Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19373302 | CONTEXTUAL REFINEMENT OF AGENTIC AI MODEL REASONING, GOAL AND TASK PROVISIONING, AND RESPONSE GENERATION | October 2025 | March 2026 | Allow | 4 | 0 | 0 | No | No |
| 19365372 | Instrumentation Using Access Time Value | October 2025 | March 2026 | Allow | 5 | 1 | 0 | No | No |
| 19341531 | SYSTEM AND METHOD FOR DISPLAYING DATA SETS ON A USER INTERFACE | September 2025 | January 2026 | Allow | 3 | 1 | 0 | No | No |
| 19332482 | IN-PLACE CLOUD INSTANCE RESTORE | September 2025 | March 2026 | Allow | 5 | 1 | 0 | No | No |
| 19316841 | SELF-HEALING GENERATIVE AI/ML PIPELINE FOR GENERATING COMPLEX DATA QUERIES LEVERAGING SEMANTIC DATA MODEL | September 2025 | March 2026 | Allow | 6 | 1 | 0 | Yes | No |
| 19314179 | ENHANCED STRING MATCH MATRIX GENERATION | August 2025 | November 2025 | Allow | 3 | 0 | 0 | No | No |
| 19313546 | METHOD FOR PROVIDING SERVICE BY ARTIFICIAL INTELLIGENCE AGENT WITH MULTI-TURN AND ARTIFICIAL INTELLIGENCE AGENT USING THE SAME | August 2025 | October 2025 | Allow | 2 | 0 | 0 | No | No |
| 19313684 | EXPLAINABLE LARGE LANGUAGE MODEL ROUTING WITH IMMUTABLE AUDIT TRAILS | August 2025 | February 2026 | Allow | 5 | 0 | 0 | No | No |
| 19309601 | INTELLIGENT QUERY DECOMPOSITION, SPECIALIZED MODEL ROUTING, AND HIERARCHICAL AGGREGATION WITH CONFLICT RESOLUTION | August 2025 | February 2026 | Allow | 5 | 1 | 0 | No | No |
| 19300664 | ROBUST RECORD-TO-EVENT CONVERSION SYSTEM | August 2025 | October 2025 | Allow | 2 | 0 | 0 | No | No |
| 19300640 | ROBUST RECORD-TO-EVENT CONVERSION SYSTEM | August 2025 | November 2025 | Allow | 3 | 0 | 0 | No | No |
| 19300652 | ROBUST RECORD-TO-EVENT CONVERSION SYSTEM | August 2025 | November 2025 | Allow | 3 | 0 | 0 | No | No |
| 19291540 | CLUE: DYNAMIC CONTEXT RETRIEVAL IN REASONING MODELS FOR AI-BASED PROTEIN AND DRUG DESIGN | August 2025 | November 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19288848 | MACHINE LEARNING MODELS USING DATA TYPE VARIABLES AND TIME WINDOW VARIABLES | August 2025 | October 2025 | Allow | 2 | 0 | 0 | No | No |
| 19288803 | DYNAMIC CACHING USING TEMPORARY CHECKPOINT DATABASE TABLES | August 2025 | December 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19287584 | CUSTOMIZED PROCESSING OF SENSOR DATA | July 2025 | November 2025 | Allow | 4 | 0 | 0 | No | No |
| 19285513 | SCHEMA GENERATION WITH COLLISION DETECTION AND CORRECTION | July 2025 | October 2025 | Allow | 2 | 0 | 0 | No | No |
| 19285814 | AUTOMATED GENERATION OF VALID, COMPUTATIONALLY EXPLOSIVE CAUSAL GRAPH DATA STRUCTURES | July 2025 | September 2025 | Allow | 2 | 0 | 0 | No | No |
| 19286169 | GENERATING STRUCTURED DOCUMENTS WITH TRACEABLE SOURCE LINEAGE | July 2025 | November 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 19285023 | SYSTEM AND METHOD FOR DETERMINING A PRIORITIZED ARRAY OF ASSOCIATED DATASETS | July 2025 | September 2025 | Allow | 2 | 0 | 0 | No | No |
| 19280669 | INGESTION AND SEGMENTATION OF REAL-TIME EVENT DATA | July 2025 | January 2026 | Allow | 6 | 0 | 0 | Yes | No |
| 19273063 | ENHANCED RETRIEVAL-AUGMENTED GENERATION FOR STRUCTURED TABULAR DATA | July 2025 | October 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19269261 | Management of Connector Services and Connected Artificial Intelligence Agents for Message Senders and Recipients | July 2025 | January 2026 | Allow | 6 | 1 | 0 | Yes | No |
| 19263456 | LOCATION INDEXED BLOCKCHAINS, SYSTEMS AND METHOD | July 2025 | September 2025 | Allow | 2 | 0 | 0 | No | No |
| 19260562 | CONTEXTUAL ORCHESTRATION AND SCOPED MEMORY PROTOCOL WITH DECENTRALIZED MEMORY WALLET FOR ADAPTIVE ARTIFICIAL INTELLIGENCE SYSTEMS | July 2025 | September 2025 | Allow | 2 | 0 | 0 | No | No |
| 19259014 | DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICS | July 2025 | September 2025 | Allow | 3 | 1 | 0 | No | No |
| 19259042 | DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICS | July 2025 | October 2025 | Allow | 3 | 1 | 0 | No | No |
| 19258880 | SYSTEM AND METHOD FOR ARTIFICIAL INTELLIGENCE BASED FIELD SERVICE ASSISTANCE FOR TELECOMMUNICATIONS OPERATIONS | July 2025 | September 2025 | Allow | 3 | 1 | 0 | No | No |
| 19257121 | STRUCTURED SUGGESTIONS | July 2025 | December 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19254397 | SYSTEM AND A METHOD FOR EXTRACTING AND SELECTING ATTRIBUTES USING MULTI-MODEL DIFFERENTIAL ACCURACY ANALYSIS | June 2025 | November 2025 | Allow | 5 | 1 | 0 | No | No |
| 19253777 | PLATFORM FOR AGENTIC AI CREATION, CONTEXTUALIZED ENTERPRISE DATA INTERACTION, AND ENTERPRISE MEMORY | June 2025 | January 2026 | Allow | 7 | 1 | 0 | No | No |
| 19252073 | DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICS | June 2025 | March 2026 | Allow | 9 | 1 | 0 | No | No |
| 19252808 | SYSTEMS AND METHODS FOR CONSERVING TOKEN USE WITH A LANGUAGE MODEL FOR CONTEXTUAL ENTITY SELECTION | June 2025 | January 2026 | Allow | 7 | 1 | 0 | Yes | No |
| 19246952 | QUERY PROCESSING USING MIN/MAX DECISIVE ROW POSITIONS | June 2025 | August 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19244253 | Computing Systems and Devices for Hashmap Control of Computing Operations | June 2025 | September 2025 | Allow | 3 | 0 | 0 | No | No |
| 19245148 | SIGNAL EVALUATION PLATFORM | June 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19244778 | RELIABLE OUTPUTS FROM LARGE LANGUAGE MODELS FOR MULTI-LABEL CLASSIFICATION TASKS | June 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19241544 | INFORMATION PROCESSING DEVICE, PERSONAL IDENTIFICATION DEVICE, INFORMATION PROCESSING METHOD, AND STORAGE MEDIUM | June 2025 | November 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19241864 | SYSTEMS AND METHODS FOR GENERATING ENHANCED DATA METRICS | June 2025 | February 2026 | Allow | 8 | 1 | 0 | No | No |
| 19240255 | APPARATUS AND METHOD FOR TRIADIC USER MATCHING BASED ON PROFILE DATA | June 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19240190 | INGESTION AND SEGMENTATION OF REAL-TIME EVENT DATA | June 2025 | August 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19240370 | SYSTEMS AND METHODS FOR DUAL-PATH PROCESSING OF TIME-BASED SERVICE RECORDS USING STRUCTURED METADATA AND THRESHOLD-BASED CONSTRAINT VALIDATION | June 2025 | August 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19237426 | DETERMINING DATA INHERITANCE OF DATA SEGMENTS | June 2025 | October 2025 | Allow | 5 | 0 | 0 | No | No |
| 19233135 | RESOLVING COMPLEX MATCH CANDIDATES USING LARGE LANGUAGE MODEL EXPLANATIONS OF AMBIGUOUS FEATURES | June 2025 | December 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19231394 | RETRIEVAL AUGMENTATION SYSTEM FOR UNSTRUCTURED TABULAR DOCUMENTS | June 2025 | October 2025 | Allow | 4 | 1 | 0 | No | No |
| 19225783 | DATA PROCESSING ABSTRACTION FOR HIGH PERFORMANCE COMPUTING SYSTEMS | June 2025 | August 2025 | Allow | 2 | 1 | 0 | Yes | No |
| 19223968 | COMPUTING SYSTEM AND METHOD FOR STRUCTURING UNSTRUCTURED DOCUMENT DATA | May 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19224166 | OPTIMIZING AND TUNING UNSTRUCTURED TEXT RECORD LINKAGE USING GENERATIVE AI DRIVEN FUZZY MATCHING | May 2025 | July 2025 | Allow | 2 | 0 | 0 | No | No |
| 19221957 | SYSTEMS FOR ITERATIVE POPULATION, QUERY PROCESSING, AND RELEVANCE RANKING OF GOVERNMENTAL DATA ACROSS HETEROGENEOUS DATABASES AND METHODS OF USE THEREOF | May 2025 | August 2025 | Allow | 2 | 0 | 0 | No | No |
| 19221845 | DATA AGGREGATOR GRAPHICAL USER INTERFACE | May 2025 | August 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19221873 | SYSTEMS AND METHODS FOR ERROR CORRECTION IN LARGE LANGUAGE MODEL-BASED DATABASE QUERYING | May 2025 | October 2025 | Allow | 4 | 1 | 0 | No | No |
| 19219533 | SYSTEMS AND METHODS FOR LOCAL NETWORK SEARCH OPTIMIZATION BASED ON TIMERS | May 2025 | November 2025 | Allow | 6 | 1 | 0 | No | No |
| 19217781 | COMPACTION-LESS DATABASE FOR STORING BLOCKCHAIN STATE | May 2025 | November 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19215019 | AGGREGATING DATA INGESTED FROM DISPARATE SOURCES FOR PROCESSING USING MACHINE LEARNING MODELS | May 2025 | July 2025 | Allow | 2 | 0 | 0 | No | No |
| 19212210 | LIVE EDITING EDITABLE TABLES | May 2025 | January 2026 | Allow | 8 | 1 | 0 | No | No |
| 19212571 | CONTROLLED PROBABILISTIC SENTENCE SPACE EXPANSION | May 2025 | September 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19209338 | Systems and Methods for Determining Ethnicity Subregions | May 2025 | March 2026 | Allow | 10 | 0 | 0 | No | No |
| 19207937 | PACKET REPLICATION AND DEDUPLICATION OVER MULTIPLE ACCESS TECHNOLOGIES | May 2025 | February 2026 | Allow | 9 | 1 | 0 | No | No |
| 19204478 | SYSTEMS AND METHODS FOR MANAGING WEB, MOBILE, AND POINT-OF-SALE SERVERS WITH A CUSTOMER RELATIONS MANAGEMENT SYSTEM | May 2025 | November 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19204415 | SYSTEMS AND METHODS FOR SEARCHING AND STORING DATA OVER A COMPUTER NETWORK | May 2025 | September 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 19199854 | ENHANCED SEARCH RESULT RELEVANCY FOR INFORMATION RETRIEVAL SYSTEMS | May 2025 | March 2026 | Allow | 10 | 0 | 0 | No | No |
| 19200538 | SYSTEMS AND METHODS FOR PERFORMING AI-DRIVEN RELEVANCY SEARCH | May 2025 | October 2025 | Allow | 5 | 1 | 0 | No | No |
| 19200280 | GENERATING HIGH-FIDELITY PREDICTIONS OF CHANGES TO CODED DATA RECORDS | May 2025 | July 2025 | Allow | 2 | 0 | 0 | No | No |
| 19199541 | Method and System Employing an Agent-based System for a Semantic Match Tournament | May 2025 | September 2025 | Allow | 5 | 0 | 0 | No | No |
| 19195877 | GEOSPATIAL ANOMALY FILTERING OF GEOLOCATION DATA STREAMS | May 2025 | November 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19194225 | AUDITABLE AUTHORSHIP ATTRIBUTION WITH EVENT TRACKING AND MOCK CONTENT | April 2025 | February 2026 | Allow | 9 | 1 | 0 | No | No |
| 19195658 | HIERARCHICAL GRAPH RETRIEVAL AUGMENTED GENERATION WITH CONTEXT EMBEDDING | April 2025 | August 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19195597 | SYNDICATED SEARCH WITH LARGE LANGUAGE MODELS FOR INTELLIGENT ENTERPRISE ONBOARDING | April 2025 | August 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19193506 | RESPONSE GENERATION FOR QUERY SETS USING GENERATIVE MODELS | April 2025 | October 2025 | Allow | 5 | 1 | 0 | No | No |
| 19193285 | METHOD AND SYSTEMS FOR GENERATING A PROJECTION STRUCTURE USING A GRAPHICAL USER INTERFACE | April 2025 | September 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19193394 | DATA PREPARATION AND MODELING USING ARTIFICIAL INTELLIGENCE | April 2025 | March 2026 | Allow | 10 | 0 | 0 | Yes | No |
| 19191687 | METHODS FOR ADAPTIVE ROUTING OF DATA RECORDS AND SYSTEMS THEREOF | April 2025 | September 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19191042 | APPARATUS AND METHOD FOR GENERATING RESOURCE OUTPUT AS A FUNCTION OF A QUERY AND MULTIMODAL DATA | April 2025 | August 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19125098 | SENSITIVE DATA IDENTIFICATION METHOD AND APPARATUS, DEVICE, AND COMPUTER STORAGE MEDIUM | April 2025 | October 2025 | Allow | 6 | 0 | 0 | No | No |
| 19188886 | SYSTEMS AND METHODS FOR MAINTAINING DISTRIBUTED MEDIA CONTENT HISTORY AND PREFERENCES | April 2025 | October 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19188542 | ETL JOB DISTRIBUTED PROCESSING SYSTEM AND METHOD BASED ON DYNAMIC CLUSTERING | April 2025 | February 2026 | Allow | 9 | 2 | 0 | Yes | No |
| 19187811 | SYSTEMS AND METHODS FOR PROCESSING HIERARCHICAL, SEMI-STRUCTURED, SCHEMA-LESS, POLYMORPHIC DATA | April 2025 | November 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19186842 | DATA RETRIEVAL AND VALIDATION FOR ASSET ONBOARDING AND DERIVING ASSET CHARACTERISTICS | April 2025 | June 2025 | Allow | 2 | 1 | 0 | No | No |
| 19187093 | OFFLINE PROCESSING OF ADAPTIVE NAMESPACE VERIFICATION FOR CLUSTER FILESYSTEMS | April 2025 | January 2026 | Allow | 9 | 0 | 0 | No | No |
| 19185406 | USING A MULTI-MODEL ARCHITECTURE FOR RETRIEVAL-AUGMENTED GENERATION (RAG) | April 2025 | June 2025 | Allow | 2 | 0 | 0 | No | No |
| 19185310 | SYSTEM AND A METHOD FOR DETERMINING HIERARCHICAL RELATIONSHIP IN BATCHES OF DOCUMENTS | April 2025 | June 2025 | Allow | 2 | 0 | 0 | No | No |
| 19185173 | Dyadic Distribution-Based Compression and Encryption with Adaptive Transformation Matrix Generation | April 2025 | September 2025 | Allow | 5 | 1 | 0 | No | No |
| 19182588 | REMEDIATION OF UNSTRUCTURED DATA USING ARTIFICIAL INTELLIGENCE | April 2025 | October 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19177314 | SNAPSHOT AND RESTORATION OF DISTRIBUTED FILE SYSTEM | April 2025 | February 2026 | Allow | 10 | 0 | 0 | No | No |
| 19177394 | SYSTEM AND METHOD FOR DATA BLOCK ANALYSIS PRIORITIZATION AND ROUTING VIA QUANTUM MACHINE LEARNING | April 2025 | February 2026 | Allow | 10 | 0 | 0 | No | No |
| 19175928 | CONSTRUCTING A SEARCH INDEX BASED ON AN AUTOMATICALLY-SELECTED SET OF DOCUMENT PROPERTIES | April 2025 | February 2026 | Allow | 10 | 2 | 0 | Yes | No |
| 19171854 | Compression-Based Data Instance Search | April 2025 | October 2025 | Allow | 6 | 2 | 0 | No | No |
| 19171518 | SYSTEMS AND METHODS FOR ASSESSING CONSISTENCY OF INTERROGATION RESPONSES WITH A RECORD OF FACTS | April 2025 | July 2025 | Allow | 3 | 0 | 0 | No | No |
| 19172130 | NETWORK SLINGHOP VIA TAPESTRY SLINGSHOT | April 2025 | September 2025 | Allow | 6 | 1 | 0 | No | No |
| 19171238 | ARTIFICIAL INTELLIGENCE BASED GENERATION OF SYNTHETIC USER PROFILES | April 2025 | August 2025 | Allow | 4 | 1 | 0 | No | No |
| 19170097 | RETRIEVAL-AUGMENTED GENERATION FOR LARGE LANGUAGE MODELS | April 2025 | September 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19170294 | AUTOMATICALLY AND INTELLIGENTLY CREATING JOURNAL ENTRIES TO SOLVE MISMATCHES IDENTIFIED VIA THE INTERCOMPANY ELIMINATION REPORTING PROCESS | April 2025 | March 2026 | Allow | 11 | 0 | 0 | Yes | No |
| 19098941 | Systems and Methods for Generating Metadata and Storing the Metadata in a Repository | April 2025 | October 2025 | Allow | 7 | 1 | 0 | No | No |
| 19098212 | QUANTIFYING AND VALIDATING HUMAN CREATIVE INPUT IN AI-GENERATED CONTENT | April 2025 | September 2025 | Allow | 6 | 1 | 0 | No | No |
| 19098402 | SYSTEM AND METHOD FOR REGULAR UPDATES TO COMPUTER-FORM FILES | April 2025 | May 2025 | Allow | 1 | 0 | 0 | No | No |
| 19097019 | SINGLE NAMESPACE FOR HIGH PERFORMANCE COMPUTING SYSTEM | April 2025 | July 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19096032 | SYSTEMS AND METHODS FOR LOW LATENCY WATCHES | March 2025 | September 2025 | Allow | 6 | 1 | 0 | No | No |
| 19094850 | System and Method for Generating Thoughts with Large Language Models Using Codewords | March 2025 | October 2025 | Allow | 6 | 1 | 0 | No | No |
| 19092787 | SYSTEM AND METHOD FOR IMPROVING EFFICIENCY IN NATURAL LANGUAGE QUERY PROCESSING UTILIZING LANGUAGE MODEL | March 2025 | August 2025 | Allow | 5 | 1 | 0 | No | No |
| 19093177 | PROCESSING USER INPUT TO A COMPUTING ENVIRONMENT USING ARTIFICIAL INTELLIGENCE | March 2025 | June 2025 | Allow | 2 | 0 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for group 2160.
With a 34.2% 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 78,217 patent applications in our dataset, with an overall allowance rate of 72.9%. Applications typically reach final disposition in approximately 37 months.
Applications in Group 2160 receive an average of 2.55 office actions before reaching final disposition. The median prosecution time is 37 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.