--- title: GridForge: AI Compute-Fabric Planning (Power, Cooling, Network) | SpinForge url: https://spin-forge.com/gridforge description: AI compute-fabric planning software that maps workloads against power, cooling, memory, network and silicon resources. --- AI INFRASTRUCTURE / AI COMPUTE-FABRIC PLANNING [The full offering](https://spin-forge.com/platform) # GridForge. AI compute-fabric planning software that maps workloads against power, cooling, memory, network and silicon resources. [Discuss GridForge](https://spin-forge.com/contact?product=gridforge) Customer outcome [Operate compute and data workflows](https://spin-forge.com/platform/compute-data-operations) Available now CLI MCP Headless Choose your access mode THE PRODUCT, IN PRACTICE ## Plan for the whole system. Not just the GPU count. When a workload fits the available processors but not the surrounding resource limits, compute planning is incomplete. GridForge treats power, cooling, memory, network and silicon as connected parts of the AI execution environment. It provides a workload-mapping role for a supported resource model, helping operators assess placement in the context of the whole system. BUILT FOR AI-infrastructure planners, capacity engineers and teams evaluating coupled compute and physical-resource constraints. CHALLENGES PRODUCT RESPONSE ## The problem you face. What GridForge changes. 01 ### Processor capacity is only one constraint A placement decision based on compute alone can miss limits elsewhere in the resource system. GridForge represents the supported power, cooling, memory, network and silicon resources together for the workload-mapping task. 02 ### Infrastructure plans are disconnected Separate assumptions about each resource make it difficult to evaluate one workload against a common environment. The product supplies a shared compute-fabric planning view around the supported resource model, so the placement question can be assessed in context. 03 ### A plan needs to match a real deployment A resource-mapping concept is not the same as calibrated operation on actual infrastructure. The engagement defines the resource model, workload inputs and accepted mapping outputs for the chosen environment before any operational integration. WHAT YOU GET ## A defined capability. A useful output. The product scope below describes the capability and outputs to confirm for your release. Custom integration, operated delivery and additional engineering are separately agreed. 01 ### A resource-fabric model Representation of the supported coupled resources relevant to the workload. 02 ### Workload mapping A placement/planning output against the agreed compute-fabric model. 03 ### An explicit planning scope The constraints, resource assumptions and environment represented by the evaluation. 04 ### An integration specification Defined inputs, mapping outputs and responsibilities for any connected operational workflow. AVAILABLE NOW ## One product. Three ways to work. GridForge is fully available with CLI, MCP and headless access. Use the interface that fits your terminal, your agents or your automated workflow. 01 / CLI ### For your terminal. Run the product from a terminal or script, alongside the tools your team already uses. [Get CLI access](https://spin-forge.com/contact?product=gridforge&interface=cli&brief=I+would+like+GridForge+access+through+CLI.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 02 / MCP ### For your agents. Connect MCP-compatible clients and agents to the product’s exposed capabilities. [Get MCP access](https://spin-forge.com/contact?product=gridforge&interface=mcp&brief=I+would+like+GridForge+access+through+MCP.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 03 / HEADLESS ### For your workflows. Operate without a graphical interface in unattended, scheduled or pipeline-driven work. [Set up headless access](https://spin-forge.com/contact?product=gridforge&interface=headless&brief=I+would+like+GridForge+access+through+headless.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) Product-specific inputs, hardware requirements and result guarantees still apply. An access mode does not change your license or deployment scope. [Explore all product interfaces](https://spin-forge.com/developers?section=access-directory) EXAMPLE CUSTOMER WORKFLOW ## Evaluate workload placement within a constrained facility model An infrastructure team wants a planning assessment that includes more than its inventory of GPU devices. Illustrative use of the supported scope, not a customer case study or a measured result. 1. 01 Supply the supported compute and physical-resource model. 2. 02 Map the workload against the represented limits. 3. 03 Review the plan with the responsible infrastructure teams before operational use. THE OPERATING PATH ## Follow the work. Know the boundary. A product workflow illustration, not a live execution or deployment test. Choose a stage to explore its role. 01 / Model resources Represent the available resource dimensions. IN YOUR WORKFLOW ## Start with your task. Agree the useful outcome. AI-infrastructure planners, capacity engineers and teams evaluating coupled compute and physical-resource constraints. What you bring The supported resource inventory, power/cooling assumptions, memory/network limits and workload requirements. What a useful evaluation measures - Mapping against the represented resource limits - Consistency of planning assumptions across resources - Usefulness of the output to the operating team Where it fits Use the selected product in a qualified customer environment, or agree a defined implementation with SpinForge. A hosted or managed service is quoted for its actual operating responsibilities; it is not automatically included with software access. QUESTIONS BEFORE YOU BUY ## A clear scope. No hidden assumptions. **How can we use GridForge?**CLI, MCP and headless access are all available. Run from a terminal or script, connect an MCP-compatible client, or use the product without a graphical interface. Choose the mode during onboarding and receive its setup instructions. Runtime requirements and supported operations remain product-specific. **What is the important product boundary? **The supplied scope describes resource modeling and workload mapping. Live control of power or cooling equipment, calibrated savings and facility-level assurance are not established by that description; they require separate qualification. **What comes with the selected license? **The agreed GridForge release, its supported interfaces and outputs, the applicable checks and the support stated in your order. The plan defines users, workflow, environment and capacity. Source-code transfer, unrestricted redistribution and bespoke engineering are not automatically included. **Can SpinForge implement or operate it for us? **Request a scoped engineering or operated-service proposal. It identifies what our team delivers, where the workload runs, infrastructure costs, acceptance requirements and ongoing support. Your software subscription alone does not activate a hosted runtime. [Explore engineering](https://spin-forge.com/engineering) **How do we establish fit before production? **Agree the model or workload, current baseline, environment, required output and acceptance tests. Evaluate the selected release against those conditions. A product description or a test count does not establish a gain on a different customer workload. [Plan an integration](https://spin-forge.com/integration) SOFTWARE / OPERATED DELIVERY By proposal Customer-hosted access and a service operated by SpinForge are different scopes. Confirm the release, deployment and included support before activation. [Plans & delivery](https://spin-forge.com/pricing) PUT GRIDFORGE TO WORK ## Tell us what needs to improve. Bring a representative workload and the result your team needs. We’ll define the product, deployment and engineering scope around that task. [Discuss this workflow](https://spin-forge.com/contact?product=gridforge&brief=Product%3A+GridForge%0AOur+challenge%3A+Processor+capacity+is+only+one+constraint%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Mapping+against+the+represented+resource+limits%3B+Consistency+of+planning+assumptions+across+resources%3B+Usefulness+of+the+output+to+the+operating+team%0ADelivery+preference+%28software+%2F+engineering+%2F+managed%29%3A+) **Related products, workflows and system connections + **RELATED CAPABILITIES ## Connect the right products. Distinct responsibilities. Explore each scope before choosing a combined deployment. [### SpinSovereign GPU scheduling software that brings resource-placement policies, attestation and deployment records into the allocation workflow.](https://spin-forge.com/spinsovereign) [### AgentForge An operating layer for generating, scheduling, validating, storing and replaying agentic-AI workloads across CPU/GPU infrastructure.](https://spin-forge.com/agentforge) [### GPU Scheduling & Infrastructure Implement a resource-allocation workflow addressing capacity, placement restrictions, scheduling and operating policies.](https://spin-forge.com/engineering/infrastructure) ONE PLATFORM / OR A DIRECT PURCHASE ## Compute & Data Operations with GridForge. Activate this capability inside a qualified compute & data operations workflow. Compatible methods and required shared checking are included once within that workflow; the product remains independently purchasable. Capacity, release, environment, result contract and operating responsibilities are specified before activation. Choosing an additional method is not permission to add an unrelated workload or unqualified deployment. [Explore Compute & Data Operations](https://spin-forge.com/platform/compute-data-operations) [Choose workflow capacity](https://spin-forge.com/plans?configuration=compute-data-operations&product=gridforge) CONNECTED WORKFLOWS ## Use GridForge in your workflow. The product remains independently available. These customer-specific solution paths use the relevant supported capabilities, with integration and delivery rights agreed separately. [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) [Explore all 17 solution workflows](https://spin-forge.com/workflows) FROM PRODUCT TO CUSTOMER WORKFLOW ## A useful outcome. A defined delivery. Commission the model, integration and acceptance work needed for your task. Existing products stay independently available. [02 / Scoped customer program ### Maintain a recurring decision Commission a revision-aware workflow that keeps models, assumptions, results and evidence connected as inputs change.](https://spin-forge.com/programs/living-decisions) [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) THE WHOLE-SYSTEM ROLE ## GridForge in a wider workflow. Expose physical-resource feasibility and costs to the customer-decision compute planner. POTENTIAL SYSTEM CONTRIBUTION Planning does not imply live power/cooling control; models require calibration. [S1 · Joint workload & machine optimization](https://spin-forge.com/system-synergies/joint-configuration) [S2 · Decision-sensitive computation](https://spin-forge.com/system-synergies/decision-sensitive-compute) [S4 · Options, flexibility & recourse](https://spin-forge.com/system-synergies/options-and-recourse) [See this product in the map](https://spin-forge.com/system-synergies/product-map?q=GridForge) [Define an integration evaluation](https://spin-forge.com/system-synergies/evaluation) The product is independently available through CLI, MCP and headless access. The joins above are integration candidates; compatibility, authority, data rights and end-to-end benefit must be established for the selected workflow. START WITH THIS PRODUCT Use the software directly or ask us to scope the implementation. [Software access](https://spin-forge.com/plans?product=gridforge) [Have us do the work](https://spin-forge.com/contact?product=gridforge&delivery=engineering)