Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19082105 | MACHINE LEARNING ARCHITECTURE FOR CONTEXTUAL DATA RETRIEVAL | March 2025 | May 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19079698 | MULTI-DIGITAL AGENT ARCHITECTURE WITH QUERY-ENHANCED DIGITAL AGENT SELECTION MECHANISM | March 2025 | June 2025 | Allow | 3 | 0 | 0 | No | No |
| 19076782 | SECURE CROSS-PLATFORM ORCHESTRATION AND KNOWLEDGE MANAGEMENT OF MACHINE-LEARNING MODELS | March 2025 | May 2025 | Allow | 2 | 0 | 0 | No | No |
| 19069558 | MACHINE LEARNING BASED AUGMENTATION OF GENERATIVE ARTIFICIAL INTELLIGENCE SYSTEMS | March 2025 | May 2025 | Allow | 2 | 0 | 0 | No | No |
| 19061848 | QUERYING DATA USING SPECIALIZED AND GENERALIZED ARTIFICIAL INTELLIGENCE MODELS | February 2025 | April 2025 | Allow | 2 | 0 | 0 | No | No |
| 19104587 | DATA FUSION METHOD AND APPARATUS, AND DEVICE AND STORAGE MEDIUM | February 2025 | June 2025 | Allow | 4 | 0 | 0 | No | No |
| 19047445 | ALLOCATING RESOURCES BASED ON GROUP PERFORMANCE METRICS COMPUTED USING MACHINE LEARNING MODELS | February 2025 | April 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19046934 | NATURAL LANGUAGE TO SQL ON CUSTOM ENTERPRISE DATA WAREHOUSE POWERED BY GENERATIVE ARTIFICIAL INTELLIGENCE | February 2025 | April 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19039943 | SYSTEMS AND METHODS FOR AUTOMATED AND ASSISTIVE RESOLUTION OF UNMAPPED PATIENT INTAKE DATA | January 2025 | June 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19021202 | MULTI�STAGE FULLY HOMOMORPHIC ENCRYPTION AND COMPRESSION SYSTEM FOR SECURE DATA PROCESSING AND ANALYSIS | January 2025 | April 2025 | Allow | 3 | 0 | 0 | No | No |
| 19021974 | DATA AGGREGATOR GRAPHICAL USER INTERFACE | January 2025 | March 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19020289 | DATA CONVERSION AND DISTRIBUTION SYSTEMS | January 2025 | June 2025 | Allow | 5 | 1 | 0 | No | No |
| 19017556 | DYNAMIC GENERATION OF GUIDED PAGES | January 2025 | April 2025 | Allow | 3 | 0 | 0 | No | No |
| 19011509 | SYSTEM AND METHOD FOR ENCRYPTED VIDEO STREAM DATA COMPACTION | January 2025 | April 2025 | Allow | 4 | 1 | 0 | No | No |
| 19001865 | MULTI-AGENT DATA ASSET SYNTHESIS SYSTEM | December 2024 | March 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 18999280 | SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCE | December 2024 | May 2025 | Allow | 5 | 0 | 0 | No | No |
| 18991649 | STORAGE-COMPUTATION INTEGRATED INDEXING SYSTEM AND KEY-VALUE PAIR STORAGE SYSTEM | December 2024 | April 2025 | Allow | 3 | 0 | 0 | No | No |
| 18991024 | APPARATUS AND METHOD FOR UPDATING A USER DATA STRUCTURE | December 2024 | February 2025 | Allow | 2 | 0 | 0 | No | No |
| 18985065 | Fast�and�Energy-Efficient�K-Nearest Neighbor (KNN) Search Accelerator for Large-Scale Point Cloud | December 2024 | March 2025 | Allow | 3 | 0 | 0 | No | No |
| 18981612 | ADAPTIVE DATA PROCESSING SYSTEM WITH DYNAMIC TECHNIQUE SELECTION AND FEEDBACK-DRIVEN OPTIMIZATION | December 2024 | February 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 18978862 | ATTRIBUTE EXTRACTION FROM TEXT SOURCES | December 2024 | March 2025 | Allow | 3 | 0 | 0 | No | No |
| 18976960 | SYSTEMS AND METHODS FOR GRAPHICAL SYMMETRY BREAKING | December 2024 | April 2025 | Allow | 4 | 1 | 0 | No | No |
| 18976654 | SYSTEMS AND METHODS FOR GRAPHICAL SYMMETRY BREAKING | December 2024 | April 2025 | Allow | 4 | 1 | 0 | No | No |
| 18976766 | SYSTEMS AND METHODS FOR GRAPHICAL SYMMETRY BREAKING | December 2024 | April 2025 | Allow | 4 | 1 | 0 | No | No |
| 18977112 | SYSTEMS AND METHODS FOR GRAPHICAL SYMMETRY BREAKING | December 2024 | April 2025 | Allow | 5 | 1 | 0 | No | No |
| 18976166 | DATABASE AND FILE MANAGEMENT TRANSACTION TRACKING SYSTEM | December 2024 | May 2025 | Allow | 5 | 1 | 0 | No | No |
| 18974717 | SYSTEM AND METHOD FOR DATA COMPACTION WITH MULTI-LAYER DATA PROCESSING AND SELECTIVE ENCRYPTION TRANSFORMATION | December 2024 | March 2025 | Allow | 3 | 0 | 0 | No | No |
| 18967327 | Image Analysis by Prompting of Machine-Learned Models Using Chain of Thought | December 2024 | February 2025 | Allow | 3 | 0 | 0 | No | No |
| 18963508 | DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING | November 2024 | March 2025 | Allow | 4 | 1 | 0 | No | No |
| 18963512 | DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING | November 2024 | March 2025 | Allow | 4 | 1 | 0 | No | No |
| 18961148 | METHOD AND SYSTEM FOR INTENT-BASED ACTION RECOMMENDATIONS AND/OR FULFILLMENT IN A MESSAGING PLATFORM | November 2024 | March 2025 | Allow | 3 | 1 | 0 | No | No |
| 18961285 | Method and computer program product for detecting and preventing successful attacks at endpoints in a Validation Architecture system | November 2024 | March 2025 | Allow | 4 | 1 | 0 | No | No |
| 18961186 | MATRIX USER INTERFACE FOR LLM-POWERED DATA ANALYSIS AND GENERATION | November 2024 | June 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 18958789 | DATA PROCESSING METHOD AND APPARATUS FOR COLUMNAR STORAGE DATA WAREHOUSE | November 2024 | April 2025 | Allow | 5 | 1 | 0 | No | No |
| 18957843 | ARTIFICIAL INTELLIGENCE BASED GENERATION OF SYNTHETIC STATEMENT FOR A USER | November 2024 | March 2025 | Allow | 3 | 1 | 0 | No | No |
| 18957779 | METHOD AND SYSTEMS FOR GENERATING A PROJECTION STRUCTURE USING A GRAPHICAL USER INTERFACE | November 2024 | January 2025 | Allow | 2 | 0 | 0 | No | No |
| 18956172 | MULTI-DIMENSIONAL CONTENT ORGANIZATION AND ARRANGEMENT CONTROL IN A USER INTERFACE OF A COMPUTING DEVICE | November 2024 | April 2025 | Allow | 4 | 1 | 0 | No | No |
| 18955901 | METHOD AND APPARATUS OF COMPARING DATA OF HETEROGENEOUS DATA SOURCES, DEVICE, AND STORAGE MEDIUM | November 2024 | May 2025 | Allow | 6 | 1 | 0 | No | No |
| 18953584 | SYSTEMS AND METHODS FOR MAPPING COLUMNS ACROSS DATABASES | November 2024 | February 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 18954278 | SYSTEMS AND METHODS FOR USING CROWD SOURCING TO EVALUATE TRUTHFULNESS OR BIAS IN ONLINE CONTENT | November 2024 | March 2025 | Allow | 4 | 1 | 0 | No | No |
| 18945454 | POINT-OF-INTEREST RECOMMENDATION METHOD BASED ON TEMPORAL KNOWLEDGE GRAPH | November 2024 | January 2025 | Allow | 3 | 0 | 0 | No | No |
| 18943304 | WITHIN-CONTEXT SEMANTIC RELEVANCE INFERENCE OF MACHINE LEARNING MODEL GENERATED OUTPUT | November 2024 | April 2025 | Allow | 5 | 1 | 0 | No | No |
| 18942247 | LAKEHOUSE METADATA TAG CREATION METHOD, LAKEHOUSE METADATA TAG QUERY METHOD AND ELECTRONIC DEVICE | November 2024 | June 2025 | Allow | 7 | 1 | 0 | No | No |
| 18938483 | Ledger Reconciliation | November 2024 | March 2025 | Allow | 5 | 1 | 0 | No | No |
| 18938063 | FILE-BASED ERROR HANDLING DURING INGESTION WITH TRANSFORMATION | November 2024 | July 2025 | Allow | 8 | 0 | 0 | No | No |
| 18935032 | COMPUTING TECHNOLOGIES FOR HIERARCHIES OF CHATBOT APPLICATION PROGRAMS OPERATIVE BASED ON DATA STRUCTURES CONTAINING UNSTRUCTURED TEXTS | November 2024 | February 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 18932389 | DOCUMENT GENERATION SYSTEM | October 2024 | June 2025 | Allow | 8 | 0 | 0 | No | No |
| 18932301 | FALSE NEGATIVE PREDICTION FOR TRAINING A MACHINE-LEARNING MODEL | October 2024 | June 2025 | Allow | 8 | 0 | 0 | No | No |
| 18860966 | DEVICES, METHODS, AND SYSTEMS FOR GENERATING A HIGHLY-SCALABLE, EFFICIENT COMPOSITE RECORD INDEX | October 2024 | February 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 18926954 | SINGLE NAMESPACE FOR HIGH PERFORMANCE COMPUTING SYSTEM | October 2024 | February 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 18926514 | Indexing Constituent Data | October 2024 | July 2025 | Allow | 8 | 0 | 0 | No | No |
| 18925675 | SORTED ENTROPY CHUNKS FOR HIGHER SPACE REDUCTION | October 2024 | June 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 18924763 | INSTRUCTION-GUIDED VISUAL EMBEDDINGS AND FEEDBACK-BASED LEARNING IN LARGE VISION-LANGUAGE MODELS | October 2024 | June 2025 | Allow | 8 | 0 | 0 | No | No |
| 18922212 | USING INTENT-BASED RANKINGS TO GENERATE LARGE LANGUAGE MODEL RESPONSES | October 2024 | December 2024 | Allow | 2 | 0 | 0 | No | No |
| 18922248 | METADATA DRIVEN DATASET MANAGEMENT | October 2024 | June 2025 | Allow | 8 | 0 | 0 | No | No |
| 18920411 | CONTROLLING EXECUTION OF ARTIFICIAL INTELLIGENCE PIPELINES FOR DATA RETRIEVAL THROUGH CLIENT APPLICATIONS | October 2024 | January 2025 | Allow | 3 | 0 | 0 | No | No |
| 18920367 | USING GENERATIVE AI MODELS FOR CONTENT SEARCHING AND GENERATION OF CONFABULATED SEARCH RESULTS | October 2024 | March 2025 | Allow | 5 | 1 | 0 | No | No |
| 18918887 | Real-Time Micro-Profile Generation Using a Dynamic Tree Structure | October 2024 | June 2025 | Allow | 8 | 0 | 0 | No | No |
| 18916406 | MACHINE LEARNING ARCHITECTURE FOR CONTEXTUAL DATA RETRIEVAL | October 2024 | February 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 18912965 | SYSTEMS AND METHODS FOR IMAGE LINKING | October 2024 | May 2025 | Allow | 7 | 0 | 0 | No | No |
| 18912475 | DATA QUERY METHOD BASED ON ON-LINE ANALYTICAL PROCESSING, ELECTRONIC DEVICE AND STORAGE MEDIUM | October 2024 | March 2025 | Allow | 5 | 1 | 0 | No | No |
| 18912007 | SYSTEM AND METHOD FOR AGGREGATION AND GRADUATED VISUALIZATION OF USER GENERATED SOCIAL POST ON A SOCIAL MAPPING NETWORK | October 2024 | June 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 18904206 | TECHNIQUES AND ARCHITECTURE FOR SECURING LARGE LANGUAGE MODEL ASSISTED INTERACTIONS WITH A DATA CATALOG | October 2024 | April 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 18903946 | METHODS AND SYSTEMS FOR REGULATORY EXPLORATION PRESERVING BANDWIDTH AND IMPROVING COMPUTING PERFORMANCE | October 2024 | March 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 18901250 | SYSTEMS AND METHODS FOR AUTOMATED AND ASSISTIVE RESOLUTION OF UNMAPPED PATIENT INTAKE DATA | September 2024 | December 2024 | Allow | 2 | 0 | 0 | No | No |
| 18900996 | MULTI-SERVICE BUSINESS PLATFORM SYSTEM HAVING EVENT SYSTEMS AND METHODS | September 2024 | May 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 18901718 | NETWORK SLINGHOP VIA TAPESTRY SLINGSHOT | September 2024 | December 2024 | Allow | 2 | 0 | 0 | No | No |
| 18901629 | METHOD, SYSTEM AND APPARATUS FOR PROCESSING MASSIVE DATA AT HIGH SPEED, AND STORAGE MEDIUM | September 2024 | January 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 18851784 | METHOD AND SYSTEM FOR REFERENCING DATA | September 2024 | May 2025 | Allow | 8 | 1 | 0 | Yes | No |
| 18893984 | SYSTEM AND METHOD FOR MULTILAYER SECURITY USING MULTIPLE CODEBOOKS | September 2024 | April 2025 | Allow | 6 | 0 | 0 | No | No |
| 18891642 | LOW-LATENCY DATABASE SYSTEM | September 2024 | May 2025 | Allow | 8 | 0 | 0 | No | No |
| 18889462 | SYSTEMS AND METHODS FOR PERFORMING DATA MIGRATION BETWEEN DATA CENTERS | September 2024 | May 2025 | Allow | 8 | 0 | 0 | No | No |
| 18888088 | ARTIFICIAL INTELLIGENCE SANDBOX FOR AUTOMATING DEVELOPMENT OF AI MODELS | September 2024 | November 2024 | Allow | 2 | 0 | 0 | No | No |
| 18888151 | AUTOMATING EFFICIENT DEPLOYMENT OF ARTIFICIAL INTELLIGENCE MODELS | September 2024 | May 2025 | Allow | 8 | 2 | 0 | Yes | No |
| 18886129 | AI PLATFORM FOR PROCESSING AND QUERYING SPECIFIED OBJECTS | September 2024 | December 2024 | Allow | 2 | 0 | 0 | No | No |
| 18885883 | MANAGEMENT DATABASE LONG-TERM ARCHIVING TO A RECOVERY MANAGER | September 2024 | May 2025 | Allow | 8 | 0 | 0 | No | No |
| 18830618 | METHODS AND SYSTEMS FOR CLUSTERING DOCUMENTS BASED ON SEMANTIC SIMILARITY | September 2024 | March 2025 | Allow | 6 | 1 | 0 | No | No |
| 18830361 | GENERATING A PATH TO A DOCUMENT ELEMENT USING MACHINE LEARNING | September 2024 | December 2024 | Allow | 3 | 0 | 0 | No | No |
| 18828706 | COMPUTER-BASED SYSTEMS CONFIGURED FOR AUTOMATED IMAGE GENERATION AND METHODS OF USE THEREOF | September 2024 | November 2024 | Allow | 2 | 0 | 0 | No | No |
| 18829155 | RESOLVING UNKNOWN DATA NODES DURING GRANULAR QUERY PROCESSING VIA A PLANAR DATA MODEL | September 2024 | March 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 18827377 | DATA REPLICATION AND DATA FAILOVER IN DATA STORAGE SYSTEMS | September 2024 | June 2025 | Allow | 9 | 0 | 0 | Yes | No |
| 18825600 | USER ATTRIBUTE RESOLUTION OF UNRESOLVED TERMS OF ACTION QUERIES | September 2024 | June 2025 | Allow | 9 | 1 | 0 | No | No |
| 18822158 | System And Method For Labeling Objects For Use In Vehicle Movement | August 2024 | April 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 18842657 | DATA ACCESS METHOD AND SYSTEM, DEVICE, AND STORAGE MEDIUM | August 2024 | June 2025 | Allow | 9 | 0 | 0 | No | No |
| 18820226 | DYNAMIC SELECTION OF AN AERONAUTICAL DATA PROVIDER | August 2024 | April 2025 | Allow | 8 | 0 | 0 | No | No |
| 18818483 | SYSTEMS AND METHODS FOR MANAGING WEB, MOBILE, AND POINT-OF-SALE SERVERS WITH A CUSTOMER RELATIONS MANAGEMENT SYSTEM | August 2024 | March 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 18815857 | INFORMATION PROCESSING METHOD | August 2024 | April 2025 | Allow | 7 | 0 | 0 | No | No |
| 18816376 | APPARATUS AND METHODS FOR GENERATING AN INSTRUCTION SET FOR A USER | August 2024 | June 2025 | Allow | 9 | 0 | 0 | No | No |
| 18815438 | SYSTEMS AND METHODS FOR AUTOMATED RULE-BASED ANNOTATION AND VALIDATION OF BUSINESS CLASSIFICATION | August 2024 | April 2025 | Allow | 8 | 0 | 0 | No | No |
| 18815619 | PERFORMING UNIFIED SEARCH USING A HYBRID SEARCH INDEX | August 2024 | November 2024 | Allow | 3 | 0 | 0 | Yes | No |
| 18814019 | SYSTEM AND METHODS FOR IMPLEMENTING A FEATURE SET OF HIGH-DIMENSIONAL SPATIAL DATA IN SPORTS PREDICTIONS | August 2024 | April 2025 | Allow | 7 | 0 | 0 | Yes | No |
| 18813148 | SELECTIVE SKIPPING OF DICTIONARY SCANS AND/OR INDEX LOOKUPS DURING QUERY PROCESSING IN DATABASE SYSTEMS | August 2024 | March 2025 | Allow | 7 | 0 | 0 | Yes | No |
| 18812218 | BATCH-TYPE IMAGE DISTRIBUTION METHOD BASED ON IPFS, SYSTEM AND STORAGE MEDIUM | August 2024 | January 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 18811016 | INTELLIGENT INFORMATION RETRIEVAL SYSTEM AND METHOD | August 2024 | January 2025 | Allow | 5 | 0 | 0 | No | No |
| 18809284 | MACHINE LEARNING-IMPLEMENTED CHAT BOT DATABASE QUERY SYSTEM FOR MULTI-FORMAT DATABASE QUERIES | August 2024 | June 2025 | Allow | 10 | 0 | 0 | No | No |
| 18808532 | SYSTEMS AND METHODS FOR DIRECTORY SERVICE BACKUP AND RECOVERY | August 2024 | April 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 18808143 | SYSTEM, METHOD, AND PRODUCT FOR TRANSPARENTLY ENCAPSULATED ARTIFICIAL INTELLIGENCE | August 2024 | December 2024 | Allow | 3 | 0 | 0 | No | No |
| 18808240 | SYSTEMS AND METHODS FOR GRAPHICAL SYMMETRY BREAKING | August 2024 | February 2025 | Allow | 6 | 1 | 0 | No | No |
| 18807305 | VOICE QUERY REFINEMENT TO EMBED CONTEXT IN A VOICE QUERY | August 2024 | April 2025 | Allow | 8 | 0 | 0 | No | No |
| 18806152 | System and Method for Selecting Instrumentation Technique | August 2024 | March 2025 | Allow | 7 | 1 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for group 2160.
With a 33.8% 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, 30.2% 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 2160 is part of Technology Center 2100. This group has examined 80,446 patent applications in our dataset, with an overall allowance rate of 75.3%. Applications typically reach final disposition in approximately 35 months.
Applications in Group 2160 receive an average of 2.40 office actions before reaching final disposition. The median prosecution time is 35 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.