Prosecution Insights
Prosecution Insights
Tech Center 2600 • Art Units: 2626 2653 2654 2655 2659
This examiner grants 73% of resolved cases
Paras D. Shah is an examiner in Tech Center 2600 and Art Unit 2626. He has a substantial history with 655 resolved cases. The data shows an allowance rate of 73.4 percent, which is a favorable baseline for applicants. This rate suggests that a majority of applications handled by this examiner eventually reach a grant. The 655 resolved cases provide a reliable statistical foundation for these observations.
The interview lift is 31.0 percent, indicating that direct communication is an effective way to improve the chances of success. When compared to the 73.4 percent baseline, this lift suggests that interviews are a valuable tool for resolving technical disagreements or clarifying claim scope. Practitioners should consider the 31.0 percent lift as a strong reason to schedule an interview during the prosecution process in Art Unit 2626.
The median days to allowance is 1369. This is a longer pendency, suggesting that while the 73.4 percent allowance rate is high, the process to get there can be lengthy. Applicants should be prepared for a 1369 day timeline on average. The 655 resolved cases provide a reliable basis for these metrics, helping to set realistic expectations for both the outcome and the duration of the examination. The 1369 day figure serves as a benchmark.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 19071732 | RECOGNIZING SPEECH IN THE PRESENCE OF ADDITIONAL AUDIO | Non-Final OA | Google LLC |
| 19040527 | LANGUAGE MODEL BIASING MODULATION | Non-Final OA | Google LLC |
| 18978233 | GUIDED TEXT GENERATION FOR TASK-ORIENTED DIALOGUE | Non-Final OA | Google LLC |
| 18795734 | Neural-Network-Based Text-to-Speech Model for Novel Speaker Generation | Final Rejection | Google LLC |
| 18493365 | AUTOMATED PREDICTION OF PRONUNCIATION OF TEXT ENTITIES BASED ON CO-EMITTED SPEECH RECOGNITION PREDICTIONS | Non-Final OA | GOOGLE LLC |
| 17981181 | INVOKING AUTOMATED ASSISTANT FUNCTION(S) BASED ON DETECTED GESTURE AND GAZE | Non-Final OA | GOOGLE LLC |
| 18876353 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM | Non-Final OA | NEC Corporation |
| 17934833 | SEAMLESS CUSTOMIZATION OF MACHINE LEARNING MODELS | Non-Final OA | QUALCOMM Incorporated |
| 18985185 | WAKEWORD DETECTION USING A SECONDARY MICROPHONE | Non-Final OA | Amazon Technologies, Inc. |
| 18755234 | PROACTIVE TASK PLANNING AND EXECUTION | Non-Final OA | Amazon Technologies, Inc. |
| 18514376 | Architecture for a Hub Configured to Control a Second Device While a Connection to a Remote System is Unavailable | Non-Final OA | Amazon Technologies, Inc. |
| 18692829 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAM | Final Rejection | Sony Group Corporation |
| 18572196 | PROGRAM, INFORMATION PROCESSING METHOD, RECORDING MEDIUM, AND INFORMATION PROCESSING DEVICE | Final Rejection | Sony Group Corporation |
| 18728335 | AUDIO PROCESSING APPARATUS, AUDIO PROCESSING METHOD, AND AUDIO PROCESSING SYSTEM | Non-Final OA | KYOCERA Corporation |
| 18506766 | INSIGHTS SERVICE FOR LARGE LANGUAGE MODEL PROMPTING | Final Rejection | Microsoft Technology Licensing, LLC |
| 17538271 | COMMUNICATION FRAMEWORK FOR AUTOMATED CONTENT GENERATION AND ADAPTIVE DELIVERY | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18827404 | SMART TOWING ASSISTANT | Non-Final OA | State Farm Mutual Automobile Insurance Company |
| 18338400 | Document Processing Method And Information Processing Device | Final Rejection | LegalOn Technologies, Inc. |
| 18580554 | DEVICE AND METHOD FOR PROCESSING VOICES OF SPEAKERS | Non-Final OA | AMOSENSE CO., LTD. |
| 19061868 | INTELLIGENT PHRASE DERIVATION GENERATION | Non-Final OA | Calabrio, Inc. |
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