--- title: SpinForge + Atlas: Decision Optimization Software | SpinForge url: https://spin-forge.com/spinforge description: Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included. --- [← The collection](https://spin-forge.com/products) 01 / Discrete optimization # SpinForge + Atlas ## A better answer begins with a plan. Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included. See what it solves ↔ Drag to change perspective Customer outcome [Build better plans and decisions](https://spin-forge.com/platform/checked-decisions) Available now CLI MCP Headless Choose your access mode THE PRODUCT, IN PRACTICE ## More choices than time. A decision you can inspect. When an engineering or planning decision has too many combinations to compare by hand, a score alone is not enough. You need a model that reflects the choices, a run that fits the available compute, and a result you can connect back to the task. SpinForge + Atlas brings modeling, execution planning, solving and result inspection into one application for supported discrete optimization problems. BUILT FOR Engineering, operations-research and software-platform teams that already have—or need to define—a discrete decision model. CHALLENGES PRODUCT RESPONSE ## The problem you face. What SpinForge + Atlas changes. 01 ### Too many competing choices A collection of yes/no choices can become difficult to evaluate as their relationships grow. Manually testing a few combinations can leave useful alternatives unexplored. SpinForge searches a supported model and returns a candidate assignment with its objective, giving the team a concrete alternative to assess against its current approach. 02 ### Compute limits become planning limits A useful model still needs to fit the execution environment. Moving from a small example to a larger workload requires attention to memory and the run configuration. Atlas adds memory and execution planning so the team can prepare a supported run around its available environment rather than treating resource planning as an unrelated task. 03 ### The answer is hard to review A result detached from its inputs and run settings is difficult to compare or carry into an engineering decision. Returned assignments, objective checks and run records keep the candidate connected to the modeled problem. Your team can review the result before using it downstream. 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 ### Model-to-result workflow Model preparation and solving for the supported Ising, QUBO and Max-Cut scope. 02 ### Execution planning Atlas planning and run assessment for the selected CPU/GPU configuration. 03 ### An inspectable answer The returned assignment and objective, with the applicable objective-verification record. 04 ### An integration surface Command-line access for solving, benchmarking and verification within your existing workflow. AVAILABLE NOW ## One product. Three ways to work. SpinForge + Atlas 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=spinforge&interface=cli&brief=I+would+like+SpinForge+%2B+Atlas+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=spinforge&interface=mcp&brief=I+would+like+SpinForge+%2B+Atlas+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=spinforge&interface=headless&brief=I+would+like+SpinForge+%2B+Atlas+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 ## Compare an engineering decision A team has a supported binary decision model and an existing candidate. It wants another answer under a fixed compute budget. Illustrative use of the supported scope, not a customer case study or a measured result. 1. 01 Provide the model, current comparison and run constraints. 2. 02 Use the planned execution path to obtain a candidate and its checks. 3. 03 Compare the original objective and accepted requirements before applying the decision. THE WORK, IN MOTION ## Requirements into decisions. Explore the product workflow, from your input to a result you can use. 01 / Model A supported model supplies the choices and relationships. Interactive explanation. This illustration does not execute customer workloads or display measured performance. IN YOUR WORKFLOW ## Start with your task. Agree the useful outcome. Engineering, operations-research and software-platform teams that already have—or need to define—a discrete decision model. What you bring The supported model, objective convention, any current baseline, available hardware and the team’s acceptance requirements. What a useful evaluation measures - Original-model objective and accepted constraints - Time and memory for the complete run - A repeatable record of the candidate and its checks 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 SpinForge + Atlas?**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? **Objective verification confirms the reported score; it is not automatically a proof of global optimality. Supported model classes, hardware and deployment rights are agreed for the selected release. This is an optimization component, not a turnkey planning system for every industry. **What comes with the selected license? **The agreed SpinForge + Atlas 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) ANNUAL APPLICATION LICENSE $90,000 / year One named production deployment. Shared engine rights for this application included. [Scope & packages](https://spin-forge.com/licensing?tab=software) PUT SPINFORGE + ATLAS 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=spinforge&brief=Product%3A+SpinForge+%2B+Atlas%0AOur+challenge%3A+Too+many+competing+choices%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Original-model+objective+and+accepted+constraints%3B+Time+and+memory+for+the+complete+run%3B+A+repeatable+record+of+the+candidate+and+its+checks%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. [### GARMO UCS A native constraint-search engine for supported logical, integer and engineering decision models.](https://spin-forge.com/ucs) [### GarmoForge Structure-aware optimization software for selecting a supported solving approach and improving or repairing candidate decisions.](https://spin-forge.com/garmoforge) [### UNISOLVE A native solver library, headless command-line program and MCP server that accepts supported models, selects compatible engines and independently checks accepted answers.](https://spin-forge.com/unisolve) ONE PLATFORM / OR A DIRECT PURCHASE ## Checked Decisions with SpinForge + Atlas. Activate this capability inside a qualified checked decisions 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 Checked Decisions](https://spin-forge.com/platform/checked-decisions) [Choose workflow capacity](https://spin-forge.com/plans?configuration=checked-decisions&product=spinforge) CONNECTED WORKFLOWS ## Use SpinForge + Atlas 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. [04 ### MCP & agent integrations Connect the selected SpinForge products to compatible AI clients, coding tools and agent workflows through their available MCP interfaces, with CLI and headless alternatives.](https://spin-forge.com/solutions/agent-integrations) [06 ### Embedded decision services Add a bounded optimization, configuration-checking or re-planning capability to the product your customers already use. Keep your user experience; integrate the computational capability behind it.](https://spin-forge.com/solutions/embedded-decisions) [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. [01 / Scoped customer program ### Explain & repair a constrained plan Commission one supported decision model, a scoped conflict analysis and a comparison of permitted repairs.](https://spin-forge.com/programs/plan-diagnosis) [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) [Explore decision programs](https://spin-forge.com/decision-systems) THE WHOLE-SYSTEM ROLE ## SpinForge + Atlas in a wider workflow. Generate candidate customer decisions and execution plans; evaluate whether a different representation or resource configuration changes attainable results. POTENTIAL SYSTEM CONTRIBUTION Shared cost model; original-model mapping; source-bound checks. [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) [S5 · Cross-domain exact reformulation](https://spin-forge.com/system-synergies/exact-reformulation) [See this product in the map](https://spin-forge.com/system-synergies/product-map?q=SpinForge%20+%20Atlas) [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=spinforge) [Have us do the work](https://spin-forge.com/contact?product=spinforge&delivery=engineering)