Theory-Driven Calculation Design, De-Risked Through Verification
We support engineering teams to solve engineering problems through theory-driven calculation design, then evaluate and de-risk assumptions using an open-source workflow across CAD, FEA, CFD, EMAG, AI, and Test.
Model tuning - simulation to confirm
Theory <-> experiment tuning -> calculation-led design -> CAD -> open-source verification (FEA/CFD/EMAG) -> test correlation -> deliver artifacts.
Capabilities
We start from theory and calculation design, then use simulation and test correlation (where applicable) to evaluate assumptions and reduce risk.
CAD built from calculation-led designs: parametric models and analysis-ready geometry for hand-off and verification.
Verification of stress, deformation, fatigue, and thermal loads to assess calculation assumptions and margins.
Flow and heat transfer verification for ducts, cooling loops, heat exchangers, and ventilation-related systems.
Electromagnetic simulation for civil and industrial applications, supporting design validation and integration.
AI-assisted exploration and workflow support across engineering workflows: data processing, parameter sweeps, and decision support.
Test planning and correlation to validate models (where applicable) and reduce uncertainty; reporting artifacts ready for R&D review.
Industries
We support R&D teams across multiple industries with a calculation-led engineering workflow.
Thermal management, structures, component design support, and verification workflows for engineering decisions.
Heat transfer systems, efficiency improvement, reliability-driven design confirmation, and documentation.
Ventilation, ducts, fans, pumps, and industrial equipment engineering support using open-source workflows.
civil and protective readiness is limited to civil and protective applications. Engagements may be screened and declined based on compliance and risk.
Customized Application Software
We build customized application software using a manual, auditable workflow: integrating fit-for-purpose open-source tools and custom logic into one deliverable tailored to your operations (B2B).
What we deliver
- Manual-first workflow design and orchestration (reproducible steps)
- Integration of open-source toolchains into a cohesive application
- Documentation, acceptance criteria, and handover package
Focus industries
- R&D: experiment/simulation workflows, reporting, traceability
- Automotive: engineering and production support workflows
- Energy: operations and maintenance workflow tooling
- Medical (R&D support): research/engineering software tooling
Roadmap
- Now: manual workflows (controlled scope, fast deployment)
- Later (concept under development): MetaScale-X - a governed platform concept for integrating tools and executing workflows with human-in-the-loop controls (subject to R&D progress, compliance requirements, and SOW).
MetaScale-X (R&D Concept)
MetaScale-X is an internal platform concept for building and maintaining custom applications by integrating multiple open-source components into a coherent, governed workflow.
- High-level only: no internal implementation details are disclosed on the public website.
- Human-in-the-loop: assisted workflows are used where appropriate, with policy controls and auditability.
- Commercial delivery: scope, acceptance criteria, and deliverables are defined per Statement of Work (SOW).
Compliance notes: We provide B2B engineering/software services under a statement of work. Outcomes depend on inputs, data quality, and environment; no assurance of outcomes is provided. For medical-related work, we provide R&D support only and do not provide medical advice, diagnosis, or treatment recommendations.
MRO & Retrofit
Engineering support for maintenance, repair, and retrofit where legacy constraints matter.
Failure analysis & redesign
- Root-cause assessment and hypothesis-driven engineering
- Calculation-led redesign with verification simulations
- Documentation for decision-making and hand-off
Retrofit for performance & lifetime
- Upgrade concepts constrained by field conditions
- Verification plan with measurable acceptance criteria
- Artifacts aligned for manufacturing and QA workflows
How We Work
A repeatable workflow designed for engineering R&D teams.
Define the problem
Scope, constraints, acceptance criteria, and a shared problem statement.
Calculate & design
Theory-driven sizing and calculation design, then CAD built for verification and hand-off.
Verify & validate
Verification simulation (FEA/CFD/EMAG) and test correlation to confirm assumptions and reduce uncertainty.
Deliver artifacts
Reports, models, assumptions, and hand-off files to enable your team to proceed.
Scope
We keep scope explicit to reduce risk for both parties.
What we do
- B2B engineering & R&D support for organizations
- Calculation-led design artifacts and verification simulations
- Documentation and hand-off files for internal teams
What we do not do
- No assurance beyond the explicitly agreed scope and acceptance criteria
- No offensive or unlawful use cases; engagements may be declined after screening
Contact
Send a brief problem statement. We respond with a scoped plan and next steps.
General / R&D inquiry
Support & technical
Request a private briefing if you need deeper technical details or a portfolio.
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