--- title: Materials Engine | SpinForge url: https://spin-forge.com/industries/materials/materials-engine description: Crystal structure prediction. It is a SpinForge application for materials, chemistry & physics, built on SpinForge + Atlas and delivered through a scoped… --- Industry application · Materials, chemistry & physics SPINFORGE / A GARMO LABS COMPANY # Materials Engine Crystal structure prediction. [Explore the industry](https://spin-forge.com/industries/materials) [Talk about your workload](https://spin-forge.com/contact) Customer outcome [Build better plans and decisions](https://spin-forge.com/platform/checked-decisions) THE PRODUCT, IN PRACTICE ## Crystal structure prediction. Crystal structure prediction. It is a SpinForge application for materials, chemistry & physics, built on SpinForge + Atlas and delivered through a scoped engagement. Its current evidence: validated demo. BUILT FOR Materials-science and chemistry teams. CHALLENGES PRODUCT RESPONSE ## The problem you face. What the product changes. YOUR CHALLENGE WITH MATERIALS ENGINE 01 ### The problem needs the right operation A crystal lattice, the atoms to place and their interactions. Crystal structure prediction. 02 ### A result must answer the original question An answer detached from its original constraints or input is difficult to rely on. The demo answer was checked against the exhaustive optimum or an explicit legality check. 03 ### The comparison needs a defined scope A capability or benchmark result is not a universal promise for a different workload. Evaluate the selected input, resource budget, complete cost and required certificate against your baseline. WHAT YOU GET ## A defined capability. A useful result. 01 ### Selected capability Crystal structure prediction. 02 ### Result The lowest-energy arrangement found, with its energy. 03 ### Access by engagement Delivered through a scoped engagement on SpinForge + Atlas. A self-serve CLI or MCP interface is not published for this application. 04 ### Checked result The demo answer was checked against the exhaustive optimum or an explicit legality check. SPINFORGE APPLICATION / EVIDENCE ## Validated demo Na₂Cl₂ on an 8-site cubic grid: optimal occupancy, equal to the exhaustive optimum (-826.4128). Source: the application's demo record (GPU campaign box, June 2026). One small instance checked against the exact answer or a legality check; a demo is not a benchmark. [See materials, chemistry & physics on its industry page](https://spin-forge.com/industries/materials) EXAMPLE CUSTOMER WORKFLOW ## Use Materials Engine in a defined workflow A customer brings one defined decision from their own work and wants a checked result for it. Illustrative customer use—not a new benchmark or completed customer deployment. 1. 01 Provide the original input and define the useful outcome. 2. 02 Run the application on SpinForge + Atlas within the agreed scope. 3. 03 Review the returned answer, original-input checks and completion state. FIT & ACCEPTANCE ## Start with the task. Agree the useful outcome. What you bring A crystal lattice, the atoms to place and their interactions. What a useful evaluation measures - + A result that meets every stated rule - + The check reported with the result - + Total time, memory and operating cost Delivery License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately. QUESTIONS BEFORE BUYING ## A clear scope. A clear relationship. **What is the important boundary? − **Shown on a small crystal; larger systems need an evaluation. **How is it priced? + **$45,000 per year for the application licence, for a named scope. Deployment runs through the $15,000 workload assessment or the $30,000 focused sprint. It is also included in its industry pack. **How do we get access? + **Delivered through a scoped engagement on SpinForge + Atlas. A self-serve CLI or MCP interface is not published for this application. PUT THE PRODUCT TO WORK ## Tell us what needs to improve. Bring a task, an accepted outcome and the environment in which the product needs to work. [Discuss this workflow ](https://spin-forge.com/contact?product=industries%2Fmaterials%2Fmaterials-engine&brief=Product%3A+Materials+Engine%0AOur+challenge%3A%0AOur+workload%2Finput%3A%0AExpected+result%3A%0AAcceptance%3A+A+result+that+meets+every+stated+rule%3B+The+check+reported+with+the+result%3B+Total+time%2C+memory+and+operating+cost%0AEnvironment+and+delivery+preference%3A%0A) PRODUCT RELATIONSHIPS ## Related, not interchangeable. [RELATED PRODUCT ### SpinForge + Atlas Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.](https://spin-forge.com/spinforge) ONE PLATFORM ## Choose a qualified workflow. Select the capability you need directly or include its compatible role in a qualified platform workflow. Production scope identifies release, environment, capacity and support; a product count is not an entitlement. [Explore monthly plans](https://spin-forge.com/plans) [See the system connections](https://spin-forge.com/system-synergies/product-map) START WITH THIS PRODUCT Use the software directly or ask us to scope the implementation. [Software access](https://spin-forge.com/plans?product=industries/materials/materials-engine) [Have us do the work](https://spin-forge.com/contact?product=industries/materials/materials-engine&delivery=engineering)