Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19320770 | CONTEXT-AWARE CODE GENERATION USING SYNTAX TREE MODIFICATION AND LEVEL-OF-DETAIL PROCESSING | September 2025 | November 2025 | Allow | 2 | 0 | 0 | No | No |
| 19270389 | VISUAL DESIGN OF A RUNNING SOFTWARE APPLICATION | July 2025 | October 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19209694 | METHOD AND SYSTEM FOR HUMAN-COMPUTER INTERACTION PERFORMANCE EVALUATION BASED ON VIRTUAL REALITY | May 2025 | February 2026 | Abandon | 9 | 2 | 0 | No | No |
| 19181384 | INTELLIGENT TESTING METHOD FOR AUTONOMOUS DRIVING BASED ON INTERACTION OF MULTIPLE BACKGROUND TRAFFIC PARTICIPANTS | April 2025 | November 2025 | Allow | 7 | 1 | 0 | No | No |
| 19179061 | METHODS FOR IMPLEMENTING ARTIFICIAL INTELLIGENCE CAPABILITIES IN SOFTWARE APPLICATIONS | April 2025 | September 2025 | Allow | 5 | 1 | 0 | No | No |
| 19170093 | INSTANT INSTALLATION OF APPS | April 2025 | November 2025 | Allow | 7 | 1 | 0 | No | No |
| 19115811 | FIRMWARE UPGRADING METHOD AND APPARATUS, BMC, SERVER AND MEDIUM | March 2025 | March 2026 | Allow | 11 | 0 | 0 | Yes | No |
| 19080750 | AUTOMATICALLY VARYING SYSTEM CLOCKS TO SIMULATE TEST ENVIRONMENTS FOR APPLICATION TRIGGERS GENERATED USING MACHINE LEARNING | March 2025 | September 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19052264 | ROBUST METHODS FOR AUTOMATIC DISCRIMINATION OF ANOMALOUS SIGNAL PROPAGATION FOR RUNTIME SERVICES | February 2025 | August 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19049790 | LIGHTWEIGHT CODE INTEGRITY SOLUTION WITH BYTE-PATTERN ENTANGLEMENT IN PROGRAM CODE | February 2025 | August 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19049533 | CODE GENERATION METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUM | February 2025 | February 2026 | Allow | 13 | 3 | 0 | No | No |
| 19022083 | Integrated AI-Driven System for Automating IT and Cybersecurity Operations | January 2025 | June 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19017310 | Systems and Methods for Review and Merger of Textual Notation Files of Complex Hardware Systems Model in Post-Cloud Engineering Data Management Infrastructure | January 2025 | November 2025 | Allow | 11 | 2 | 0 | No | No |
| 18982417 | SYSTEMS, METHODS, AND MEDIA FOR AUTOMATICALLY AND DYNAMICALLY GENERATING AND EXECUTING CHAOS TESTING FOR DIFFERENT SOFTWARE APPLICATIONS EXECUTING IN A COMPUTING ENVIRONMENT | December 2024 | March 2025 | Allow | 2 | 0 | 0 | No | No |
| 18950256 | VERSION CONTROL SYSTEM | November 2024 | October 2025 | Allow | 11 | 0 | 0 | No | No |
| 18949736 | GENERAL PURPOSE COMMAND SYSTEM AND INTERFACE FOR A LIVE BROADCAST | November 2024 | May 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 18944733 | MACHINE LEARNING-BASED DEVICE MATRIX PREDICTION | November 2024 | November 2025 | Allow | 12 | 1 | 0 | No | No |
| 18845712 | METHOD, APPARATUS, DEVICE, AND STORAGE MEDIUM FOR COMPATIBILITY OF SDK WITH ACCESS APPLICATION | November 2024 | May 2025 | Allow | 8 | 0 | 0 | No | No |
| 18933693 | Interoperable Composite Data Units for use in Distributed Computing Execution Environments | October 2024 | March 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 18929702 | INSTANT INSTALLATION OF APPS | October 2024 | February 2025 | Allow | 3 | 0 | 0 | No | No |
| 18910381 | MONITORING FULLNESS OF CONTAINERS | October 2024 | May 2025 | Allow | 7 | 1 | 1 | No | No |
| 18909455 | Runtime Architecture for Interfacing with Agents to Automate Multimodal Interface Workflows | October 2024 | February 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 18908280 | TECHNOLOGIES FOR VERIFYING OPERATIONS OF SOFTWARE COMPONENTS | October 2024 | March 2025 | Allow | 5 | 1 | 0 | No | No |
| 18900082 | BUILDING MANAGEMENT SYSTEMS WITH INTELLIGENT DEPLOYMENT AND CONFIGURATION | September 2024 | September 2025 | Allow | 11 | 2 | 0 | Yes | No |
| 18884687 | TRANSFORMER-BASED PROGRAMMING CODE VALUE QUANTIFICATION SYSTEM | September 2024 | April 2025 | Allow | 7 | 1 | 0 | No | No |
| 18820979 | DETERMINISTIC REPLAY OF RECORDED USER INTERACTION AND EXECUTED EVENTS | August 2024 | January 2025 | Allow | 4 | 0 | 0 | No | No |
| 18840288 | Workflow Creation Method And Apparatus | August 2024 | December 2025 | Allow | 16 | 1 | 0 | No | No |
| 18780717 | Creation of a performance-optimized image of a server | July 2024 | March 2026 | Allow | 20 | 1 | 0 | Yes | No |
| 18772569 | DYNAMIC PROGRAM CODE ANALYZER TO IMPROVE CODE QUALITY | July 2024 | December 2025 | Allow | 17 | 3 | 0 | Yes | No |
| 18762203 | TECHNIQUES FOR CLOUD DEPLOYMENT AUTOMATION BASED ON CYBERSECURITY SCANNING | July 2024 | December 2025 | Allow | 18 | 3 | 0 | No | No |
| 18762480 | EXTERNAL-LANGUAGE EXECUTION NODE FOR VISUAL FORECASTING | July 2024 | December 2024 | Allow | 5 | 1 | 0 | Yes | No |
| 18760057 | AUTOMATIC GENERATION OF DOCUMENTATION USING CODING PATTERNS | July 2024 | May 2025 | Allow | 10 | 1 | 0 | No | No |
| 18756200 | SYSTEMS AND METHODS FOR CALENDAR SYNCHRONIZATION WITH ENTERPRISE WEB APPLICATIONS | June 2024 | August 2025 | Allow | 13 | 1 | 0 | Yes | No |
| 18753718 | SYSTEM AND METHOD FOR UTILIZING PRODUCTION INSIGHTS IN GENERATIVE AI MODELS | June 2024 | December 2025 | Allow | 18 | 3 | 0 | Yes | No |
| 18750993 | Interoperable Composite Data Units for use in Distributed Computing Execution Environments | June 2024 | February 2025 | Allow | 8 | 1 | 0 | Yes | No |
| 18748002 | AUTOMATICALLY VARYING SYSTEM CLOCKS TO SIMULATE TEST ENVIRONMENTS FOR APPLICATION TRIGGERS GENERATED USING MACHINE LEARNING | June 2024 | December 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18742077 | AGENTLESS DISTRIBUTED MONITORING OF MICROSERVICES THROUGH A VIRTUAL SWITCH | June 2024 | September 2024 | Allow | 3 | 0 | 0 | No | No |
| 18740598 | SYSTEMS AND METHODS FOR PROCESSING DATA PROXIMATE TO THE POINT OF COLLECTION | June 2024 | April 2025 | Allow | 10 | 0 | 0 | Yes | No |
| 18741035 | CONTROLLED ACTIVATION OF INTERDEPENDENT BINDINGS | June 2024 | August 2025 | Allow | 14 | 6 | 0 | No | No |
| 18740161 | AUTOMATED ROOT CAUSE IDENTIFICATION USING DATA FLOW ANALYSIS OF PLURAL EXECUTION TRACES | June 2024 | January 2026 | Allow | 19 | 1 | 0 | No | No |
| 18673122 | Interoperable Composite Data Units for use in Distributed Computing Execution Environments | May 2024 | February 2025 | Allow | 9 | 1 | 0 | Yes | No |
| 18662412 | GRID LAYOUT SETTING METHOD FOR MULTI DEVICE RESPONSIVE PAGE AND COMPUTER-READABLE MEDIUM FOR PERFORMING THE SAME | May 2024 | August 2024 | Allow | 3 | 0 | 0 | Yes | No |
| 18661222 | SYSTEMS AND METHODS FOR ADDITIVE MANUFACTURING OPERATIONS | May 2024 | January 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 18659242 | SYSTEMS AND METHODS FOR CHOOSING AN APPROPRIATE SCALING TECHNIQUE FOR ALLOCATING COMPUTATIONAL RESOURCES TO DISTRIBUTED APPLICATIONS | May 2024 | November 2024 | Allow | 7 | 0 | 0 | Yes | No |
| 18654798 | SYSTEMS AND METHODS FOR INACCURACY DETECTION AND PREVENTION WITHIN PRESCRIPTION INFORMATION | May 2024 | February 2026 | Allow | 22 | 0 | 0 | Yes | No |
| 18653830 | VISUAL DESIGN OF A RUNNING SOFTWARE APPLICATION | May 2024 | October 2025 | Abandon | 18 | 3 | 0 | Yes | No |
| 18648118 | VISUAL TESTING ISSUE REPRODUCTION BASED ON COMMUNICATION OF AUTOMATED WORKFLOW | April 2024 | January 2025 | Allow | 9 | 0 | 0 | No | No |
| 18646239 | SMART THERMOSTAT AND A THERMOSTAT ADAPTER WITH INTEGRATED SAFETY INTERLOCK FOR INSTALLATION AND DIAGNOSTICS OF AN IN-FLOOR HEATING SYSTEM | April 2024 | November 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18642378 | DRIVER GENERATION DEVICE AND DRIVER GENERATION METHOD | April 2024 | March 2026 | Allow | 23 | 0 | 0 | No | No |
| 18642641 | AUTO-REGRESSIVE NEURAL NETWORK SYSTEMS WITH A SOFT ATTENTION MECHANISM USING SUPPORT DATA PATCHES | April 2024 | March 2025 | Allow | 11 | 1 | 0 | No | No |
| 18635676 | METHOD AND APPARATUS FOR GENERALIZED CONTROL OF DEVICES | April 2024 | September 2025 | Allow | 17 | 0 | 0 | Yes | No |
| 18634577 | APPLICATION PROGRAMMING INTERFACE (API) MANAGEMENT AND DEVELOPMENT | April 2024 | March 2026 | Allow | 23 | 3 | 0 | Yes | No |
| 18632290 | NEURAL METHOD COMPLETION BASED ON NATURAL LANGUAGE AND SOURCE CODE | April 2024 | June 2025 | Allow | 14 | 1 | 0 | Yes | No |
| 18629558 | SYSTEMS AND METHODS FOR LOCALLY STREAMING APPLICATIONS IN A COMPUTING SYSTEM | April 2024 | April 2025 | Allow | 12 | 0 | 0 | Yes | No |
| 18626515 | INDUSTRIAL AUTOMATION SYSTEM TOPOLOGY WITH POINT TO POINT BUSINESS RULE INTEGRATION | April 2024 | August 2025 | Allow | 16 | 0 | 0 | Yes | No |
| 18626911 | INTEGRATING AND CATALOGUING APPLICATION PROGRAMMING INTERFACES FOR NETWORK ENVIRONMENTS | April 2024 | May 2025 | Allow | 13 | 2 | 0 | Yes | No |
| 18621875 | METHODS AND SYSTEMS FOR IDENTIFYING CONTROL FLOW PATTERNS AND DATAFLOW CONSTRAINTS IN SOFTWARE CODE TO DETECT SOFTWARE ANOMALIES | March 2024 | June 2024 | Allow | 3 | 0 | 0 | Yes | No |
| 18619770 | METHODS AND SYSTEMS FOR AN INTELLIGENT TECHNICAL DEBT HELPER BOT | March 2024 | May 2025 | Allow | 14 | 1 | 0 | Yes | No |
| 18696349 | SYSTEM ADAPTATION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM | March 2024 | December 2024 | Allow | 8 | 1 | 0 | No | No |
| 18615272 | EVENT CONSUMPTION FOR HIGH-LEVEL PROGRAMING LANGUAGE PLATFORM | March 2024 | March 2025 | Allow | 12 | 0 | 0 | No | No |
| 18615209 | EVENT CONSUMPTION FOR HIGH-LEVEL PROGRAMING LANGUAGE PLATFORM | March 2024 | November 2024 | Allow | 8 | 0 | 0 | No | No |
| 18612121 | Interoperable Composite Data Units for use in Distributed Computing Execution Environments | March 2024 | May 2024 | Allow | 2 | 0 | 0 | Yes | No |
| 18610693 | SYSTEMS AND METHODS FOR EMBEDDING A COMPUTATIONAL NOTEBOOK | March 2024 | June 2025 | Allow | 15 | 1 | 0 | Yes | No |
| 18603214 | CUSTOM MODELS FOR SOURCE CODE GENERATION VIA PREFIX-TUNING | March 2024 | October 2024 | Allow | 7 | 1 | 0 | No | No |
| 18598003 | METHOD FOR BLOCKING EXTERNAL DEBUGGER APPLICATION FROM ANALYSING CODE OF SOFTWARE PROGRAM | March 2024 | July 2025 | Allow | 16 | 0 | 0 | Yes | No |
| 18595719 | SCALABLE RECOVERY AND/OR MIGRATION TO CLOUD-BASED CUSTOM-MADE VIRTUAL MACHINES WITHOUT USING FAILED MACHINES' CREDENTIALS | March 2024 | October 2024 | Allow | 8 | 0 | 0 | Yes | No |
| 18591590 | AUTO-GENERATING INTERACTIVE WORKFLOW USER INTERFACES FOR SIMULATED SYSTEMS | February 2024 | May 2025 | Allow | 15 | 0 | 0 | Yes | No |
| 18590781 | METHODS AND SYSTEMS FOR ANALYZING DATAFLOW ASSOCIATED WITH SOFTWARE CODE TO DETECT SOFTWARE ANOMALIES | February 2024 | September 2024 | Allow | 7 | 1 | 0 | Yes | No |
| 18589285 | AUTOMATIC APPLICATION PROGRAM INTERFACE (API) SELECTOR FOR UNSUPERVISED NATURAL LANGUAGE PROCESSING (NLP) INTENT CLASSIFICATION | February 2024 | October 2024 | Allow | 8 | 0 | 0 | Yes | No |
| 18584793 | SCHEMA REGISTRY FOR CLIENT-SERVER ENVIRONMENTS | February 2024 | January 2026 | Allow | 22 | 0 | 0 | Yes | No |
| 18684918 | QUANTUM SOURCE CODING WITH A QUANTUM SORTING NETWORK | February 2024 | January 2026 | Allow | 23 | 0 | 0 | No | No |
| 18444002 | POWER TOOL OPERATION RECORDING AND PLAYBACK | February 2024 | February 2026 | Allow | 24 | 1 | 0 | No | No |
| 18440987 | AUTOSCALING STRATEGIES FOR ROBOTIC PROCESS AUTOMATION | February 2024 | October 2024 | Allow | 8 | 0 | 0 | Yes | No |
| 18441761 | CONTROLLED ACTIVATION OF INTERDEPENDENT BINDINGS | February 2024 | May 2024 | Allow | 3 | 1 | 0 | No | No |
| 18439801 | System and Method for Testing Applications | February 2024 | October 2025 | Allow | 20 | 0 | 0 | Yes | No |
| 18440299 | SYSTEMS, METHODS AND COMPUTER READABLE MEDIUM FOR VISUAL SOFTWARE DEVELOPMENT QUALITY ASSURANCE | February 2024 | November 2025 | Abandon | 22 | 2 | 0 | No | No |
| 18438306 | APPLICATION PORTING METHOD AND APPARATUS, DEVICE, AND MEDIUM | February 2024 | May 2025 | Allow | 15 | 2 | 0 | Yes | No |
| 18433574 | DEVELOPMENT TEST AUTOMATION FRAMEWORK | February 2024 | February 2025 | Allow | 12 | 1 | 0 | Yes | No |
| 18431833 | PLACING VIRTUAL GRAPHICS PROCESSING UNIT (GPU)-CONFIGURED VIRTUAL MACHINES ON PHYSICAL GPUS SUPPORTING MULTIPLE VIRTUAL GPU PROFILES | February 2024 | November 2024 | Allow | 9 | 0 | 0 | Yes | No |
| 18426958 | PROGRAMMING DEVICES AND PROGRAMS FOR CREATING AND EDITING PROGRAMS USED FOR IMAGE PROCESSING | January 2024 | July 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18424241 | METHOD OF UPDATING FIRMWARE OF COMPUTER | January 2024 | November 2025 | Allow | 22 | 0 | 0 | No | No |
| 18422144 | APPLICATION ERROR LOG ANALYSIS AND RESOLUTION USING LARGE LANGUAGE MODELS AND ENTITY MATCHING | January 2024 | November 2025 | Allow | 21 | 0 | 0 | No | No |
| 18291579 | IMPLEMENTATION METHOD AND APPARATUS FOR APPLICATION INSTALLATION ON SMART POINT OF SALE DEVICE | January 2024 | November 2025 | Allow | 22 | 0 | 0 | Yes | No |
| 18420515 | APPLICATION AND INFRASTRUCTURE TEMPLATE MANAGEMENT TO EASILY CREATE SECURE APPLICATIONS FOR ENTERPRISES | January 2024 | February 2025 | Allow | 13 | 1 | 0 | Yes | No |
| 18417496 | SYSTEMS AND METHODS FOR ON-DEMAND DEPLOYMENT OF PRE-CONFIGURED CONTAINERS | January 2024 | October 2025 | Allow | 21 | 0 | 0 | No | No |
| 18416078 | AUTOMATED SOFTWARE DEPLOYMENT AND MANAGEMENT | January 2024 | February 2026 | Allow | 25 | 1 | 0 | No | No |
| 18415833 | PROACTIVELY DETECTING AND PREDICTING POTENTIAL BREAKAGE OR SUPPORT ISSUES FOR IMPENDING CODE CHANGES | January 2024 | September 2024 | Allow | 8 | 0 | 0 | No | No |
| 18580299 | CONFIGURATION OF AUTOMATED GUIDED VEHICLES | January 2024 | February 2026 | Allow | 25 | 1 | 0 | No | No |
| 18414790 | APPARATUS AND METHOD FOR DETERMINING SYSTEM MODEL COMPARISONS | January 2024 | September 2024 | Allow | 8 | 2 | 0 | Yes | No |
| 18414858 | AUGMENTING INTEGRATED DEVELOPMENT ENVIRONMENTS WITH AUXILIARY DATAS | January 2024 | November 2025 | Allow | 22 | 4 | 0 | Yes | No |
| 18412044 | IN SERVICE SOFTWARE UPDATES FOR STANDALONE NETWORK DEVICES | January 2024 | September 2025 | Allow | 21 | 0 | 0 | No | No |
| 18410130 | RESOURCE LEAK DETECTION AND RECLAMATION IN RUN-TO-COMPLETION EXECUTION SYSTEMS | January 2024 | October 2025 | Allow | 21 | 0 | 0 | No | No |
| 18409419 | SCHEDULING A PAUSABLE AUTOMATED PROCESS IN A COMPUTER NETWORK | January 2024 | May 2025 | Allow | 16 | 2 | 0 | Yes | No |
| 18408122 | ARCHITECTURE DISCOVERY | January 2024 | October 2024 | Allow | 9 | 0 | 0 | No | No |
| 18404818 | AUTOMATED TRACKING OF CONSISTENT SOFTWARE TEST FAILURES | January 2024 | January 2026 | Allow | 25 | 1 | 0 | Yes | No |
| 18402812 | METHOD AND SYSTEM FOR AUTOMATICALLY GENERATING CODES TO OPERATE ML MODELS | January 2024 | October 2025 | Allow | 22 | 0 | 0 | Yes | No |
| 18403394 | INTELLIGENT FILE STASHING AND UNSTASHING | January 2024 | October 2025 | Allow | 21 | 0 | 0 | No | No |
| 18401437 | EXECUTION OF TRANSPORT SOFTWARE UPDATE | December 2023 | September 2025 | Allow | 21 | 3 | 0 | No | No |
| 18400269 | DIGITAL PROCESSING SYSTEMS AND METHODS FOR MANAGING WORKFLOWS | December 2023 | November 2024 | Allow | 11 | 2 | 0 | No | No |
| 18399020 | METHOD FOR TESTING A COMPUTER PROGRAM | December 2023 | December 2025 | Allow | 24 | 1 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2193.
With a 25.4% 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, 39.3% 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.
Art Unit 2193 is part of Group 2190 in Technology Center 2100. This art unit has examined 12,223 patent applications in our dataset, with an overall allowance rate of 78.7%. Applications typically reach final disposition in approximately 39 months.
Art Unit 2193's allowance rate of 78.7% places it in the 57% percentile among all USPTO art units. This art unit has an above-average allowance rate compared to other art units.
Applications in Art Unit 2193 receive an average of 1.87 office actions before reaching final disposition (in the 47% percentile). The median prosecution time is 39 months (in the 17% percentile).
When prosecuting applications in this art unit, consider the following:
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.