Prosecution Insights
Last updated: May 29, 2026

Examiner: SONIFRANK, RICHA MISHRA

Tech Center 2600 • Art Units: 2627 2654 2673 2674

This examiner grants 66% of resolved cases

Performance Statistics

66.3%
Allow Rate
+4.3% vs TC avg
411
Total Applications
+25.0%
Interview Lift
1111
Avg Prosecution Days
Based on 383 resolved cases, 2023–2026

Rejection Statute Breakdown

3.4%
§101 Eligibility
2.7%
§102 Novelty
90.0%
§103 Obviousness
3.4%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
19078781 CONFIGURATION METHOD AND APPARATUS OF DIALOGUE ROBOT, ELECTRONIC DEVICE, MEDIUM AND PRODUCT Final Rejection Beijing Zitiao Network Technology Co., Ltd.
18481954 AI ENGINE FOR TRAINING CREDIT CARD CHATBOT Non-Final OA The Toronto-Dominion Bank
18231650 REDUCING COMPUTATIONAL RESOURCE USAGE VIA TRAINING AND/OR UTILIZING LARGE LANGUAGE MODELS Final Rejection GOOGLE LLC
18188524 END-TO-END SPEECH CONVERSION Non-Final OA Google LLC
18116201 PROCESSING NATURAL LANGUAGE USING MACHINE LEARNING TO DETERMINE SLOT VALUES BASED ON SLOT DESCRIPTORS Non-Final OA GOOGLE LLC
18776711 Method and apparatus for generating text corpus by using knowledge graph Non-Final OA Alipay (Hangzhou) Information Technology Co., Ltd.
18750469 Systems And Methods For Generative Language Model Database System Integration Architecture Non-Final OA Salesforce, Inc.
17353297 APPARATUS AND METHOD FOR SOURCE SEPARATION USING AN ESTIMATION AND CONTROL OF SOUND QUALITY Final Rejection Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung e.V.
18927036 METHOD, APPARATUS AND DEVICE FOR GENERATING A CONVERSATION SCENARIO MODEL Final Rejection Beijing Waterdrop Technology Group Co., Ltd.
18478867 SYSTEMS AND METHODS FOR ANSWERING INQUIRIES USING VECTOR EMBEDDINGS AND LARGE LANGUAGE MODELS Non-Final OA INTUIT INC.
18757818 SYSTEM AND METHOD FOR AUTOMATED ARABIC LANGUAGE QUALITY ASSURANCE, PERFORMANCE OPTIMIZATION, AND SECURITY ENHANCEMENT OF GOVERNMENT WEBSITES Non-Final OA Digital Government Authority
18606758 Filtering Content for Automated User Interactions Using Language Models Non-Final OA PlanetArt, LLC
18537793 SYSTEMS AND METHODS FOR AUTOMATING PROPERTY MANAGEMENT TASKS Final Rejection AppFolio, Inc.

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