Describe what you need in plain English. Nebula Cloud Studio executes real engineering engines and returns verified CAD models, simulations, GIS analyses, and reports โ not AI suggestions.
Trapped in disconnected tools. Trapped in experts' heads. Trapped behind steep learning curves. Trapped in manual processes that take weeks instead of seconds.
5โ10 systems per project. Manual data translation. Format conversion. No audit trail.
Engineering knowledge locked in senior staff. Hard to teach, harder to scale.
Engineering tools require years of training. Natural language should be enough.
Weeks per iteration. $10Kโ50K per project phase. No reproducibility.
Three execution modes for every engineering need โ or let Nebula's AI-native team deliver outcomes for you end-to-end.
Turn any engineering topic into a production-quality animated explanation โ technically accurate diagrams, professional narration, domain-correct terminology.
Execute real engineering workflows from natural language โ CAD, FEA, CFD, GIS โ producing deterministic, hash-verified artifacts with full lineage.
Generate production-ready code with live preview โ from utility scripts to full-stack apps, with iterative refinement and instant feedback.
Describe your engineering intent in natural language. Nebula Cloud Studio's intelligent router analyzes your request and routes to the right mode automatically. No selection needed.
Three workflows. Real engines. Every execution is deterministic, reproducible, and hash-verified.
7 layers of governed execution separate a chat response from a verified engineering artifact. No AI assistant goes this deep.
โ scroll to see all steps โ
| Capability | Chat AI (Cursor ยท Claude ยท Copilot) | Nebula Cloud Studio |
|---|---|---|
| โ Physics computation | Text patterns only โ no solver runs | Real FEA, CFD & GIS engines compute actual values |
| ๐ฆ Output format | Code or markdown โ you run, debug, validate | STEP ยท VTK ยท GeoTIFF ยท IFC ยท PDF โ production-ready |
| ๐ Reproducibility | Non-deterministic โ different output each run | Hash-verified, byte-identical on every replay |
| ๐ Standards compliance | Mentioned in text โ never enforced | EC3 ยท AISC ยท ASHRAE enforced in-engine, auto-checked |
| โ๏ธ Workflow orchestration | Single turn โ manual handoffs between tools | Multi-engine DAG โ fully orchestrated end-to-end |
| ๐ Audit & provenance | No lineage โ no way to trace outputs | Cryptographic audit trail, version-pinned, exportable |
| ๐ Domain intelligence | General-purpose โ no domain specialisation | 24 domains ยท 92 governed execution engines |
| ๐ Version & lineage | No versioning โ no replay capability | Engine-pinned, full execution replay & diff |
Cursor is a code editor with AI. Claude is a knowledge assistant. Nebula Cloud Studio is an engineering execution platform โ a governed, deterministic pipeline that transforms intent into verified physical artifacts. These are not the same category of tool.
Nebula Cloud Studio converts engineering intent into deterministic, governed execution that runs real tools and returns real verifiable artifacts.
Describe your engineering task in natural language. No config files, no scripting.
Nebula Cloud Studio compiles a deterministic, version-controlled workflow DAG from your intent.
Governed Execution Layer runs with deterministic, isolated compute.
Receive verified, hash-stamped engineering outputs with full execution lineage.
Returns real artifacts, maintains full execution lineage.
Parametric modeling from natural language. Assembly generation & constraint solving.
Building information model generation. Clash detection & coordination.
Boolean operations & surface modeling. Topology analysis & repair.
Adaptive mesh generation. Boundary layer refinement.
Turbulence modeling & flow analysis. Multi-phase & particle simulation.
Static & dynamic stress analysis. Fatigue & failure prediction.
Heat transfer & conduction modeling. Thermal management optimization.
Coupled field solving (thermal-structural-fluid). Convergence-governed execution.
Geospatial querying & overlay analysis. Terrain modeling & viewshed computation.
Satellite imagery classification. Change detection & time-series analysis.
Image-to-3D reconstruction. Dense point cloud generation.
Neural radiance field training. Real-time 3D scene rendering.
Multi-view stereo reconstruction. Surface extraction & refinement.
Classification & segmentation. Noise filtering & downsampling.
Spatial data fusion & enrichment. Tile generation & map serving.
Numerical analysis & linear algebra. Signal processing & transforms.
PDE-constrained neural network training. Surrogate model generation.
Multi-objective optimization. Constraint satisfaction & scheduling.
Model training & fine-tuning. Batch inference & serving.
Real-time asset mirroring. Scenario simulation & what-if analysis.
3D scene composition & rendering. Scientific data visualization.
Motion planning & trajectory generation. Hardware-in-the-loop testing.
ETL orchestration & scheduling. Large-scale data transformation.
DAG-based execution planning. Containerized & isolated runtime. Full artifact lineage & replay.
Not another AI wrapper. A new execution layer built on the principles engineers actually care about.
Workflows are explicitly defined, version-controlled, and produce the same output every time. No randomness in the execution layer.
Every domain runs through Nebula Cloud Studio's proprietary execution layer โ purpose-built engines that produce engineering-grade, deterministic results.
You get a STEP file, a mesh, a GIS layer, a structural report โ not a text description of what one might look like.
Every artifact carries a hash, execution trace, parameter log, and engine version. Audit it. Reproduce it. Trust it.
No black-box AI decisions in the execution layer. Every step is deterministic, logged, and inspectable.
Real workflows. Real outputs. Across the industries that build the world's critical infrastructure.
Security, compliance, governance, and SLAs that enterprise engineering teams require โ not bolted on, but built in from day one.
Every execution runs in an isolated, ephemeral container. No shared state between runs. Workspaces are tenant-isolated at the kernel level with encrypted data at rest (AES-256) and in transit (TLS 1.3).
Every artifact is stamped with a cryptographic hash, engine version, parameter log, timestamp, and user identity. Full execution lineage is immutable and exportable for compliance and regulatory review.
Execution outputs reference applicable codes: EC3, AISC, IS:800, ASHRAE 90.1, ECBC, DNV-ST-0126, NDMA. Compliance flags are embedded in report artifacts, not manually added later.
Identical inputs always produce identical outputs. Workflows are version-controlled DAGs โ pin an engine version, replay any historical execution, and get the same artifact with the same hash. Always.
Deploy in your own VPC or on-premise. Choose your data residency region. Your engineering data never leaves your infrastructure boundary. Available for Enterprise and strategic OEM partners.
Every capability is available via REST API and Model Context Protocol (MCP). Integrate Nebula Cloud Studio into your existing PLM, GIS, and simulation toolchains without changing your team's workflow.
We work directly with engineering organisations to scope deployment, data residency, custom engine integration, and commercial terms. Every enterprise engagement starts with a 30-minute technical discovery call.
Don't have a team? Nebula executes the entire project for you โ using Studio, Nebula Cloud, and our AI-native delivery engineers. Talk to us โ
Nebula Cloud Studio is API-first and MCP-native. Connect it to your PLM, GIS platform, simulation suite, or custom toolchain in hours โ not months.
Full platform access via RESTful API. Submit workflows, stream execution logs, retrieve artifacts programmatically.
OpenAPI 3.1 specNative Model Context Protocol support. Use Nebula Cloud Studio as a tool from any MCP-compatible AI agent or orchestrator.
MCP 1.0 compliantFirst-class Python client for scripting, automation, and Jupyter integration. Async-native, typed, and fully documented.
pip install nebula-studioSubscribe to execution lifecycle events. Trigger downstream PLM, BIM, or data pipeline workflows on artifact completion.
CloudEvents 1.0The Nebula Cloud Studio SDK gives you programmatic access to all 24 domains and 92 execution engines. Build internal tools, CI/CD pipelines, automated compliance checks, and custom PLM integrations.
Get API Access โStudio Credits power Explain-It, Do-It, and Vibe Code. Credits consumed based on depth and complexity. Annual billing saves 20%.
Application-only early access for engineering teams ready to move from fragmented toolchains to governed execution.
These are launchpads, not limits. Every template is a starting configuration โ change any parameter, chain any engine, combine any domain. The execution space is as large as engineering itself.
Generate parametric CAD geometry, auto-mesh, run structural FEA with load cases, export verified report.
Load DEM elevation data, compute watershed accumulation, classify flood zones, generate risk GeoTIFF + shapefile.
Import building geometry, configure boundary conditions, run CFD solver, export pressure + velocity fields.
Input drone imagery, run feature matching, dense reconstruction, export textured mesh + orthophoto.
Parse IFC model, extract thermal zones, run EnergyPlus simulation, produce ASHRAE compliance report.
Animated explanation of how truss bridges distribute load through tension and compression members.
Visual walkthrough of Carnot, Rankine, and Brayton cycles with PV diagrams and efficiency calculations.
Real-time sensor dashboard with live charts, threshold alerts, and historical data view. WebSocket-ready.
Parametric beam calculator with distributed/point loads, moment diagrams, deflection curves. Export PDF.
These 9 templates represent a fraction of the execution space. If your domain has an engine, a standard, or a computation โ Studio runs it. Describe your workflow and we'll scope it with you.
Start Your Workflow โLimited seats. Every application reviewed personally by our engineering team. We scope your first workflow, match you to the right engines, and onboard you directly.
Drop your work email and we'll send demo access and sample outputs right away.