Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2129 2486 4100
This examiner grants 20% of resolved cases
Amina Moreno Benouraida is an examiner in Tech Center 4100, specifically assigned to Art Unit 2129. The examiner has a record of 5 resolved cases, which provides an initial look at prosecution patterns. The allowance rate is 20.0 percent, suggesting the frequency with which applications reach a grant. This 20.0 percent rate is a baseline for practitioners to consider when assessing their chances of success. The 5 resolved cases establish the current statistical record.
The interview lift is 50.0 percent, indicating that direct engagement with the examiner is a productive strategy. This 50.0 percent lift suggests that an interview can improve the likelihood of an allowance compared to the 20.0 percent baseline. Practitioners should weigh the benefits of this 50.0 percent increase when planning their response to office actions. The median days to allowance is 1562, representing the typical timeframe for a successful outcome. This 1562 median days to allowance provides a benchmark for pendency.
The data in Art Unit 2129 shows that the interview lift is 50.0 percent, offering a clear path for applicants. The 1562 median days to allowance helps set expectations for the overall timeline in Tech Center 4100. The 20.0 percent allowance rate remains a key metric for evaluating the likelihood of a grant. These figures help practitioners navigate the examination process with a more informed perspective on the examiner's established patterns.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18363512 | TRAINING A NEURAL NETWORK BY MEANS OF KNOWLEDGE GRAPHS | Non-Final OA | Robert Bosch GmbH |
| 18054266 | Method for Generating Training Data for Training a Machine Learning Algorithm | Non-Final OA | Robert Bosch GmbH |
| 18127313 | COORDINATION OF MODEL TRAININGS FOR FEDERATED LEARNING | Non-Final OA | NOKIA TECHNOLOGIES OY |
| 18307653 | MULTI-PARTY MODEL TRAINING | Non-Final OA | Palantir Technologies Inc. |
| 18496513 | SYSTEMS AND METHODS FOR BUILDING A CUSTOMIZED GENERATIVE ARTIFICIAL INTELLIGENT PLATFORM | Non-Final OA | Salesforce, Inc. |
| 17524764 | METHOD AND SYSTEM FOR EXTRACTING AND CLASSIFYING MANUFACTURING FEATURES FROM THREE-DIMENSIONAL MODEL OF PRODUCT | Non-Final OA | HCL Technologies Limited |
| 17511777 | ERROR DETECTION AT LAYERS OF A NEURAL NETWORK | Non-Final OA | ADVANCED MICRO DEVICES, INC. |
| 18182163 | TRAINING MACHINE LEARNING MODELS USING VARYING MULTI-MODALITY TRAINING DATA | Final Rejection | The ADT Security Corporation |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
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