AI Workbench

Connect Physics Intelligence to real-world engineering workflows

Connect existing models, data, and tools around your engineering objectives and manufacturing domain knowledge. AI Workbench brings together customer APIs, in-house solvers, commercial simulation software, experimental analysis tools, and surrogate models for simulation and data analysis. LLM-based agents select and connect the required tasks, while SolverX’s Physics Intelligence predicts physical behavior to support the next design decision.

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One Orchestration Platformto Connect, Orchestrate & AutomateSolverX's ProductsData & KnowledgeCustomer DataOntologyExperiment DataTools & APIsCAD / CAEIn-house SolversCustomer APIs

What makes AI Workbench stand out?

  1. Works with your existing engineering tools

    Commercial software, customer APIs, in-house solvers, and experimental analysis tools.

  2. LLM-based agent orchestration

    Agents select and connect the tasks your engineering objective requires.

Workflow
Manufacturing domain knowledge informs agentic orchestration across define and prepare, execute and analyze, and evaluate and improve. External engineering tools support the workflow, with a loop to refine designs and operating conditions.

Connect your tools and coordinate your engineering workflow.

GoalAgentsTools
01

Goal-Driven Orchestration

Select and connect preparation, simulation, and analysis tasks using manufacturing domain knowledge together with your objectives, models, and data. LLM-based agents use physical principles, design constraints, and prior analysis results as context to coordinate APIs and tools.

GeometryMesh &boundary conditions010203Operating cases
02

Geometry, Mesh, and Analysis Conditions

Prepare geometry and generate meshes with AI, including quadrilateral meshes. Generate boundary conditions and operating cases from the engineering objectives and model context, and organize them as inputs for the connected computational models and analysis tools.

SolverXCommercial SoftwareAPIs / SolversExperimental DataRunPhysical response
03

Physics Analysis with Simulation and Experimental Data

Run physics analysis by connecting SolverX’s Physics Intelligence with customer APIs, in-house solvers, and commercial simulation software. Bring in experimental tools and measurements to compare observed behavior with predictions and assess physical fields and performance.

AgentsMulti-agent evaluationDesign candidatesOperating conditions
04

Multi-Agent Evaluation and Inverse Design

Multiple agents evaluate models, analysis conditions, and findings against objectives and constraints, then propose improvements based on physical behavior. Iteratively refine candidates for inverse design and operating-condition optimization, with engineers reviewing the results and directing the next decision.

Build on the Models and Tools You Already Use

AI Workbench is the integrated working environment of SolverX’s Agentic Engineering Platform. Customize workflows around your APIs, solvers, commercial software, and experimental analysis tools, connecting data analysis and surrogate predictions with preparation, simulation, evaluation, and inverse design.

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