MBSEmaestro.AI™: MBSE + AI Tools & Services
WHAT?: MBSEmaestro.AI™ (MBSEmaestro™) is an AI Assistant that helps systems engineers orchestrate complex workflows and amplify productivity when using sophisticated Systems Modeling Language (SysML) Modeling & Simulation (ModSim) tools.
WHY?: Designed to address the critical shortage of expert systems engineers and the steep learning curve of SysML ModSim tools, MBSEmaestro combines an innovative Hybrid AI System Architecture™ with a unique DWIM Smart UX™ user experience to streamline model generation and refinement.
HOW?: MBSEmaestro produces structured, executable System Architecture Model (SAM) work products in XLS/CSV formats, which can be manually imported into SysML ModSim tools such as Cameo Systems Modeler™ and Sparx Enterprise Architect™ for further refinement.
WHEN?: Available now as both a turnkey AI-powered software service and an advanced AI software toolkit.
WHY?: Designed to address the critical shortage of expert systems engineers and the steep learning curve of SysML ModSim tools, MBSEmaestro combines an innovative Hybrid AI System Architecture™ with a unique DWIM Smart UX™ user experience to streamline model generation and refinement.
HOW?: MBSEmaestro produces structured, executable System Architecture Model (SAM) work products in XLS/CSV formats, which can be manually imported into SysML ModSim tools such as Cameo Systems Modeler™ and Sparx Enterprise Architect™ for further refinement.
WHEN?: Available now as both a turnkey AI-powered software service and an advanced AI software toolkit.
Innovative Hybrid AI System Architecture & UX
- MBSEmaestro's Hybrid AI System Architecture transforms raw, unstructured engineering artifacts into structured, executable System Architecture Models (executable SAMs). Similar to how an optical laser refines incoherent light into a focused beam, MBSEmaestro refines fragmented engineering artifacts into coherent executable SAMs using a multi-layered AI-driven approach.
- MBSEmaestro incorporates the AI Knowledge Orchestrator™ (AIKO™, pronounced "eye-koh") component, a Knowledge-Based Expert System (KBES) that continuously iterates and refines SysML model work artifacts. AIKO integrates general-purpose and domain-specific MBSE Knowledge Bases, supporting both generic and customized MBSE + SysML patterns and rules. DWIM Smart UX ensures that AI-driven SysML model work artifact refinements align with user intent, minimizing errors and improving usability.
- MBSEmaestro produces structured, executable SAM work products in XLS/CSV formats, which can be manually imported into SysML ModSim tools such as Cameo Systems Modeler and Sparx Enterprise Architect for further refinement.
MBSEmaestro operates like an optical laser, transforming unstructured systems engineering artifacts into executable System Architecture Models. These outputs can be imported into SysML ModSim tools for further modeling and refinement. Its AI Knowledge Orchestrator (AIKO) synergistically integrates GenAI LLM, Expert System, and DWIM Smart UX technologies to provide a cost-effective way to train commercial offtheshelf GenAI LLMs as MBSE + SysML Expert AI Assistants—lowering the high costs of hyperscale AI training. Cris Kobryn, PivotPoint Founder & CTO
Laser System as Analogy for Hybrid AI System™ Architecture
Assisting Systems Engineering Workflows
MBSEmaestro assists in the automation of critical workflows across the system development lifecycle, including:
- Specifying Executable System Architecture Models (SAMs)
- Defining and Tracing System Requirements
- Conducting System Analysis and Design
- Performing Trade Studies and Comparative Analyses
- Developing, Verifying, and Validating (V&V) Test Cases
- Running Behavioral and Mathematical ModSim of Executable SAMs
- Generating Software Code from Executable SAMs
Cost Effectiveness & Productivity Gains
- Scalable Customization: Users can adapt high-performance GenAI LLMs for domain-specific applications at a fraction of the cost of traditional AI training.
- Smart Memory Management: Structured Memory Indexing enables efficient retrieval, cross-referencing, and validation of MBSE and SysML Knowledge Bases.
- Proven Efficiency Gains: Early feedback from systems engineers using MBSEmaestro prototypes on large, complex engineering projects indicates productivity improvements of 100–200% or more. See case study examples.
- Cost-Effective, Scalable Architectures: Reduces the expense of developing high-quality, executable SAMs, making AI-powered MBSE solutions accessible to organizations of all sizes.
MBSEmaestro™ Top Level Use Cases
MBSEmaestro™ Hybrid AI System (HAIS) Pattern BDD
MBSEmaestro™ Customer Inputs
MBSEmaestro™ Deliverable Outputs BDD
MBSEmaestro™ System Context
MBSEmaestro™ System Components
MBSEmaestro™ Basic Workflow
MBSE Maestro™ Workflow Drilldown
MBSEmaestro™ AI Tk Top Level Packages
MBSEmaestro™ AI Tk Top Level Content Packages
MBSEmaestro™ DT Tk Top Level Content Packages
System Requirements & Formats
- MBSEmaestro AI Architecture-as-a-Service™ (MBSEmaestro AI AaaS™) is a turnkey AI-powered solution with structured onboarding, designed to generate SysML-compliant executable SAMs with minimal effort. It is available immediately on a firm-fixed-price basis and requires access to SysML ModSim tools such as Cameo Systems Modeler or Sparx Enterprise Architect for further refinement. Completion of PivotPoint's essential MBSE + SysML training (or an equivalent program) is required; MBSE + AI training is recommended but not mandatory. [Read more …]
- MBSEmaestro AI Toolkit™ (MBSEmaestro AI Tk™) is a subscription-based software library available to select early adopters who acknowledge the risks and benefits of using pre-release software. Running MBSEmaestroAI Tk requires a high-performance GenAI LLM tool, such as ChatGPT4o Pro™ or equivalent. Other GenAI LLM tools, including open source DeepSeekR1, are being tested, but only ChatGPT-4o Pro has proven sufficient for full functionality. The toolkit also requires access to SysML ModSim tools such as Cameo Systems Modeler or Sparx Enterprise Architect. Users must have an AI-compatible computing environment and must have completed PivotPoint's essential and intermediate MBSE + AI training. [Read more …]
See also:
- MBSEmaestro Integrated Tool Training Options: Essential MBSE + AI Applied™: Cameo™ + Python edition
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LEGAL DISCLAIMER
MBSEmaestro AI ToolkitTM is prerelease software, made available selectively to early adopters who acknowledge and accept all associated risks. By using this software, users agree to the following terms:
MBSEMAESTRO.AI, MBSEMAESTRO, HYBRID AI SYSTEM, DWIM SMART UX, AI KNOWLEDGE ORCHESTRATOR, and AIKO are trademarks of PivotPoint Technology Corp. OMG SYSML is a trademark of the Object Management Group. CHATGPT-4 is developed by OpenAI, L.L.C. DEEPSEEK is developed by Hangzhou DeepSeek Technology Co.,Ltd. CAMEO SYSTEMS MODELER is a trademark of CATIA NoMagic / Dassault Systèmes SE. ENTERPRISE ARCHITECT is a trademark of Sparx Systems Pty Ltd. All other trademarks are the property of their respective owners.
MBSEmaestro AI ToolkitTM is prerelease software, made available selectively to early adopters who acknowledge and accept all associated risks. By using this software, users agree to the following terms:
- Limitations: Features may be incomplete, modified, or removed at any time. The user experience (UX) is subject to significant changes.
- Unstable Behavior: The software may exhibit unexpected, inconsistent, or malfunctioning performance.
- No Warranties or Guarantees: This software is provided "AS IS" without any express or implied warranties, including but not limited to merchantability, fitness for a particular purpose, or non-infringement. The vendor makes no assurances regarding software reliability, quality, or stability.
MBSEMAESTRO.AI, MBSEMAESTRO, HYBRID AI SYSTEM, DWIM SMART UX, AI KNOWLEDGE ORCHESTRATOR, and AIKO are trademarks of PivotPoint Technology Corp. OMG SYSML is a trademark of the Object Management Group. CHATGPT-4 is developed by OpenAI, L.L.C. DEEPSEEK is developed by Hangzhou DeepSeek Technology Co.,Ltd. CAMEO SYSTEMS MODELER is a trademark of CATIA NoMagic / Dassault Systèmes SE. ENTERPRISE ARCHITECT is a trademark of Sparx Systems Pty Ltd. All other trademarks are the property of their respective owners.
