--- title: Private computational deployments | SpinForge url: https://spin-forge.com/solutions/private-computation description: Use the appropriate SpinForge capability in a supported customer-controlled environment. Choose CPU execution where the product supports it and acceleration… --- [All solution workflows ](https://spin-forge.com/workflows) 09 / DEPLOY & DISTRIBUTE PRIVATE COMPUTATIONAL DEPLOYMENTS # Keep the work in your environment. Use the appropriate SpinForge capability in a supported customer-controlled environment. Choose CPU execution where the product supports it and acceleration where the workload justifies it. [Discuss this workflow](https://spin-forge.com/contact?product=workflow-private-computation&interface=all&brief=SpinForge+solution+request%3A+Private+computational+deployments%0A%0ACustomer+objective%3A+%0AExisting+system%3A+%0A%0APlease+scope+the+supported+workflow%2C+selected+products+and+delivery+responsibilities.%0AProducts+to+review%3A+UNISOLVE%2C+GARMO+UCS%2C+SpinForge+%2B+Atlas%2C+modalg%2C+LatForge%2C+AgentForge%2C+StateForge%0A%0AAcceptance+measures%3A%0A-+Operation+in+the+accepted+environment%0A-+Correct+data+and+access+behavior%0A-+Workload+results+and+resource+consumption%0A-+Reproducible+installation+and+maintenance+procedures%0A%0AExisting+eligible+software+plans+can+cover+customer-hosted+use+at+their+stated+limits.+Private+installation%2C+offline+qualification%2C+additional+sites+and+managed+operations+require+a+defined+quote%3B+no+dedicated+hardware+is+included+by+default.) [See what you get](https://spin-forge.com/solutions/private-computation?section=workflow-delivery) Available products. A customer-specific workflow. CLI · MCP · Headless BUILT FOR Engineering groups, enterprise-AI teams, research organizations and software vendors with private deployment requirements. THE CHALLENGE / THE RESPONSE ## Start with what needs to change. A useful implementation has a specific job. The scope is built around your original requirements, environment and acceptance criteria. 01 ### Useful computation should not always require a new cloud service. Data-handling or operational requirements may favor a deployment your organization controls. HOW SPINFORGE HELPS Scope the selected product locally or in an approved private environment, with explicit data, access, dependency and support boundaries. 02 ### A GPU-first message can obscure a simpler fit. Some admitted tasks can run on a supported CPU path without provisioning a GPU cluster. HOW SPINFORGE HELPS Match the product and model to the available execution path. UNISOLVE’s CPU reference engines, for example, do not require a GPU; other products retain their own requirements. 03 ### “Headless” is not the whole deployment contract. Authentication, updates, telemetry, optional packages and recovery still need decisions. HOW SPINFORGE HELPS Document those operating requirements. Qualify any offline requirement explicitly rather than assuming that command-line availability means air-gapped operation. THE DELIVERY ## Know what you are getting. The final order identifies the selected products, integration work and operating responsibilities. Included components and work are not charged again. 01 ### Deployment scope Selected products, model classes, hardware, runtime dependencies, user access and invocation modes. 02 ### Data and access plan Agreed data location, authorization, retention, deletion and handling of artifacts for the intended environment. 03 ### Operational handover Installation/configuration guidance, update and rollback procedures, support ownership and accepted failure behavior. 04 ### An acceptance record Functional and workload-specific checks confirming that the deployment meets the agreed requirements—not a blanket compliance certification. AN ILLUSTRATIVE WORKFLOW ## A private engineering assistant needs bounded logic checks. The team wants to call a supported CPU-based UNISOLVE operation from an authorized local client, keep the source models in its environment and retain the returned checks. Explanation only—not a live product run or a claimed customer deployment. 01 / 03 ### Choose the actual execution path Confirm the task, product, hardware and optional dependencies. CPU and GPU capabilities are not assumed interchangeable. QUALIFY THE FIT ## Your requirements. An explicit scope. Agree the supported models, execution environment and acceptance measures before committing to the delivery. ### What you bring - Model/workload and selected products - CPU/GPU environment and dependencies - Network, data and access requirements - Update, support, recovery and offline requirements ### What we measure - Operation in the accepted environment - Correct data and access behavior - Workload results and resource consumption - Reproducible installation and maintenance procedures THE BOUNDARY All products offer CLI, MCP and headless access, but they do not all have the same CPU or offline scope. Air-gapped operation, regulated use and security certifications are not implied and must be qualified separately. PRODUCTS TO CONSIDER Choose the relevant capability. Not every workflow needs every product. [UNISOLVE](https://spin-forge.com/unisolve) [GARMO UCS](https://spin-forge.com/ucs) [SpinForge + Atlas](https://spin-forge.com/spinforge) [modalg](https://spin-forge.com/forge15/modalg) [LatForge](https://spin-forge.com/forge15/latforge) [AgentForge](https://spin-forge.com/agentforge) [StateForge](https://spin-forge.com/stateforge) HOW TO BUY ## Start with the deployment you actually need. Existing eligible software plans can cover customer-hosted use at their stated limits. Private installation, offline qualification, additional sites and managed operations require a defined quote; no dedicated hardware is included by default. [Review existing plans](https://spin-forge.com/plans?plan=developer&items=unisolve§ion=access-configure) [All prices & rights](https://spin-forge.com/pricing) PREPARE YOUR SCOPE Delivery preference Preferred access What should this workflow accomplish? What would make the result acceptable? Prepared locally in your browser. Review the message on the contact page and send it through your email application. No model upload, account activation, job execution or payment occurs here. BEFORE YOU BUY ## A few useful distinctions. **Can we run without a GPU?**For a product and model with a supported CPU path, yes. UNISOLVE’s CPU reference engines are one documented example. Each selected tool’s actual requirements still apply. **Does private mean completely offline?**Not automatically. Network access, authentication, licensing, dependencies, updates and telemetry must be reviewed before any offline requirement is accepted. **Can SpinForge manage a customer-controlled deployment?**An operated deployment can be scoped with explicit access, responsibilities and support commitments. It is different from an ordinary software license. RELATED WORK ## Another way to move forward. Use a capability directly or bring it into a wider workflow. The existing products and commercial agreements remain independently available. [07 ### Cloud & infrastructure enablement Build a supported optimization, inference-performance or agent-workload offering on your infrastructure, with a clear product boundary and operating model.](https://spin-forge.com/solutions/cloud-provider-services) [08 ### Enterprise purchasing & procurement Match the SpinForge purchase to your organization’s actual buying process: direct licensing, a scoped engineering order or an eligible channel arrangement.](https://spin-forge.com/solutions/enterprise-procurement) [View all 17 solution workflows](https://spin-forge.com/workflows) A CONNECTED CUSTOMER PROGRAM ## A useful outcome. A defined delivery. Commission the model, integration and acceptance work needed for your task. Existing products stay independently available. [03 / Scoped customer program ### Improve a computational workflow Commission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence.](https://spin-forge.com/programs/compute-improvement) [Explore decision programs](https://spin-forge.com/decision-systems)