--- title: Computational co-design | SpinForge url: https://spin-forge.com/solutions/computational-co-design description: Connect a customer’s calibrated numerical model to constrained decision analysis and measured outcomes. --- [All solution workflows](https://spin-forge.com/workflows) 14 / Research & co-design Computational co-design # Observe. Compare. Choose the next move. Connect a customer’s calibrated numerical model to constrained decision analysis and measured outcomes. [Discuss the scope](https://spin-forge.com/contact?product=workflow-computational-co-design&interface=all&brief=SpinForge+request%3A+Computational+co-design%0A%0APlease+scope+this+customer-specific+engagement.%0A%0ABoundary%3A+This+is+a+scoped+computational-engineering+integration%2C+not+an+already+connected+universal+digital+twin.+A+solver+optimum+does+not+prove+the+physical+model+accurate.+Live+equipment+control%2C+clinical+use+and+safety+qualification+are+separate+responsibilities.) [See what you get](https://spin-forge.com/solutions/computational-co-design?section=workflow-delivery) Customer-specific engineering Selected product access: CLI · MCP · Headless BUILT FOR Computational-engineering, infrastructure-planning and applied-research teams comparing design or operating alternatives. THE CHALLENGE / THE RESPONSE ## Start with what needs to change. Agree the business requirement, model and outcome before choosing the implementation. 01 ### The numerical model and decision process are separate. Teams can simulate candidates but still struggle to choose under real constraints. HOW SPINFORGE HELPS Connect the agreed model outputs to a supported optimization workflow and a common comparison basis. 02 ### An exact answer is mistaken for an accurate physical model. Optimization guarantees do not establish the calibration of a simulation. HOW SPINFORGE HELPS Keep observations, predictions, uncertainty assumptions and mathematical proof claims separate in the deliverables. 03 ### The full cost of a candidate is not measured. A local improvement can add model-conversion, transfer or verification overhead. HOW SPINFORGE HELPS Compare the whole workflow, including numerical evaluation, selection, checking and operating cost. WHAT YOU GET ## A usable deliverable. Not just a score. The written scope names the inputs, implementation, evidence and handover your team receives. 01 ### A calibrated model interface A defined connection to customer-provided measurements or domain models, with accepted assumptions. 02 ### Candidate experiments A reproducible set of parameter or operating alternatives and the agreed comparison protocol. 03 ### Constrained decision outputs Candidate selections, resource fit and relevant checks within the admitted mathematical scope. 04 ### An observation-to-decision report Measured versus predicted results, limitations and a handover for repeated studies. AN ILLUSTRATIVE WORKFLOW ## See the work in context. Compare workload placements against modeled power, cooling, network and memory constraints, then assess the candidate against accepted measurements. Illustrative, not a deployed digital twin. ### An infrastructure plan needs more than a GPU count. Illustration of the engagement, not a live solver or a customer case study. 01 / 03 ### Agree the model Identify measured inputs, calibration, uncertainty and the constraints the decision must respect. QUALIFY THE FIT ## Your requirements. An explicit scope. The following inputs and measures guide the proposal and acceptance plan. ### What you bring - Calibrated customer model and observations - Candidate changes and resource limits - Uncertainty and numerical tolerance assumptions - Baseline and authority for any later action ### What we measure - Agreement between model and accepted measurements - Candidate feasibility and relevant objective - Whole-workflow accuracy, runtime and cost - Explicit separation of prediction and proof THE BOUNDARY This is a scoped computational-engineering integration, not an already connected universal digital twin. A solver optimum does not prove the physical model accurate. Live equipment control, clinical use and safety qualification are separate responsibilities. PRODUCTS TO CONSIDER Select only what the task needs. These links do not assert a completed combined integration. [GridForge](https://spin-forge.com/gridforge) [SpinSovereign](https://spin-forge.com/spinsovereign) [SpinProof](https://spin-forge.com/spinproof) [enkf_scale](https://spin-forge.com/forge15/enkf-scale) [SpectralForge](https://spin-forge.com/forge15/spectralforge) [Krylov](https://spin-forge.com/solvers/krylov) [certmc](https://spin-forge.com/forge15/certmc) [GARMO UCS](https://spin-forge.com/ucs) HOW TO BUY ## Define one useful deployment. Commission a bounded scope using the existing engineering and licensing options. A $15,000 workload assessment or $30,000 focused sprint may fit a limited first step; neither includes the entire workflow by default. Larger implementation, operated delivery, compute and continuing rights are agreed separately. [Single-workload assessment — $15,000](https://spin-forge.com/engineering/workload-assessment) [Focused sprint — $30,000](https://spin-forge.com/engineering/focused-sprint) [All prices & rights](https://spin-forge.com/pricing) PREPARE YOUR SCOPE Delivery preference Preferred access What should this accomplish? What would make the result acceptable? Prepared locally. Review and send through your email application. No model upload, job execution, payment or account activation occurs here. BEFORE YOU BUY ## A few useful distinctions. **Is this another product or an already integrated application?**This is a customer-specific engagement using selected existing products. The model, adapters, user experience and acceptance work are scoped before delivery. It does not add another underlying product or establish a completed integration. **Can we use our existing software?**Yes, where its input, output and operating interfaces fit the agreed scope. A custom adapter may be required. The existing tools do not have to be replaced to qualify one useful component. **How are price and acceptance set?**Agree the baseline, required result, explicit limits, delivery capacity and acceptance tests before work begins. Existing software rates remain unchanged; engineering already included in a larger scope is not charged twice. RELATED WORK ## A complete process. Selected capabilities. These workflows can be scoped together or independently. [15 / Customer-specific engineering ### Structure-preserving model preparation Evaluate whether supported structure can reduce a model or connect it to a better-fitting engine while preserving the original problem.](https://spin-forge.com/solutions/structural-model-preparation) [13 / Research engagement ### Bounded contingency strategies Study a strategy for explicitly modeled future events, preserving which decisions can use which information.](https://spin-forge.com/solutions/contingency-strategies) [Explore all 17 solution workflows](https://spin-forge.com/workflows)