Engineering Intelligence
FROM IDEAS TO ATOMS
SimuLeopard combines first-principles reasoning, SOTA physics-grounded AI, and aesthetic visualization to accelerate every stage of engineering design.
Core Workflows
Six integrated workflows that take projects from concept through production
First Principles Design
Transform ideas into physics-grounded engineering designs. The AI deconstructs problems to fundamental truths, analyzes underlying physics, and synthesizes optimal solutions with real dimensional parameters.
- Automatic engineering analysis with equations and constraints
- Material selection with property-based justification
- Iterative refinement with efficiency, feasibility, and novelty scoring
- Black and white technical schematics in CAD/patent style
Physics Simulations
Convert text prompts and technical diagrams into executable Python code. Every simulation is grounded in first-principles equations for ground-truth accuracy.
- Multimodal input: text, photos, schematics, CAD files
- Interactive parameter controls with real-time feedback
- Dual graphs: primary results plus sensitivity analysis
- Export as white papers, journal articles, or technical PDFs
Materials Discovery
Deep materials research that challenges assumptions and reasons from atomic structure upward. Search research databases and propose novel alloys and composites.
- Atomic/molecular structure analysis and property prediction
- Integration with Materials Project, NIST JARVIS, MatWeb
- Novel material invention with synthesis pathways
- Technology readiness level and development roadmaps
Manufacturable Design
Bridge digital designs to physical fabrication. Generate manufacturing plans, part breakdowns, and assembly sequences for real-world production.
- 3D mesh generation with STL export
- Manufacturing method classification and part diagrams
- Assembly sequences with time estimates and tooling
- Quality control checkpoints and critical fit specifications
BOM and Costing
Comprehensive bills of materials with supplier research and cost projections. Make informed decisions about prototyping and production scaling.
- Component breakdown with make/buy/modify decisions
- Supplier sourcing across major vendors
- Prototype vs. production cost estimates
- Alternative sourcing and availability tracking
Generative Visualization
Create technical illustrations, renders, and cinematic videos from your designs. Multiple styles from photorealistic to engineering blueprints.
- 3D renders with downloadable GLB meshes and in-app viewing and testing
- Video generation with spatial and cinematic modes for immersive, world model-like results
- Industiral design aesthetic choices and wireframe renders with color-coded system identification
- Professional diagram styles based on your simulations: infographics, blueprints, schematics
Platform Capabilities
Tools and integrations that power every workflow
Grok AI Integration
Advanced reasoning engine for design conceptualization, simulation code generation, and materials research with web search capabilities.
Multimodal Input
Upload photos, schematics, or CAD files alongside text prompts. AI analyzes visuals to build accurate, context-aware models.
Design Iteration
Evolve designs through multiple iterations with user feedback. Track changes, compare scores, and maintain physics grounding throughout.
Interactive Controls
Custom UI with parameter inputs for key variables. Tweak values and rerun simulations with real-time feedback.
Research Database Access
Search Materials Project, NIST JARVIS, MatWeb, and academic publications for material properties and cutting-edge research.
Evolutionary Design
Generate multiple design variants per iteration. Rank by fitness, track diversity, and evolve populations toward optimal solutions.
3D Mesh Generation
Generate 3D-printable meshes with manifold validation. Export STL files ready for fabrication or further CAD work.
Editable Python Code
Access and modify generated simulation code directly. Extend models with NumPy, SciPy, and SymPy for advanced workflows.
Professional Exports
Download code, graphs, images, videos, and PDFs. Export as manufacturing plans, journal articles, or technical white papers.
CAD Integration
Extract dimensions, volume, surface area, and moments of inertia from CAD files. Use actual geometry in simulations.
Rapid Prototyping
Go from text prompt to validated design in minutes. Actionable insights guide refinement without deep domain expertise.
Material Invention
Propose novel alloys and composites with predicted properties, confidence levels, and synthesis pathways for development.
How It Works
From concept to validated design in three steps
Define Your Challenge
Enter a text prompt, upload diagrams or CAD files, and specify your engineering requirements. The AI handles the complexity.
AI Builds and Analyzes
SimuLeopard generates designs, simulations, or research using first-principles physics. Every output includes equations, scores, and actionable insights.
Iterate and Export
Refine with feedback, data analysis, and visualizations, export STLs for fabrication, and download professional documentation.
Built for Your Workflow
Different paths for different roles, all powered by the same platform
Prompt → First Principles Design → Iterate → Visualize → Video → Export
Define simulation → Generate code → Parameter sweep → Sensitivity analysis → Report
Select material → Deep research → Comparative analysis → Novel proposals → PDF
Design → Parts breakdown → Manufacturing plan → Assembly sequence → Cost estimate
Technical Specifications
Export Formats
- Python code (NumPy, SciPy, SymPy)
- PDF reports (basic, white paper, journal)
- STL files for 3D printing
- MP4 videos (up to 10 seconds)
- PNG/JPG images (up to 4K resolution)
Data Sources
- Materials Project database
- NIST JARVIS materials data
- MatWeb commercial specs
- Academic paper search
- Supplier databases for BOM
Ready to Build?
Join engineers, designers, and researchers using SimuLeopard to accelerate projects from concept to production.