Prosecution Insights
Last updated: October 02, 2026

Examiner: ABOUD, ABDULLAH KHALED

Tech Center 2100 • Art Units: 2121 2147

This examiner grants 0% of resolved cases

Performance Statistics

—
Allow Rate
-55.0% vs TC avg
14
Total Applications
—
Interview Lift
0
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

24.0%
§101 Eligibility
2.3%
§102 Novelty
58.1%
§103 Obviousness
14.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18031106 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUM Final Rejection NEC Corporation
18638414 ITEM RECOMMENDATION METHOD AND APPARATUS, AND STORAGE MEDIUM Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18468823 DATA PROCESSING APPARATUS AND METHOD Non-Final OA Canon Kabushiki Kaisha
18633387 DECODING INVERTIBLE EMBEDDINGS FOR INSTRUCTION PROMPT OPTIMIZATION IN BLACKBOX LARGE LANGUAGE MODELS Non-Final OA INTUIT INC.
18593509 MINING COLLABORATION NETWORK SIGNALS TO GENERATE PROCESS OPTIMIZATION RECOMMENDATION USING AI Non-Final OA Microsoft Technology Licensing, LLC
18172466 Intelligent Machine Environment Layout Adjustment Non-Final OA International Business Machines Corporation
18738984 SYSTEMS AND METHODS FOR BUILDING TASK-ORIENTED HIERARCHICAL AGENT ARCHITECTURES Non-Final OA Salesforce, Inc.
18100933 METHOD FOR COMBINING CLASSIFICATION AND FUNCTIONAL DATA ANALYSIS FOR ENERGY CONSUMPTION FORECASTING Non-Final OA Hitachi, Ltd.
18637718 CONTRIBUTION DATA CALIBRATION Non-Final OA ADOBE INC.
18542118 METHODS AND APPARATUSES FOR DATA PRIVACY-PRESERVING TRAINING OF SERVICE PREDICTION MODELS Non-Final OA Alipay (Hangzhou) Information Technology Co., Ltd.
18426128 NEURAL NETWORK INCLUDING LOCAL STORAGE UNIT Non-Final OA STMicroelectronics International N.V.
18194108 NEURAL NETWORK INCLUDING LOCAL STORAGE UNIT Non-Final OA STMicroelectronics International N.V.
18707282 SYSTEM AND METHOD FOR TRAINING MACHINE LEARNING MODEL WITH GEOGRAPHICAL LOCATION Non-Final OA GRABTAXI HOLDINGS PTE. LTD.
18678628 MANAGING INFERENCE MODELS USING STRUCTURED REPRESENTATIONS FOR SUMMARIZED INFERENCES Non-Final OA Dell Products L.P.

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