Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19022083 | Integrated AI-Driven System for Automating IT and Cybersecurity Operations | January 2025 | June 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 18949736 | GENERAL PURPOSE COMMAND SYSTEM AND INTERFACE FOR A LIVE BROADCAST | November 2024 | May 2025 | Allow | 6 | 1 | 0 | Yes | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 18648118 | VISUAL TESTING ISSUE REPRODUCTION BASED ON COMMUNICATION OF AUTOMATED WORKFLOW | April 2024 | January 2025 | Allow | 9 | 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 |
| 18632290 | NEURAL METHOD COMPLETION BASED ON NATURAL LANGUAGE AND SOURCE CODE | April 2024 | June 2025 | Allow | 14 | 1 | 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 |
| 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 |
| 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 |
| 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 |
| 18420515 | APPLICATION AND INFRASTRUCTURE TEMPLATE MANAGEMENT TO EASILY CREATE SECURE APPLICATIONS FOR ENTERPRISES | January 2024 | February 2025 | Allow | 13 | 1 | 0 | Yes | 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 |
| 18414790 | APPARATUS AND METHOD FOR DETERMINING SYSTEM MODEL COMPARISONS | January 2024 | September 2024 | Allow | 8 | 2 | 0 | Yes | 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 |
| 18400269 | DIGITAL PROCESSING SYSTEMS AND METHODS FOR MANAGING WORKFLOWS | December 2023 | November 2024 | Allow | 11 | 2 | 0 | No | No |
| 18396642 | UNIT TEST CASE GENERATION WITH TRANSFORMERS | December 2023 | August 2024 | Allow | 8 | 0 | 0 | No | No |
| 18392761 | METHODS AND APPARATUS TO TILE WALK A TENSOR FOR CONVOLUTION OPERATIONS | December 2023 | October 2024 | Allow | 10 | 0 | 0 | No | No |
| 18542719 | ALLOCATING RESOURCES FOR NETWORK FUNCTION VIRTUALIZATION | December 2023 | August 2024 | Allow | 8 | 0 | 0 | Yes | No |
| 18535241 | ANALYTIC MODEL EXECUTION ENGINE WITH INSTRUMENTATION FOR GRANULAR PERFORMANCE ANALYSIS FOR METRICS AND DIAGNOSTICS FOR TROUBLESHOOTING | December 2023 | January 2025 | Allow | 13 | 0 | 0 | Yes | No |
| 18527917 | VEHICLE CONTROLLER, PROGRAM UPDATING METHOD, AND NON-TRANSITORY STORAGE MEDIUM THAT STORES PROGRAM FOR UPDATING PROGRAM | December 2023 | April 2025 | Allow | 17 | 1 | 0 | Yes | No |
| 18526917 | BOOT AND UPDATE FROM RUNTIME MERGED IMAGE FRAGMENTS | December 2023 | April 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18518007 | LARGE LANGUAGE MODULES IN MODULAR PROGRAMMING | November 2023 | May 2025 | Allow | 18 | 3 | 0 | Yes | No |
| 18516673 | SIMPLISTIC MACHINE LEARNING MODEL GENERATION TOOL FOR PREDICTIVE DATA ANALYTICS | November 2023 | April 2025 | Allow | 17 | 1 | 0 | No | No |
| 18512974 | WHAT-IF ANALYSIS FOR NOTEBOOKS | November 2023 | May 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18510539 | PROCESS CONTROL USING DIGITAL TWINS | November 2023 | July 2024 | Allow | 8 | 0 | 0 | No | No |
| 18505935 | Systems And Methods For Automating Analyses Of User Experience Tests With Generative Language Models | November 2023 | December 2024 | Abandon | 14 | 1 | 0 | No | No |
| 18503277 | INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, RECORDING MEDIUM, AND METHOD OF MANFACTURING PRODUCT | November 2023 | June 2024 | Allow | 8 | 0 | 0 | No | No |
| 18387664 | SYSTEM FOR AUTOMATICALLY GENERATING ELECTRONIC ARTIFACTS USING EXTENDED FUNCTIONALITY | November 2023 | August 2024 | Allow | 9 | 0 | 0 | No | No |
| 18387092 | CENTER, MANAGEMENT METHOD, AND NON-TRANSITORY STORAGE MEDIUM | November 2023 | August 2024 | Allow | 9 | 1 | 0 | No | No |
| 18497496 | INSERTING PROBABILISTIC MODELS IN DETERMINISTIC WORKFLOWS FOR ROBOTIC PROCESS AUTOMATION AND SUPERVISOR SYSTEM | October 2023 | March 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18496442 | PRIVACY-PRESERVING DISTRIBUTED VISUAL DATA PROCESSING | October 2023 | April 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18557425 | AUTOMATED ROOT CAUSE IDENTIFICATION USING DATA FLOW ANALYSIS OF PLURAL EXECUTION TRACES | October 2023 | May 2024 | Allow | 7 | 0 | 0 | No | No |
| 18383803 | SYSTEMS AND METHODS FOR REDUCING SERVICE DOWNTIME DURING SOFTWARE UPGRADES | October 2023 | July 2024 | Allow | 9 | 0 | 0 | No | No |
| 18382125 | METHODS FOR DYNAMIC THROTTLING TO SATISFY MINIMUM THROUGHPUT SERVICE LEVEL OBJECTIVES AND DEVICES THEREOF | October 2023 | June 2024 | Allow | 8 | 0 | 0 | Yes | No |
| 18381935 | SYSTEM AND METHOD FOR UTILIZING PRODUCTION INSIGHTS IN GENERATIVE AI MODELS | October 2023 | December 2023 | Allow | 2 | 0 | 0 | No | No |
| 18485416 | UNIVERSAL INSTALLER AND UNINSTALLER | October 2023 | July 2024 | Allow | 9 | 1 | 0 | No | No |
| 18379315 | ADAPTING EXISTING SOURCE CODE SNIPPETS TO NEW CONTEXTS | October 2023 | August 2024 | Allow | 11 | 1 | 0 | No | No |
| 18483430 | BUILDING DATA PLATFORM WITH GRAPH BASED CAPABILITIES | October 2023 | April 2025 | Allow | 18 | 3 | 0 | Yes | No |
| 18377023 | GUI Generation System | October 2023 | August 2024 | Allow | 11 | 1 | 0 | Yes | No |
| 18479697 | Graphical User Interface For Fungible Configurable Attributes For A Compute Instance | October 2023 | June 2025 | Allow | 21 | 0 | 0 | Yes | No |
| 18476575 | DATA STRUCTURE USED TO AUTOMATE GENERATION OF BROADCAST SCHEDULES | September 2023 | October 2024 | Allow | 13 | 2 | 0 | Yes | No |
| 18475103 | SYSTEMS AND METHODS FOR CODE UNDERSTANDING AND GENERATION | September 2023 | September 2024 | Allow | 12 | 1 | 0 | Yes | No |
| 18372340 | METHOD AND SYSTEM FOR TESTING AT LEAST ONE ELECTRONIC CONTROL DEVICE AS A VIRTUAL CONTROL DEVICE ON A SIMULATOR, AND CORRESPONDING SIMULATOR | September 2023 | March 2025 | Allow | 18 | 0 | 0 | No | No |
| 18472226 | CONTROLLED ACTIVATION OF INTERDEPENDENT BINDINGS | September 2023 | December 2023 | Allow | 3 | 1 | 0 | No | No |
| 18369728 | Interoperable Composite Data Units for use in Distributed Computing Execution Environments | September 2023 | February 2025 | Allow | 17 | 1 | 0 | Yes | No |
| 18282486 | Software Composition Analysis on Target Source Code | September 2023 | March 2025 | Allow | 18 | 2 | 0 | No | No |
| 18465213 | MONITORING TRANSITIONS OF A CIRCUIT | September 2023 | November 2024 | Allow | 14 | 2 | 0 | No | No |
| 18465499 | USER-DEFINED STIMULATION PATTERNS FOR JUVENILE PRODUCTS | September 2023 | September 2024 | Allow | 12 | 0 | 0 | Yes | No |
| 18465575 | SYMBOL-MATCHING BETWEEN SOFTWARE VERSIONS | September 2023 | July 2024 | Allow | 10 | 1 | 0 | No | No |
| 18463858 | SMART DISTRIBUTED TRACING CONTEXT INJECTION | September 2023 | August 2024 | Allow | 11 | 1 | 0 | No | No |
| 18243682 | CONVERSION METHOD AND CONVERSION APPARATUS OF TEXT CODES AND GRAPHIC CODES FOR VEHICLE DEVELOPMENT | September 2023 | June 2025 | Allow | 21 | 0 | 0 | No | No |
| 18460368 | Virtualizing Building Management Systems | September 2023 | July 2025 | Allow | 22 | 0 | 0 | Yes | No |
| 18240940 | HAND HELD ULTRASOUND PROBE | August 2023 | December 2024 | Abandon | 15 | 1 | 0 | No | No |
| 18457224 | SECURITY VULNERABILITY MITIGATION USING ADDRESS SPACE CO-EXECUTION | August 2023 | September 2024 | Allow | 13 | 2 | 0 | Yes | No |
| 18456766 | ARTIFICIAL INTELLIGENCE INTEGRATOR | August 2023 | June 2025 | Allow | 22 | 0 | 0 | No | No |
| 18237681 | METHOD AND SYSTEM FOR AUTOMATIC WORKFLOW GENERATION BY LARGE LANGUAGE MODELS | August 2023 | May 2025 | Allow | 21 | 0 | 0 | Yes | No |
| 18237128 | FIRMWARE UPDATE METHOD AND APPARATUS FOR A MCU OF A VEHICLE | August 2023 | May 2025 | Allow | 21 | 0 | 0 | Yes | No |
| 18237132 | SOFTWARE APPLICATION BUILD TESTING | August 2023 | March 2024 | Allow | 7 | 0 | 0 | No | No |
| 18454733 | AUTOMATICALLY GENERATING CODE USING A CODEBASE-SPECIFIC STRUCTURE CONFIGURATION | August 2023 | May 2025 | Allow | 21 | 0 | 0 | No | No |
| 18234181 | STATE MACHINE BASED SCRIPT APPLICATIONS AND SYSTEMS | August 2023 | March 2024 | Allow | 7 | 0 | 0 | No | No |
| 18233256 | VISUAL PROGRAMMING OF MACHINE LEARNING STATE MACHINES | August 2023 | September 2024 | Allow | 14 | 1 | 0 | No | No |
| 18229291 | SYSTEMS, DEVICES, AND METHODS FOR REVISING OR SUPPLEMENTING ROM-BASED RF COMMANDS | August 2023 | May 2025 | Allow | 22 | 2 | 0 | Yes | No |
| 18362606 | MULTIPLE MODES OF STORING AND QUERYING TRACE DATA IN A MICROSERVICES-BASED ARCHITECTURE | July 2023 | September 2024 | Allow | 14 | 0 | 0 | Yes | No |
| 18360189 | DEVELOPMENT SYSTEM AND METHOD | July 2023 | March 2024 | Allow | 7 | 0 | 0 | No | No |
| 18225712 | METHODS AND SYSTEMS FOR SELF-OPTIMIZING LIBRARY FUNCTIONS | July 2023 | March 2025 | Allow | 20 | 1 | 0 | No | No |
| 18354605 | SYSTEMS AND METHODS FOR SLOT MACHINE GAME DEVELOPMENT UTILIZING ARTIFICIAL INTELLIGENCE GAME PERFORMANCE DATA ANALYTICS SYSTEMS | July 2023 | December 2024 | Allow | 17 | 1 | 0 | No | No |
| 18354594 | SYSTEMS AND METHODS FOR SLOT MACHINE GAME DEVELOPMENT UTILIZING PROGRAMMING RELATED ARTIFICIAL INTELLIGENCE GAME DESIGN SYSTEMS | July 2023 | December 2024 | Allow | 17 | 1 | 0 | No | No |
| 18354505 | SYSTEMS AND METHODS FOR SLOT MACHINE GAME DEVELOPMENT UTILIZING SPECIALIZED ARTIFICIAL INTELLIGENCE GAME DESIGN SYSTEMS | July 2023 | January 2025 | Allow | 18 | 1 | 0 | No | No |
| 18222555 | SYSTEMS AND METHODS FOR UPDATING A MEDICAL DEVICE | July 2023 | April 2025 | Allow | 21 | 2 | 0 | Yes | No |
| 18352844 | GRAPHICAL INTERVENTION TEST DEVELOPMENT SYSTEM | July 2023 | September 2023 | Allow | 2 | 0 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2193.
With a 24.0% 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, 38.8% 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 12,162 patent applications in our dataset, with an overall allowance rate of 80.3%. Applications typically reach final disposition in approximately 36 months.
Art Unit 2193's allowance rate of 80.3% places it in the 58% 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 1.80 office actions before reaching final disposition (in the 47% percentile). The median prosecution time is 36 months (in the 18% 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.