666	§103	Non-Final OA	34d	Pending	Jan 24, 2023
18156886	SYSTEMS AND METHODS FOR ASSEMBLING MERCHANDISE ITEMS	IQBAL, MUSTAFA	3625	§101	Final Rejection	25d overdue	Pending	Jan 19, 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	§103	Non-Final OA	59d overdue	Pending	Jan 18, 2023
18148261	SYSTEMS AND METHODS FOR CROSS POLLINATION INTENT DETERMINATION	KAPOOR, DEVAN	2126	§103	Non-Final OA	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
17944578	METHODS AND APPARATUS FOR AUTOMATIC ITEM PLACEMENT	CRAWLEY, TALIA F	3627	§103	Non-Final OA	17d overdue	Pending	Sep 14, 2022
17906026	DOOR-STEP TIME ESTIMATION AND DELIVERY ROUTE OPTIMIZATION	KYU, TAYAR M	3628	§103	Non-Final OA	217d overdue	Pending	Sep 09, 2022
17823493	METHODS AND APPARATUS FOR GENERATING CLEAN DATASETS FROM IMPURE DATASETS	KNIGHT, LETORIA G	3623	§101	Non-Final OA	1d overdue	Pending	Aug 30, 2022
17801508	SYSTEMS AND METHODS FOR VISUAL IDENTIFIERS	PRESTON, ASHLEY DAWN	3688	§101	Non-Final OA	8d	Pending	Aug 22, 2022
17813919	METHODS AND APPARATUS FOR KEYWORD SEARCH TERM RECOMMENDATIONS FOR TAXONOMY ENRICHMENT	GIBSON-WYNN, KENNEDY ANNA	3688	§101	Final Rejection	11d overdue	Pending	Jul 20, 2022
17864054	SYSTEMS AND METHODS FOR INVENTORY MANAGEMENT	CRAWLEY, TALIA F	3627	§103	Non-Final OA	28d	Pending	Jul 13, 2022
17845819	ALLOCATION OF SPLIT TENDER TRANSACTIONS	MALHOTRA, SANJEEV	3691	§101	Non-Final OA	5d overdue	Pending	Jun 21, 2022
17725378	SYSTEMS AND METHODS FOR COLLABORATIVE SHOPPING	RAMPHAL, LATASHA DEVI	3688	§103	Non-Final OA	12d	Pending	Apr 20, 2022
17710225	METHODS AND APPARATUS FOR GENERATING TRAINING DATA TO TRAIN MACHINE LEARNING BASED MODELS	RIFKIN, BEN M	2123	§101	Non-Final OA	29d	Pending	Mar 31, 2022
17589552	AUTOMATICALLY DETERMINING USER INTENT BY SEQUENCE CLASSIFICATION BASED ON NON-TIME-SERIES-BASED MACHINE LEARNING	GRUSZKA, DANIEL PATRICK	2121	§103	Final Rejection	1d overdue	Pending	Jan 31, 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	§103	Final Rejection	77d	Pending	Jan 12, 2022
17536885	SYSTEMS AND METHODS FOR GENERATING SEASONAL AND THEME-AWARE RECOMMENDATIONS	HOLCOMB, MARK	3685	§101	Non-Final OA	107d overdue	Pending	Nov 29, 2021
17466808	SYSTEMS AND METHODS FOR GENERATING DATA	KOWALIK, SKIELER ALEXANDER	2142	§103	Final Rejection	57d	Pending	Sep 03, 2021
17399977	AUTOMATICALLY DETERMINING IN REAL-TIME A TRIGGERING MODEL FOR PERSONALIZED RECOMMENDATIONS	PRESTON, ASHLEY DAWN	3688	§101	Final Rejection	42d overdue	Pending	Aug 11, 2021
17378581	METHODS AND APPARATUS FOR OPTIMIZING HYPERPARAMETER SEARCH FUNCTIONALITY	NAULT, VICTOR ADELARD	2124	§103	Non-Final OA	12d	Pending	Jul 16, 2021
17343440	METHODS AND APPARATUS FOR AUTOMATICALLY RANKING ITEMS BASED ON MACHINE LEARNING PROCESSES	MITROS, ANNA MAE	3689	§101	Final Rejection	86d overdue	Pending	Jun 09, 2021
17246179	MACHINE LEARNING BASED METHODS AND APPARATUS FOR AUTOMATICALLY GENERATING ITEM RANKINGS	GORNEY, BORIS	2154	—	Final Rejection	175d overdue	Pending	Apr 30, 2021
17162970	METHODS AND APPARATUS FOR RETRIEVING RELEVANT INFORMATION FROM AN UNSTRUCTURED KNOWLEDGE BASE	BALAKRISHNAN, VIJAY MURALI	2143	§103	Non-Final OA	29d	Pending	Jan 29, 2021
16527411	PERSONALIZED COMPLIMENTARY ITEM RECOMMENDATIONS USING SEQUENTIAL AND TRIPLET NEURAL ARCHITECTURE	ALGHAZZY, SHAMCY	2128	§101	Non-Final OA	105d overdue	Pending	Jul 31, 2019

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