Prosecution Insights
Last updated: August 17, 2026

Examiner: KRINGEN, MICHELLE THERESE

Tech Center 3600 • Art Units: 3625 3684 3688 3689

This examiner grants 56% of resolved cases

Performance Statistics

55.6%
Allow Rate
+3.6% vs TC avg
362
Total Applications
+38.9%
Interview Lift
1231
Avg Prosecution Days
Based on 338 resolved cases, 2023–2026

Rejection Statute Breakdown

30.6%
§101 Eligibility
4.5%
§102 Novelty
41.0%
§103 Obviousness
18.9%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
19245662 INTEGRATING A WALLET CLIENT WITH FEDERATED DIRECTORY SERVICES Non-Final OA WELLS FARGO BANK, N.A.
19246137 System, Platform and Method for Personalized Shopping Using an Automated Shopping Assistant Non-Final OA NIKE, Inc.
19096643 VIDEO GAME INTEGRATION OF CRYPTOGRAPHICALLY SECURED DIGITAL ASSETS Non-Final OA NIKE, Inc.
18742432 Systems and Methods for Detection of Navigation to Physical Venue and Suggestion of Alternative Actions Final Rejection Google LLC
19229977 SYSTEM AND METHOD FOR COUPLING A USER COMPUTING DEVICE AND A POINT OF SALE DEVICE Non-Final OA Walmart Apollo, LLC
18830281 FOOD DELIVERY OPTIMIZATION Final Rejection DoorDash, Inc.
18293793 COMPUTER BASED ASSISTANT FOR PROMOTING UPGRADES TO AUTOMATION PRODUCTS AND SERVICES Final Rejection Siemens Aktiengesellschaft
18753920 Personalized Recommendations Matching a List of Item Descriptors to Catalog Products from a Database Final Rejection Maplebear Inc.
18441843 MACHINE LEARNING MODEL FOR PREDICTING TRAVEL FOR RECOMMENDING CONTENT TO A USER OF AN ONLINE SYSTEM Final Rejection Maplebear Inc.
18490683 GENERATING A CONSTRAINED ORDER BASED ON A FREE-TEXT QUERY USING A LARGE LANGUAGE MODEL Final Rejection Maplebear Inc.
18208717 EXPLORING USER INTERESTS WITH MULTI-ARM BANDIT (MAB), CONTEXTUAL MAB, AND REINFORCEMENT LEARNING IN RECOMMENDATION Final Rejection ROKU, INC.
18450931 SYSTEMS AND METHODS FOR GENERATING RECOMMENDATIONS USING CONTEXTUAL BANDIT MODELS WITH NON-LINEAR ORACLES Non-Final OA INTUIT INC.

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