Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19376656 | ACTIVE-ACTIVE MIRRORED ARTIFICIAL INTELLIGENCE ARCHITECTURE | October 2025 | February 2026 | Allow | 3 | 0 | 0 | No | No |
| 19299748 | GENERAL INCREMENTAL COMPUTATION METHOD BASED ON INTERMEDIATE STATE | August 2025 | January 2026 | Allow | 5 | 0 | 0 | No | No |
| 19297473 | SYSTEMS AND METHODS TO FACILITATE TESTING WITHIN SUB-ENVIRONMENTS WITH RESPECT TO RESOURCE CAPACITY DATA CORRESPONDING TO CLOUD RESOURCES | August 2025 | February 2026 | Allow | 6 | 1 | 0 | Yes | No |
| 19286621 | DUAL LEDGER SYNCING | July 2025 | March 2026 | Allow | 7 | 1 | 0 | No | No |
| 19287328 | FILE MANAGEMENT SYSTEM WITH CLUSTERIZED FILE DEDUPLICATION | July 2025 | December 2025 | Allow | 4 | 1 | 0 | No | No |
| 19278358 | METHOD AND SYSTEM FOR INTELLIGENT NAVIGATION AND INTERFACE GENERATION SYSTEM | July 2025 | November 2025 | Allow | 3 | 1 | 0 | No | No |
| 19271709 | MEMORY CONTEXT FOR LARGE LANGUAGE MODEL CLASSIFICATION OVERRIDE | July 2025 | January 2026 | Allow | 6 | 1 | 0 | No | No |
| 19269109 | DIGITAL HARDWARE CIRCUIT FOR EFFICIENT REDUCTION OPERATIONS USING PARALLEL MATRIX COMPARISON | July 2025 | November 2025 | Allow | 4 | 0 | 0 | No | No |
| 19264229 | Iterative Hierarchical Processing and Validation of Hierarchical Data in a Temporary Memory | July 2025 | September 2025 | Allow | 2 | 0 | 0 | No | No |
| 19252833 | NATURAL LANGUAGE FRAMEWORK FOR CONTEXTUAL ENTITY IDENTIFICATION | June 2025 | January 2026 | Allow | 6 | 1 | 0 | No | No |
| 19251329 | SYSTEMS AND METHODS FOR AUTOMATICALLY GENERATING BEST-FIT MODELS FOR TRAINING DATA | June 2025 | October 2025 | Allow | 4 | 2 | 0 | Yes | No |
| 19232245 | CIRCUIT FOR EFFICIENTLY PERFORMING OPERATIONS ON INPUT DATA TO COMPUTE AN INTERPRETABLE AND DIFFERENTIABLE FUNCTION | June 2025 | December 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19232488 | METHOD AND APPARATUS FOR ADAPTIVE CONTENT GENERATION | June 2025 | October 2025 | Allow | 4 | 0 | 0 | No | No |
| 19225984 | LEARNING OPTIMIZED METALABEL EMBEDDED RANGE SEARCH STRUCTURES | June 2025 | October 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19224096 | ENTITY SEGMENTATION BY EVENT RATE OPTIMIZATION | May 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19206387 | TRAVERSING A MULTI-TIER ARCHITECTURE DISTRIBUTED ACROSS A NETWORK TOPOLOGY FOR INTERFACE CONSTRUCTION | May 2025 | September 2025 | Allow | 4 | 0 | 0 | No | No |
| 19205221 | METHOD AND SYSTEM FOR TOPIC-BASED CLASSIFICATION OF SCIENTIFIC PAPERS TO RESEARCH PROPOSAL | May 2025 | March 2026 | Allow | 10 | 0 | 0 | No | No |
| 19201747 | HIGH PRECISION ANALOG OPTICAL COMPUTING METHOD AND SYSTEM BASED ON BIT SLICE | May 2025 | October 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19200229 | SYSTEMS AND METHODS FOR COMMUNICATING VEHICLE-RELATED IMAGE DATA | May 2025 | November 2025 | Allow | 7 | 1 | 0 | No | No |
| 19199024 | FACILITATING A COLLABORATIVE SESSION OF A LARGE LANGUAGE MODEL FOR A PLURALITY OF USERS | May 2025 | November 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19195181 | Combined Wide And Deep Machine Learning Models For Automated Database Element Processing Systems, Methods And Apparatuses | April 2025 | October 2025 | Allow | 6 | 2 | 0 | No | No |
| 19194795 | MACHINE LEARNING MODEL AUTOMATED DATA EXTRACTION AND PREDICTION | April 2025 | July 2025 | Allow | 3 | 0 | 0 | No | No |
| 19194538 | APPARATUS AND METHOD FOR GENERATING AN INGREDIENT CHAIN | April 2025 | March 2026 | Allow | 10 | 0 | 0 | Yes | No |
| 19193590 | AI-DRIVEN QUERY GENERATION SYSTEM | April 2025 | February 2026 | Allow | 10 | 0 | 0 | No | No |
| 19191300 | SENSITIVE DATA DISCOVERY FOR DATABASES | April 2025 | October 2025 | Allow | 6 | 0 | 0 | No | No |
| 19192180 | REAL-TIME IDENTIFICATION OF FACT HALLUCINATIONS IN ARTIFICIAL INTELLIGENCE (AI) | April 2025 | March 2026 | Allow | 10 | 0 | 0 | Yes | No |
| 19187417 | SYSTEM AND METHOD FOR ADAPTIVE SEMANTIC PARSING AND STRUCTURED DATA TRANSFORMATION OF DIGITIZED DOCUMENTS | April 2025 | May 2025 | Allow | 1 | 0 | 0 | No | No |
| 19185901 | APPARATUS AND METHOD FOR GENERATIVE INTERPOLATION | April 2025 | October 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19183475 | OBJECT-BASED STORAGE WITH GARBAGE COLLECTION AND DATA CONSOLIDATION | April 2025 | June 2025 | Allow | 2 | 0 | 0 | No | No |
| 19183464 | SYSTEMS AND METHODS OF FACILITATING AN INFORMED CONSENSUS-DRIVEN DISCUSSION | April 2025 | November 2025 | Allow | 7 | 1 | 0 | No | No |
| 19176513 | Method and System for Real-Time Collaboration, Task Linking, and Code Design and Maintenance in Software Development | April 2025 | October 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19174371 | SYSTEM AND METHOD FOR PREPROCESSING AND CONDITIONING COSMIC RAY DATA FOR RANDOMNESS GENERATION | April 2025 | October 2025 | Allow | 6 | 1 | 0 | No | No |
| 19174766 | EFFICIENT COMPUTER-BASED INDEXING VIA DIGITAL TOKENS, SYSTEMS, METHODS, AND APPARATUS | April 2025 | August 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19172354 | READING QUERY RESULTS FROM AN EXTERNAL DATA SYSTEM | April 2025 | February 2026 | Allow | 10 | 0 | 0 | No | No |
| 19171368 | Hardware-Implemented File Reader | April 2025 | January 2026 | Allow | 9 | 1 | 0 | No | No |
| 19097839 | METHODS FOR DESIGNING HIGH FREEDOM PARAMETERIZED FREQUENCY-MODULATED CODED WAVEFORM | April 2025 | September 2025 | Allow | 5 | 1 | 0 | No | No |
| 19094046 | INTEGRATING EXTENSIONS AND CUSTOMIZATIONS ON BLOCKCHAIN WALLETS | March 2025 | August 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19092206 | LARGE LANGUAGE MODEL-ASSISTED ENTITY NAME RESOLUTION | March 2025 | September 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19090153 | SYSTEM AND METHOD FOR PREPROCESSING AND CONDITIONING COSMIC RAY DATA FOR RANDOMNESS GENERATION | March 2025 | October 2025 | Allow | 7 | 1 | 0 | No | No |
| 19086885 | Method and System for Optimization and Personalization of Search Results according to Preferences and Mandatory Constraints | March 2025 | February 2026 | Allow | 10 | 0 | 0 | No | No |
| 19081380 | APPARATUS AND METHOD FOR FILTERING VISUALIZATIONS FROM OR ACROSS DIFFERENT ANALYTICS PLATFORMS | March 2025 | December 2025 | Allow | 9 | 1 | 0 | No | No |
| 19110827 | GENERATION AND USE OF SEARCHABLE GRAPH DATA STRUCTURE BASED ON ONTOLOGICAL KNOWLEDGE | March 2025 | November 2025 | Allow | 8 | 0 | 0 | No | No |
| 19074467 | ELECTRONIC DEVICE AND APPLICATION SEARCH METHOD THEREOF | March 2025 | February 2026 | Allow | 11 | 0 | 0 | No | No |
| 19070877 | METHOD FOR ESTABLISHING ESG DATABASE WITH STRUCTURED ESG DATA USING ESG AUXILIARY TOOL AND ESG SERVICE PROVIDING SYSTEM PERFORMING THE SAME | March 2025 | November 2025 | Allow | 8 | 1 | 0 | No | No |
| 19071051 | MEDIA CONTENT MEMORY RETRIEVAL | March 2025 | February 2026 | Allow | 11 | 1 | 0 | No | No |
| 19067737 | Systems and Methods for Deployment of Continuous Access Evaluation Protocol (CAEP) Hub Engine | February 2025 | January 2026 | Allow | 11 | 0 | 0 | No | No |
| 19066993 | SYSTEMS AND METHODS FOR GENERATING EXPLAINABLE FEATURES FOR MACHINE LEARNING | February 2025 | December 2025 | Allow | 10 | 0 | 0 | No | No |
| 19066441 | Holistic Data Management and Relationship Graphs Platform | February 2025 | October 2025 | Allow | 8 | 0 | 0 | No | No |
| 19065699 | PERSONALIZED SEARCH SYSTEM | February 2025 | November 2025 | Allow | 8 | 0 | 0 | No | No |
| 19059302 | METHOD AND A SYSTEM FOR FEEDBACK FILTERING IN A MACHINE LEARNING MODEL | February 2025 | November 2025 | Allow | 9 | 0 | 0 | No | No |
| 19058632 | METHOD AND SYSTEM FOR PROVIDING CUSTOMIZED EXPERIENCE TO A USER PROFILE | February 2025 | March 2026 | Allow | 13 | 2 | 0 | No | No |
| 19056848 | STORAGE MEDIUM, DOCUMENT PROCESSING APPARATUS, AND DOCUMENT PROCESSING METHOD | February 2025 | January 2026 | Allow | 11 | 1 | 0 | No | No |
| 19057227 | SYSTEM AND METHOD FOR PROVIDING PERSONALIZED EXPLAINABLE RESPONSE BY GENERATING MULTIMEDIA PROMPT USING CONTEXTUAL INFORMATION | February 2025 | February 2026 | Allow | 12 | 1 | 0 | No | No |
| 19055375 | QUERY IMAGE GENERATION IN SEARCH SYSTEMS USING GENERATIVE ARTIFICIAL INTELLIGENCE (AI) | February 2025 | October 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 19050151 | MULTI-POWER FLOW INTEGRATED PARALLEL QUANTUM COMPUTING METHOD, SYSTEM, AND STORAGE MEDIUM OF POWER SYSTEM | February 2025 | October 2025 | Allow | 8 | 1 | 0 | No | No |
| 19051011 | MULTI-MODEL MACHINE LEARNING ARCHITECTURE FOR GENERATING A VARIABLE INDEX USING RELATIONSHIPS BETWEEN VARIABLES | February 2025 | January 2026 | Allow | 12 | 1 | 0 | Yes | No |
| 19050781 | METHODS AND SYSTEMS FOR PROVIDING A SECURE AUTOMATED ASSISTANT | February 2025 | February 2026 | Allow | 12 | 1 | 0 | No | No |
| 19048179 | Resolving Points of Interest by Text Stylization | February 2025 | January 2026 | Allow | 12 | 0 | 0 | Yes | No |
| 19047818 | STRUCTURED OUTPUT OF DUPLICATE OR NEAR-DUPLICATE TEXT DOCUMENTS IDENTIFIED USING AUTOMATED NEAR-DUPLICATE DETECTION FOR TEXT DOCUMENTS | February 2025 | July 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19048422 | TEXT STRING COMPARISON FOR DUPLICATE OR NEAR-DUPLICATE TEXT DOCUMENTS IDENTIFIED USING AUTOMATED NEAR-DUPLICATE DETECTION FOR TEXT DOCUMENTS | February 2025 | November 2025 | Allow | 9 | 1 | 0 | Yes | No |
| 19048170 | EXPEDITING AUTOMATED NEAR-DUPLICATE DETECTION FOR NEW TEXT DOCUMENTS | February 2025 | August 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19046863 | AEROELECTROMAGNETIC DATA INVERSION METHOD AND SYSTEM BASED ON APPROXIMATE JACOBIAN MATRIX | February 2025 | February 2026 | Abandon | 12 | 2 | 0 | No | No |
| 19046340 | Ambiguous-Agnostic Context Disambiguation | February 2025 | February 2026 | Allow | 12 | 1 | 0 | Yes | No |
| 19042566 | HYBRID RETRIEVAL AUGMENTED GENERATION FOR RICH DOCUMENT QUERIES USING A LARGE LANGUAGE MODEL | January 2025 | October 2025 | Allow | 8 | 0 | 0 | No | No |
| 19040252 | SYSTEMS AND METHODS FOR DOMAIN-SPECIFIC RECOMMENDATION MODELS | January 2025 | November 2025 | Allow | 9 | 0 | 0 | No | No |
| 19040673 | GENERATING, FROM DATA OF FIRST LOCATION ON SURFACE, DATA FOR ALTERNATE BUT EQUIVALENT SECOND LOCATION ON THE SURFACE | January 2025 | February 2026 | Allow | 12 | 1 | 0 | Yes | No |
| 19039998 | TOP-K INFORMATION PUSH DOWN IN QUERY PLAN INCLUDING INNER JOIN | January 2025 | November 2025 | Allow | 9 | 0 | 0 | No | No |
| 19039734 | COPILOT ARCHITECTURE: NETWORK OF MICROSERVICES INCLUDING SPECIALIZED MACHINE LEARNING TOOLS | January 2025 | April 2025 | Allow | 51 | 0 | 0 | No | No |
| 19037457 | System, Method, and Computer Program Product for Automatically Preparing Documents for a Multi-National Organization | January 2025 | December 2025 | Allow | 10 | 0 | 0 | No | No |
| 19034803 | System, Method, and Computer Program Product for Automatically Preparing Documents for a Multi-National Organization | January 2025 | December 2025 | Allow | 10 | 0 | 0 | No | No |
| 19032817 | GENERATING, FROM DATA OF FIRST LOCATION ON SURFACE, DATA FOR ALTERNATE BUT EQUIVALENT SECOND LOCATION ON THE SURFACE | January 2025 | February 2026 | Allow | 12 | 1 | 0 | Yes | No |
| 19033400 | AUTOMATIC SCALING FOR TARGETED SWEEP | January 2025 | November 2025 | Allow | 9 | 0 | 0 | No | No |
| 19031258 | CURVATURE-BASED SIGNAL SEGMENTATION METHOD FOR SOLAR-BLIND ULTRAVIOLET PHOTODETECTORS | January 2025 | October 2025 | Allow | 9 | 1 | 0 | No | No |
| 19026706 | CHAT TOOL FOR FINANCIAL PLANNING & ANALYSIS FUNCTIONS | January 2025 | September 2025 | Allow | 8 | 1 | 0 | Yes | No |
| 19030065 | Identifying Changes Between Source and Destination Databases using Snapshots of Source Database and Invertible Bloom Filters | January 2025 | January 2026 | Allow | 12 | 1 | 0 | No | No |
| 19024727 | ITERATIVE ATTENTION-BASED NEURAL NETWORK TRAINING AND PROCESSING | January 2025 | October 2025 | Allow | 9 | 1 | 0 | No | No |
| 19024653 | CHECKSUM VALIDATION ACROSS DATA TABLES WITH XML AND CLOB FOR A DATABASE UPDATE | January 2025 | March 2026 | Abandon | 14 | 1 | 0 | No | No |
| 19023747 | DYNAMICALLY CONTROL SNAPSHOT SHARES FOR SECURED BACKUP AND RECOVERY | January 2025 | November 2025 | Allow | 10 | 1 | 0 | No | No |
| 19025912 | STORAGE CONSTRAINED SYNCHRONIZATION OF SHARED CONTENT ITEMS | January 2025 | October 2025 | Allow | 9 | 0 | 0 | No | No |
| 19021645 | PROCESSING WITH COMPACT ARITHMETIC PROCESSING ELEMENT | January 2025 | July 2025 | Allow | 6 | 2 | 0 | No | No |
| 19021660 | PROCESSING WITH COMPACT ARITHMETIC PROCESSING ELEMENT | January 2025 | October 2025 | Allow | 9 | 2 | 0 | No | No |
| 19021870 | Techniques for Concurrent Multi-Generation Garbage Collection | January 2025 | October 2025 | Allow | 9 | 0 | 0 | No | No |
| 19020632 | METHODS FOR COMPRESSION OF MOLECULAR TAGGED NUCLEIC ACID SEQUENCE DATA | January 2025 | December 2025 | Allow | 11 | 1 | 0 | No | No |
| 19020796 | SYSTEM AND METHOD FOR CORRECTION OF A QUERY USING A REPLACEMENT PHRASE | January 2025 | March 2026 | Allow | 14 | 1 | 0 | No | No |
| 19018940 | PROVIDING SUPPLEMENTAL VALUES FOR EVENTS | January 2025 | February 2026 | Allow | 13 | 0 | 0 | No | No |
| 19018948 | SYSTEM AND METHODS FOR DYNAMIC VISUAL GRAPH STRUCTURE PROVIDING MULTI-STREAM DATA INTEGRITY AND ANALYSIS | January 2025 | September 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 19016076 | MACHINE LEARNING TECHNIQUES FOR IMPROVING CONTEXT AND UNDERSTANDING OF USER INTERACTION-BASED DATA | January 2025 | January 2026 | Allow | 13 | 1 | 0 | No | No |
| 19017119 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE STORAGE MEDIUM | January 2025 | March 2026 | Allow | 14 | 1 | 0 | No | No |
| 19017391 | TECHNIQUES FOR PREVENTING PROHIBITED ACCESS TO SECURE CONTENT | January 2025 | February 2026 | Allow | 13 | 1 | 0 | Yes | No |
| 19014340 | ENTITY LINKING AND FILTERING USING EFFICIENT SEARCH TREE AND MACHINE LEARNING REPRESENTATIONS | January 2025 | February 2026 | Allow | 13 | 0 | 0 | No | No |
| 19015318 | SYSTEMS AND METHODS FOR GENERATING DOCUMENT FORMATTING AND CONTENT USING GENERATIVE AI | January 2025 | October 2025 | Allow | 9 | 0 | 0 | No | No |
| 19015463 | INTELLIEGENT FILE SYSTEM WITH TRANSPARENT STORAGE TIERING | January 2025 | October 2025 | Allow | 9 | 0 | 0 | No | No |
| 19014060 | RECTIFYING MISSING OR INCORRECT LABELS IN UNSTRUCTURED DATA | January 2025 | January 2026 | Allow | 12 | 1 | 0 | Yes | No |
| 19013227 | EFFICIENT COMPUTER-BASED INDEXING VIA DIGITAL TOKENS, SYSTEMS, METHODS, AND APPARATUS | January 2025 | March 2025 | Allow | 2 | 0 | 0 | No | No |
| 19011658 | METHOD AND APPARATUS FOR LIGHTWEIGHTING OF ARTIFICIAL INTELLIGENCE MODEL USING DEQUANTIZATION | January 2025 | August 2025 | Allow | 7 | 0 | 0 | Yes | No |
| 19012229 | VIDEO FILTERING OBJECT EXTRACTION AND APPLICATION VIA LARGE LANGUAGE MODEL | January 2025 | January 2026 | Allow | 12 | 1 | 0 | No | No |
| 19010535 | METHODS AND APPARATUS TO ANALYZE AND ADJUST DEMOGRAPHIC INFORMATION | January 2025 | November 2025 | Allow | 11 | 1 | 0 | No | No |
| 19010687 | HIERARCHICAL DICTIONARY WITH STATISTICAL FILTERING BASED ON WORD FREQUENCY | January 2025 | January 2026 | Allow | 12 | 1 | 0 | No | No |
| 19009718 | SPLINE CURVE INTERPOLATION METHOD AND SYSTEM BASED ON ARC LENGTH PREDICTION AND ITERATIVE TUNING | January 2025 | January 2026 | Abandon | 13 | 2 | 0 | No | No |
| 19009228 | OPTIMIZING COMPUTATIONAL MODELS USING VISUALIZATIONS OF DATA SAMPLES | January 2025 | December 2025 | Allow | 11 | 1 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for group 2150.
With a 36.4% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.
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, 32.1% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.
✓ Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.
⚠ Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.
Group 2150 is part of Technology Center 2100. This group has examined 33,870 patent applications in our dataset, with an overall allowance rate of 73.7%. Applications typically reach final disposition in approximately 38 months.
Applications in Group 2150 receive an average of 2.59 office actions before reaching final disposition. The median prosecution time is 38 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.