Prosecution Insights
Last updated: April 19, 2026

Examiner: PRESTON, ASHLEY DAWN

Tech Center 3600 • Art Units: 3625 3684 3688

This examiner grants 42% of resolved cases

Performance Statistics

42.0%
Allow Rate
-10.0% vs TC avg
211
Total Applications
+25.6%
Interview Lift
1256
Avg Prosecution Days
Based on 169 resolved cases, 2023–2026

Rejection Statute Breakdown

43.7%
§101 Eligibility
5.5%
§102 Novelty
37.0%
§103 Obviousness
9.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18890136 SYSTEM, PLATFORM, DEVICE AND METHOD FOR PERSONALIZED SHOPPING Non-Final OA NIKE, Inc.
17801508 SYSTEMS AND METHODS FOR VISUAL IDENTIFIERS Non-Final OA Walmart Apollo, LLC
17399977 AUTOMATICALLY DETERMINING IN REAL-TIME A TRIGGERING MODEL FOR PERSONALIZED RECOMMENDATIONS Final Rejection Walmart Apollo, LLC
18512269 SYSTEMS AND METHODS FOR GENERATING AN INTERACTIVE GRAPHICAL USER INTERFACE Non-Final OA Capital One Services, LLC
18324759 SYSTEMS AND METHODS FOR VEHICLE RECOMMENDATIONS Non-Final OA Capital One Services, LLC
18333552 INFORMATION PROCESSING METHOD, INFORMATION PROCESSING SYSTEM, AND PROGRAM Final Rejection FUJIFILM Corporation
18585694 ITEM MANAGEMENT SYSTEM, METHOD, AND INFORMATION PROCESSING APPARATUS Non-Final OA CANON KABUSHIKI KAISHA
18890294 METHOD, SYSTEM, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM FOR ANALYZING FACIAL FEATURES FOR AUGMENTED REALITY EXPERIENCES OF PHYSICAL PRODUCTS IN A MESSAGING SYSTEM Non-Final OA Snap Inc.
18335454 INTELLIGENT PRODUCT GUIDANCE BASED ON SPACE AVAILABILITY Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18067270 INTELLIGENT FOOD ORDER SELECTION AND FULFILLMENT PLATFORM Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
19227155 DYNAMIC GENERATIVE SKILLS AGENTS USING LARGE LANGUAGE MODELS Non-Final OA Bluecore, Inc.
18769202 Personalized Ranking of Search Query Results Using Engagement-Independent Machine Learning Model for Cold-Start Items Non-Final OA Maplebear Inc.
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 Final Rejection Maplebear Inc.
18720580 INFORMATION RECOMMENDATION METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUM Non-Final OA Beijing Bytedance Network Technology Co., Ltd.
18588735 METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR DELIVERY COST ESTIMATION Final Rejection Lemon Inc.
18651084 ARCHITECTURE FOR PERSONALIZED BEAUTY EXPERIENCE USING LARGE LANGUAGE MODEL Non-Final OA L'Oreal
18157854 PRODUCT DESCRIPTION AUGMENTATION Non-Final OA ADOBE INC.
18539091 GENERATIVE ARTIFICIAL INTELLIGENCE KNOWLEDGE GRAPH ENGINE IN AN ITEM LISTING SYSTEM Non-Final OA eBay Inc.
18464617 Dynamic Triggering and Processing of a Purchase Based on Computer Detection of Media Object Final Rejection Roku, Inc.
18250468 METHOD FOR DETERMINING A HAIR COLORATION TREATMENT Final Rejection Henkel AG & Co. KGaA
18100739 Inferring User Brand Sensitivity Using a Machine Learning Model Final Rejection Maplebear Inc. (dba Instacart)
17515399 GENERATING A USER INTERFACE FOR A USER OF AN ONLINE CONCIERGE SYSTEM IDENTIFYING A CATEGORY AND ONE OR MORE ITEMS FROM THE CATEGORY BASED FOR INCLUSION IN AN ORDER BASED ON AN ITEM INCLUDED IN THE ORDER Non-Final OA Maplebear Inc. (dba Instacart)
17496829 GENERATING A USER INTERFACE FOR A USER OF AN ONLINE CONCIERGE SYSTEM TO SELECT GENERIC ITEM DESCRIPTIONS FOR AN ORDER AND TO SELECT SPECIFIC ITEMS CORRESPONDING TO THE SELECTED GENERIC ITEM DESCRIPTIONS Non-Final OA Maplebear Inc. (dba Instacart)
17921970 Method and system for creating indoor image datasets using procedural generation and 3D mesh conversion Final Rejection SEOUL NATIONAL UNIVERSITY R&DB FOUDATION
17606923 Themed Smart Basket For Online Shopping Final Rejection Mercatus Technologies Inc.

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