Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19382207 | System and Method for Persistent Cognitive Machines Using a Digital Thought Architecture | November 2025 | March 2026 | Allow | 4 | 1 | 0 | No | No |
| 19358403 | ARTIFICIAL INTELLIGENCE SYSTEM THAT GENERATES QUESTIONS AND EVALUATES ORAL READINGS AND RESPONSES | October 2025 | January 2026 | Allow | 3 | 0 | 0 | No | No |
| 19338646 | SYSTEMS AND METHODS FOR GENERATING AUDIO DESCRIPTIONS | September 2025 | December 2025 | Allow | 2 | 0 | 0 | No | No |
| 19330670 | SYSTEMS AND METHODS FOR IMPROVED MACHINE LEARNING-BASED INBOUND CALL MONITORING AND RESPONSE GENERATION | September 2025 | January 2026 | Allow | 4 | 1 | 0 | Yes | No |
| 19328082 | Scalable Expert Foundry System Using Hierarchical Supervisory Networks and Geometric Manifold Architectures for Multi-Domain Cognitive Processing | September 2025 | January 2026 | Allow | 4 | 0 | 0 | Yes | No |
| 19326730 | Systems and Methods for Latent Hyperspace Navigation in Spatiotemporal Media | September 2025 | March 2026 | Allow | 6 | 0 | 0 | No | No |
| 19321173 | Persistent Cognitive Machine With Curated Long Term Memory | September 2025 | March 2026 | Allow | 6 | 0 | 0 | No | No |
| 19314619 | MASS-BASED CLUSTERING OF UTTERANCES IN FINANCIAL CONTEXTS | August 2025 | December 2025 | Allow | 3 | 0 | 0 | No | No |
| 19312216 | AI-GENERATED MUSIC DERIVATIVE WORKS | August 2025 | February 2026 | Allow | 6 | 1 | 0 | No | No |
| 19311017 | Method and System for Optimizing Use of Retrieval Augmented Generation Pipelines in Generative Artificial Intelligence Applications | August 2025 | March 2026 | Allow | 6 | 0 | 0 | No | No |
| 19310518 | SCALABLE SYSTEMS AND METHODS FOR CONTEXT-AWARE SENSITIVE DATA DETECTION, HIERARCHICAL LABELING, AND PROTECTION IN NATURAL LANGUAGE PROCESSING ENVIRONMENTS | August 2025 | December 2025 | Allow | 4 | 1 | 0 | No | No |
| 19309463 | COLLABORATIVE DATA ANALYTICS USING MACHINE LEARNING BASED LANGUAGE MODELS | August 2025 | November 2025 | Allow | 2 | 0 | 0 | No | No |
| 19308532 | CHATBOTS WITH NON-LINEAR CONVERSATIONS | August 2025 | November 2025 | Allow | 3 | 1 | 0 | Yes | No |
| 19307885 | MULTI-MODAL HIERARCHICAL TOKENIZATION DEEP NEURAL NETWORK | August 2025 | October 2025 | Allow | 2 | 0 | 0 | No | No |
| 19306727 | AI-GENERATED MUSIC DERIVATIVE WORKS | August 2025 | February 2026 | Allow | 6 | 1 | 0 | Yes | No |
| 19306731 | MULTI-STAGE APPROVAL AND CONTROLLED DISTRIBUTION OF AI-GENERATED DERIVATIVE CONTENT | August 2025 | March 2026 | Allow | 6 | 1 | 0 | Yes | No |
| 19306379 | Method and System for Optimizing Use of Retrieval Augmented Generation Pipelines in Generative Artificial Intelligence Applications | August 2025 | March 2026 | Allow | 6 | 0 | 0 | No | No |
| 19305085 | SUFFIX-BASED SPECULATIVE TOKEN DECODING FOR ARTIFICIAL INTELLIGENCE MODEL | August 2025 | November 2025 | Allow | 2 | 0 | 0 | No | No |
| 19302810 | REAL-TIME USE OF MULTIPLE PARALLEL AUTOMATIC SPEECH RECOGNITION (ASR) MODULES IN A CONVERSATIONAL ARTIFICIAL INTELLIGENCE (AI) ARCHITECTURE | August 2025 | January 2026 | Allow | 5 | 1 | 0 | Yes | No |
| 19286498 | MACHINE LEARNING MODEL DYNAMIC PROMPT ENGINEERING | July 2025 | November 2025 | Allow | 3 | 1 | 0 | No | No |
| 19278917 | SYSTEMS AND METHODS FOR TRAINING AND USING CUSTOM VECTOR EMBEDDING MODELS | July 2025 | October 2025 | Allow | 3 | 0 | 0 | No | No |
| 19266602 | LARGE LANGUAGE MODEL ENSEMBLE FOR COMBINATORIAL RETRIEVAL IN ONE-TO-MANY MATCHING TASKS | July 2025 | September 2025 | Allow | 2 | 0 | 0 | No | No |
| 19259877 | ADAPTIVE COMMUNICATION PLATFORM USING REINFORCEMENT LEARNING | July 2025 | November 2025 | Allow | 5 | 1 | 0 | No | No |
| 19255472 | LANGUAGE MODEL IMPROVEMENT THROUGH AUTOMATED PROMPT ENGINEERING | June 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19249933 | REMEDIATING HALLUCINATIONS IN LANGUAGE MODELS | June 2025 | September 2025 | Allow | 3 | 1 | 0 | Yes | No |
| 19229708 | SYSTEMS AND METHODS FOR AUTOMATED PROMPT GENERATION FOR INTELLIGENT ALERTING IN CONDITION MONITORING USING CONTEXTUAL LANGUAGE MODELS AND RETRIEVAL-AUGMENTED GENERATION | June 2025 | August 2025 | Allow | 3 | 0 | 0 | No | No |
| 19203069 | System and Method for Persistent Cognitive Machines Using a Digital Thought Architecture | June 2025 | September 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19225268 | INTELLIGENT DETECTION OF BIAS WITHIN AN ARTIFICIAL INTELLIGENCE MODEL | June 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19225487 | USING ARTIFICIAL ENTITIES FOR GENERATING PERSONALIZED RESPONSES | June 2025 | December 2025 | Allow | 7 | 2 | 0 | No | No |
| 19224046 | METHOD AND SYSTEM FOR CONVERTING FREE TEXT QUERIES TO KUSTO QUERY LANGUAGE (KQL) QUERIES | May 2025 | September 2025 | Allow | 4 | 0 | 0 | No | No |
| 19215025 | METHOD FOR CROSS-DOMAIN SPEECH DEEPFAKE DETECTION | May 2025 | September 2025 | Allow | 4 | 0 | 0 | No | No |
| 19209971 | TEXT-TO-SPEECH SYNTHESIS USING GENERATIVE ARTIFICIAL INTELLIGENCE MODELS | May 2025 | September 2025 | Allow | 4 | 1 | 0 | No | No |
| 19210804 | DATABASE INTERFACE FRAMEWORK AND DATABASE AGENTS | May 2025 | November 2025 | Allow | 6 | 1 | 0 | No | No |
| 19202025 | NOVEL SPEECH RECOGNITION FOR ASSISTING PATIENTS WITH SPEECH DIFFICULTIES | May 2025 | October 2025 | Allow | 6 | 2 | 0 | No | No |
| 19200316 | DATA-DRIVEN AUDIO DEEPFAKE DETECTION | May 2025 | July 2025 | Allow | 2 | 0 | 0 | No | No |
| 19200467 | AGENTIC ON-DEVICE ADAPTATION FOR INCREASING NODE EFFICIENCY BY ACCOMMODATING DISTRIBUTION SHIFTS | May 2025 | July 2025 | Allow | 2 | 1 | 0 | Yes | No |
| 19197818 | MULTI-STAGE APPROVAL AND CONTROLLED DISTRIBUTION OF AI-GENERATED DERIVATIVE CONTENT | May 2025 | July 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19196797 | METHODS, SYSTEMS, APPARATUSES, AND DEVICES FOR FACILITATING CUSTOMIZABLE COMMUNICATIONS WITH USERS | May 2025 | March 2026 | Allow | 10 | 2 | 0 | No | No |
| 19195126 | AUTOMATED TEXT CORRECTION USING CORRECTION PROBABILITY SCORES | April 2025 | September 2025 | Allow | 4 | 1 | 0 | No | No |
| 19195577 | TRAINING OF IMPROVED MACHINE LEARNING MODEL FOR CONVERTING QUERIES TO A PROGRAMMING LANGUAGE | April 2025 | September 2025 | Allow | 4 | 0 | 0 | No | No |
| 19195374 | LARGE LANGUAGE MODEL PERFORMANCE EVALUATION AND MODIFICATION | April 2025 | July 2025 | Allow | 3 | 0 | 0 | No | No |
| 19192328 | METHODS, DEVICES, AND SYSTEMS FOR EXTRACTING AND ANALYZING CONTENT FACING LARGE MODEL | April 2025 | September 2025 | Allow | 4 | 0 | 0 | No | No |
| 19191489 | MACHINE LEARNING MODEL DYNAMIC TOKEN SCREENING AND ENHANCED RESPONSE GENERATION | April 2025 | July 2025 | Allow | 3 | 0 | 0 | No | No |
| 19188918 | DETERMINING A NEXT-BEST ACTION ACROSS MEDICAL CONDITIONS | April 2025 | December 2025 | Allow | 8 | 1 | 0 | No | No |
| 19187502 | Systems and Methods for Creating and Continuously Improving Domain- Specific Translation Models Using Synthetic Data | April 2025 | October 2025 | Allow | 5 | 1 | 1 | Yes | No |
| 19178757 | MACHINE LEARNING-BASED EVALUATION OF RECORDED INTERACTIONS | April 2025 | December 2025 | Allow | 8 | 1 | 0 | No | No |
| 19177611 | Mobile-Optimized Multi-Stage LLM with Generalized Thought Caching | April 2025 | January 2026 | Allow | 10 | 0 | 0 | No | No |
| 19174806 | SELECTIVE CONTENT-AWARE EMBEDDINGS FOR TARGETED INFORMATION RETRIEVAL | April 2025 | May 2025 | Allow | 1 | 0 | 0 | No | No |
| 19174165 | Method and System for Multi-Level Artificial Intelligence Supercomputer Design | April 2025 | June 2025 | Allow | 3 | 0 | 0 | No | No |
| 19169785 | Quality Assurance Systems Based on Speaker Intent Detection | April 2025 | May 2025 | Allow | 2 | 0 | 0 | No | No |
| 19097095 | Comprehensive Al-Enabled Systems for Immersive Voice, Companion, and Augmented/Virtual Reality Interaction Solutions | April 2025 | September 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19094630 | CONVERSATION METHODS, APPARATUS, ELECTRONIC DEVICES, STORAGE MEDIA, AND PRODUCTS | March 2025 | September 2025 | Allow | 6 | 1 | 0 | No | No |
| 19090552 | SYSTEMS AND METHODS FOR CONNECTED NATURAL LANGUAGE MODELS | March 2025 | October 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19089451 | Enhancing Recorded Conversations | March 2025 | January 2026 | Allow | 9 | 2 | 0 | Yes | No |
| 19084517 | CHARACTER TURN SUMMARIES | March 2025 | August 2025 | Allow | 5 | 1 | 0 | No | No |
| 19112596 | INFORMATION PROCESSING SYSTEM, METHOD AND PROGRAM | March 2025 | September 2025 | Allow | 6 | 1 | 0 | No | No |
| 19082406 | Quantitative Visual Translation of Aircraft Radio Communications | March 2025 | September 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19080459 | NATURAL LANGUAGE GENERATION USING KNOWLEDGE GRAPH INCORPORATING TEXTUAL SUMMARIES | March 2025 | January 2026 | Allow | 11 | 2 | 0 | Yes | No |
| 19075976 | DOCUMENT ANALYSIS SYSTEM USING ARTIFICIAL INTELLIGENCE TO IDENTIFY THE EMOTIONAL STATE AND KEYWORDS OF THE DOCUMENT WRITER AND DETERMINE RELATIONSHIPS AMONG GROUP MEMBERS | March 2025 | November 2025 | Abandon | 9 | 1 | 0 | No | No |
| 19072847 | SYSTEMS AND METHODS FOR CONTEXTUAL AND SEMANTIC SUMMARIZATION | March 2025 | June 2025 | Allow | 3 | 0 | 0 | No | No |
| 19068717 | VOICE TRIGGER FOR A DIGITAL ASSISTANT | March 2025 | July 2025 | Allow | 4 | 2 | 0 | Yes | No |
| 19068482 | Method and System for Multi-Level Artificial Intelligence Supercomputer Design | March 2025 | May 2025 | Allow | 2 | 0 | 0 | No | No |
| 19065776 | CUSTOM MODEL INSTRUCTIONS WITH LANGUAGE MODELS | February 2025 | June 2025 | Allow | 3 | 0 | 0 | No | No |
| 19062986 | INTELLIGENT DETECTION OF BIAS WITHIN AN ARTIFICIAL INTELLIGENCE MODEL | February 2025 | May 2025 | Allow | 2 | 0 | 0 | No | No |
| 19062407 | STATEFUL PRETRAINED TRANSFORMERS IN A GENERATIVE RESPONSE ENGINE | February 2025 | April 2025 | Allow | 2 | 0 | 0 | No | No |
| 19062356 | NEURAL FOUNDATION MODELS FOR BRAIN-COMPUTER INTERFACE | February 2025 | May 2025 | Allow | 3 | 1 | 0 | No | No |
| 19062115 | Method and System for Multi-Level Artificial Intelligence Supercomputer Design | February 2025 | July 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19062123 | Method and System for Protecting and Removing Private Information Used in Large Language Models | February 2025 | August 2025 | Allow | 6 | 1 | 0 | No | No |
| 19057541 | METHOD AND SYSTEM FOR PROVIDING ASSISTANCE FOR COGNITIVELY IMPAIRED USERS BY UTILIZING ARTIFICIAL INTELLIGENCE | February 2025 | December 2025 | Allow | 10 | 2 | 0 | No | No |
| 19057835 | GENERATING RESPONSES USING A CONTEXT ENGINE COUPLED WITH A LOGIC ENGINE AND TIME PHRASE RESOLUTION | February 2025 | July 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19057610 | Method and System for Multi-Level Artificial Intelligence Supercomputer Design Featuring Sequencing of Large Language Models | February 2025 | April 2025 | Allow | 2 | 0 | 0 | No | No |
| 19056496 | Method and System for Optimizing Use of Retrieval Augmented Generation Pipelines in Generative Artificial Intelligence Applications | February 2025 | May 2025 | Allow | 2 | 1 | 0 | No | No |
| 19052036 | REMEDIATING HALLUCINATIONS IN LANGUAGE MODELS | February 2025 | June 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19051193 | MULTI-STAGE LLM WITH UNLIMITED CONTEXT | February 2025 | June 2025 | Allow | 5 | 1 | 0 | No | No |
| 19051820 | Method and System for Optimizing Use of Retrieval Augmented Generation Pipelines in Generative Artificial Intelligence Applications | February 2025 | May 2025 | Allow | 3 | 1 | 0 | No | No |
| 19050862 | TRANSLATION OF MEDICAL EVIDENCE INTO COMPUTATIONAL EVIDENCE AND APPLICATIONS THEREOF | February 2025 | December 2025 | Allow | 11 | 2 | 0 | Yes | No |
| 19050872 | TRANSLATION OF MEDICAL EVIDENCE INTO COMPUTATIONAL EVIDENCE AND APPLICATIONS THEREOF | February 2025 | December 2025 | Allow | 10 | 1 | 0 | No | No |
| 19049554 | MULTIMODAL HUMAN-MACHINE COLLABORATIVE INTERACTION SYSTEM AND METHOD | February 2025 | April 2025 | Allow | 2 | 0 | 0 | No | No |
| 19049815 | INSIGHT-BASED RESEARCH SYNTHESIS AND PROCESSING PLATFORM | February 2025 | August 2025 | Allow | 6 | 0 | 0 | No | No |
| 19102159 | AUTOMATED SPEECH RECOGNITION TO SUPPORT CONTEXT-AWARE INTENT RECOGNITION | February 2025 | December 2025 | Allow | 11 | 0 | 0 | Yes | No |
| 19047982 | VIRTUAL ASSISTANTS API | February 2025 | October 2025 | Allow | 8 | 1 | 0 | Yes | No |
| 19045530 | METHOD AND COMPUTER READABLE STORAGE MEDIUM FOR AUTOMATED SPEECH RECOGNITION USING RETRIEVAL-BASED VOICE CONVERSION | February 2025 | August 2025 | Allow | 6 | 1 | 0 | No | No |
| 19045329 | TRANSLATION OF MEDICAL EVIDENCE INTO COMPUTATIONAL EVIDENCE AND APPLICATIONS THEREOF | February 2025 | December 2025 | Allow | 10 | 1 | 0 | No | No |
| 19044373 | SYSTEMS AND METHODS FOR GENERATING AND CURATING TASKS | February 2025 | February 2026 | Allow | 12 | 1 | 0 | Yes | No |
| 19043113 | LANGUAGE MODEL AUTOMATIONS | January 2025 | August 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19040351 | FOUNDATION AI MODEL FOR IMPROVING AUDIO QUALITY AND ENHANCING AUDIO CHARACTERISTICS | January 2025 | October 2025 | Allow | 8 | 1 | 1 | No | No |
| 19040471 | Method and System for Multi-Level Artificial Intelligence Supercomputer Design | January 2025 | August 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19039743 | CUSTOMIZABLE VOICE MESSAGING PLATFORM | January 2025 | April 2025 | Allow | 2 | 0 | 0 | No | No |
| 18831432 | INFORMATION EXTRACTION SYSTEM FOR UNSTRUCTURED DOCUMENTS USING RETRIEVAL AUGMENTATION PROVIDING SOURCE TRACEABILITY AND ERROR CONTROL | January 2025 | June 2025 | Allow | 5 | 0 | 0 | No | No |
| 18831434 | Information Extraction System For Unstructured Documents using Independent Tabular and Textual Retrieval Augmentation | January 2025 | June 2025 | Allow | 5 | 0 | 0 | No | No |
| 19034853 | EFFICIENT CACHING AND RETRIEVAL OF RESPONSES IN CONVERSATION SERVICE APPLICATION COMMUNICATION SESSIONS | January 2025 | April 2025 | Allow | 2 | 0 | 0 | No | No |
| 19032030 | Interactive Neural-Symbolic Orchestration of Subjective Stored Procedures | January 2025 | June 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19031223 | METHOD AND SYSTEM FOR GENERATING ABSTRACT OF SMART CONTRACT BASED ON LARGE LANGUAGE MODEL AND SEMANTIC ENHANCEMENT | January 2025 | March 2025 | Allow | 2 | 0 | 0 | No | No |
| 19027799 | SYSTEMS AND METHODS FOR REAL-TIME ACCENT MIMICKING | January 2025 | June 2025 | Allow | 5 | 1 | 0 | No | No |
| 19024112 | METHOD FOR DETECTING AIRCRAFT AIR CONFLICT BASED ON SEMANTIC PARSING OF CONTROL SPEECH | January 2025 | October 2025 | Allow | 9 | 1 | 0 | Yes | No |
| 19024474 | TRANSFORMING NEWS CONTENT FOR BIAS MITIGATION AND CONTENT ADJUSTMENT | January 2025 | July 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19022237 | AUTOMATED ANALYSIS OF COMPUTERIZED CONVERSATIONAL AGENT CONVERSATIONAL DATA | January 2025 | April 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19022681 | ADVANCED AGENTIC EXTRACTION FOR CONTEXT GROUNDING WITHIN AUTOMATIONS | January 2025 | October 2025 | Allow | 9 | 2 | 0 | Yes | No |
| 19021033 | SPEECH INTERACTION METHOD, SPEECH INTERACTION SYSTEM AND STORAGE MEDIUM | January 2025 | May 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 19018528 | Smart Device System | January 2025 | April 2025 | Allow | 3 | 0 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for group 2650.
With a 26.6% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.
Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.
In this dataset, 38.1% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the top 25% across the USPTO, indicating that filing appeals is particularly effective here. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.
⚠ Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.
✓ Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.
Group 2650 is part of Technology Center 2600. This group has examined 68,516 patent applications in our dataset, with an overall allowance rate of 82.7%. Applications typically reach final disposition in approximately 25 months.
Applications in Group 2650 receive an average of 1.74 office actions before reaching final disposition. The median prosecution time is 25 months.
This group-level data aggregates statistics across multiple art units. For more targeted prosecution strategies, review the individual art unit and examiner statistics within this group.
Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.
No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.
Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.
Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.