--- title: Embedded decision services | SpinForge url: https://spin-forge.com/solutions/embedded-decisions description: Add a bounded optimization, configuration-checking or re-planning capability to the product your customers already use. Keep your user experience; integrate… --- [All solution workflows ](https://spin-forge.com/workflows) 06 / BUILD & INTEGRATE EMBEDDED DECISION SERVICES # Make your software better at deciding. 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. [Discuss this workflow](https://spin-forge.com/contact?product=workflow-embedded-decisions&interface=all&brief=SpinForge+solution+request%3A+Embedded+decision+services%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+GarmoForge%2C+SpinForge+%2B+Atlas%2C+MIP%2C+VRP%2C+MaxSAT%2C+bnb_certified%2C+ValueForge%0A%0AAcceptance+measures%3A%0A-+Feasibility+and+usefulness+on+original+customer+models%0A-+Integration+effort+and+operational+response+time%0A-+Correct+revised-model+and+failure+behavior%0A-+Repeatability+across+the+licensed+deployments%0A%0APrototype+access+can+use+an+eligible+development+plan.+Customer-facing+redistribution%2C+embedded+production%2C+custom+data+adapters+and+support+responsibilities+require+a+named+agreement%3B+the+monthly+internal-use+plans+do+not+automatically+include+resale.) [See what you get](https://spin-forge.com/solutions/embedded-decisions?section=workflow-delivery) Available products. A customer-specific workflow. CLI · MCP · Headless BUILT FOR Vertical-software vendors, system integrators and teams building planning, allocation or configuration features. 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 ### Customers need a decision, not another dashboard. A new solver interface can move work onto users instead of improving the application they already depend on. HOW SPINFORGE HELPS Deliver the supported decision through your existing product. Agree the input and output contract so users get a usable recommendation or checked result in context. 02 ### Operational changes make yesterday’s plan stale. A missing resource, changed limit or new requirement can invalidate a previously useful plan. HOW SPINFORGE HELPS Re-evaluate supported revisions and return a new candidate or an explicit unresolved outcome, while preserving the relevant model and assumption identity. 03 ### An engine alone leaves a support gap. Data mapping, error handling, distribution rights and escalation ownership are part of a commercial feature. HOW SPINFORGE HELPS Package the selected capability with the required adapter, acceptance tests and responsibility split. License the scope actually embedded, not every product by default. 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 ### One defined decision feature A supported model and workflow for checking, optimizing or comparing the decisions your application needs. 02 ### A product-facing interface Agreed data mapping, invocation, output/status contract and resource limits using CLI, MCP or headless access. 03 ### Revision-aware results Evidence and outputs tied to the accepted input revision, with supported re-evaluation and failure behavior documented. 04 ### Commercial handover Integration documentation, acceptance results, licensed distribution scope and first-line/specialist support ownership. AN ILLUSTRATIVE WORKFLOW ## A planning application loses one resource. A software vendor wants to offer a revised allocation inside its current planning screen after a resource becomes unavailable. The permitted model change and response budget are fixed before integration. Explanation only—not a live product run or a claimed customer deployment. 01 / 03 ### Describe the feature Choose the customer decision, supported rules and response contract. Confirm which revisions the implementation must handle. 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 - Application feature and data contract - Supported decision rules and revision types - Performance and failure-handling requirements - Product lines, deployment volume and distribution rights ### What we measure - Feasibility and usefulness on original customer models - Integration effort and operational response time - Correct revised-model and failure behavior - Repeatability across the licensed deployments THE BOUNDARY An integration does not automatically add unsupported calendars, optional tasks or arbitrary real-time control. Internal use and resale/embedding are different rights. Existing partner proposals are not changed by this offering page. 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) [GarmoForge](https://spin-forge.com/garmoforge) [SpinForge + Atlas](https://spin-forge.com/spinforge) [MIP](https://spin-forge.com/solvers/mip) [VRP](https://spin-forge.com/solvers/vrp) [MaxSAT](https://spin-forge.com/solvers/maxsat) [bnb_certified](https://spin-forge.com/forge15/bnb-certified) [ValueForge](https://spin-forge.com/forge15/valueforge) HOW TO BUY ## One feature. Explicit rights. Prototype access can use an eligible development plan. Customer-facing redistribution, embedded production, custom data adapters and support responsibilities require a named agreement; the monthly internal-use plans do not automatically include resale. [Review existing plans](https://spin-forge.com/plans?section=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. **Do our customers need to learn SpinForge?**Not necessarily. A licensed embedded interface can support a feature inside your product while you retain your existing user experience. **Can we buy one engine rather than the portfolio?**Yes. The selected engine and required components can be scoped independently, subject to the product’s supported model and distribution terms. **Can it revise every kind of schedule?**No blanket claim is made. The model class and admitted revision operations are tested for the customer feature before acceptance. **What does the current UNISOLVE release add?**UNISOLVE LinearSession adds supported current-original revisions, snapshots and exact reoptimization. Bound reuse requires preservation and a fresh attaining witness; the customer integration remains separately scoped. 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. [03 ### AI training & evaluation environments Commission a task environment or evaluation suite in which supported mathematical and decision outcomes are checked by code, not judged only by the fluency of an explanation.](https://spin-forge.com/solutions/ai-training-evaluation) [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) [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. [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)