Prosecution Insights
Last updated: April 19, 2026

Examiner: LOHARIKAR, ANAND R

Tech Center 3600 • Art Units: 3684 3688 3689

This examiner grants 69% of resolved cases

Performance Statistics

69.3%
Allow Rate
+17.3% vs TC avg
392
Total Applications
+25.3%
Interview Lift
1212
Avg Prosecution Days
Based on 361 resolved cases, 2023–2026

Rejection Statute Breakdown

37.5%
§101 Eligibility
16.6%
§102 Novelty
23.3%
§103 Obviousness
11.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18661667 ADAPTIVE RECOMMENDATION SYSTEM FOR GENERATING NEXT BEST SUGGESTIONS THROUGH DYNAMIC USER QUERY INTERPRETATION Non-Final OA Walmart Apollo, LLC
18661673 ADAPTIVE RECOMMENDATION SYSTEM FOR GENERATING NEXT BEST SUGGESTIONS THROUGH DYNAMIC REFINEMENT OF INITIAL SEARCH REQUESTS8 Non-Final OA Walmart Apollo, LLC
18659952 SYSTEM AND METHOD FOR PERSONALIZING THE RANKING OF RECENTLY VIEWED ITEMS Non-Final OA Walmart Apollo, LLC
18506763 SYSTEMS AND METHODS FOR PERSONALIZING A MERCHANT IDENTIFIER Non-Final OA Wells Fargo Bank, N.A.
18610762 SYSTEM AND METHOD FOR PROVIDING INFORMATION Final Rejection KIA CORPORATION
18919514 Management Method, Server, And Custom Product Management System Non-Final OA SEIKO EPSON CORPORATION
18749449 Location Triggered Processes Non-Final OA Apple Inc.
18760876 GENERATING CUSTOMIZABLE AVATAR OUTFITS Non-Final OA Snap Inc.
18565363 Visual Attention-Based Surfacing Using Inferred Head Pose With Product Locations Final Rejection Google LLC
18613661 INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHOD FOR PREDICTING PREFERENCE OF USER GROUP Final Rejection Rakuten Group, Inc.
18641198 SHARED CACHING SYSTEM FOR UNIFIED EXPERIMENTATIONS USING MACHINE-LEARNED MODELS Final Rejection Maplebear Inc.
18393380 TRAINING DATA GENERATION BY BUCKETING USERS BASED ON OUTPUT OF A CONTEXTUAL BANDIT MODEL Final Rejection Maplebear Inc.
18865671 INFORMATION PRESENTATION METHOD AND APPARATUS, AND ELECTRONIC DEVICE AND COMPUTER-READABLE MEDIUM Non-Final OA Beijing Youzhuju Network Technology Co., Ltd.
18901093 SYSTEM AND METHOD FOR PERSONALIZED RECOMMENDATION AND TRANSACTION OF NON-FUNGIBLE TOKENS OF LIVESTOCK EMBRYOS Non-Final OA Tata Consultancy Services Limited
18655459 STORAGE ARRAY DRIVE RECOMMENDATION TAILORED TO WORKLOAD CHARACTERISTICS Non-Final OA Dell Products L.P.
18566046 INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING PROGRAM Final Rejection ZOZO, Inc.
18817988 GENERATING AND USING TOKENS TO REQUEST SERVICES AND ACCESS TO A PRODUCT COLLABORATION PLATFORM Non-Final OA Zazzle Inc.
18661097 SYSTEM AND METHOD FOR DEALS PIPELINE OPTIMIZATION Non-Final OA GONG.io Ltd.
18387081 CROSS-DOMAIN RECOMMENDATION VIA CONTRASTIVE LEARNING OF USER BEHAVIORS IN ATTENTIVE SEQUENCE MODELS Non-Final OA ETSY, Inc.
18538630 FAI MODEL DRIVEN RECOMMENDATION SYSTEM AND METHOD Final Rejection CloudBlue LLC
18506850 COMPUTER-IMPLEMENTED VISUAL DECISION SUPPORT METHOD AND SYSTEM FOR COMPARING PRODUCTS OR SERVICES Non-Final OA Polsko-Japonska Akademia Technik Komputerowych
18556325 DEVICE OF PROVIDING CONTENT RECOMMENDATION INFORMATION BASED ON RELATIONSHIP LEARNING MODEL OF RENDERING INFORMATION AND METHOD OF OPERATING SAME Non-Final OA ARCHIDRAW. INC.
18096685 SYSTEMS AND METHODS FOR CREATING 3D OBJECTS Final Rejection Fathom Manufacturing LLC

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