--- title: SpinForge: Optimization & AI Infrastructure Software | Better decisions. More useful computation. url: https://spin-forge.com/ description: SpinForge, a Garmo Labs company. Software and engineering for AI performance, planning, compute and data workflows, and scientific discovery. Start with your outcome. --- SOFTWARE + ENGINEERING FOR YOUR WORKLOAD A GARMO LABS COMPANY # SpinForge ## Better decisions. More useful computation. Possibility Order Drag the sculpture to change your perspective. Software and engineering for AI performance, complex planning, computational operations and scientific discovery. [Explore solutions](https://spin-forge.com/solutions) [See the benchmarks](https://spin-forge.com/proof) [Discuss your workload](https://spin-forge.com/contact) RESULTS ## Measured, recounted, published. Scale records and head-to-head results from our posters and papers. Every figure links to its charts and conditions. Research records [200 billion variables in one max-cut run on one 8×H100 node: 77.42% of 6×10¹¹ edges cut in 11.4 h. To our knowledge the largest max-cut instance solved](https://spin-forge.com/proof/p2) [16.5 billion variables solved and recounted on an independent CPU code path: 89.4392% cut, difference 3.2×10⁻⁷](https://spin-forge.com/proof/p2) [4 / 4 cuOpt-proven 3D Edwards–Anderson ground states reached by the GPU solver (max relative gap 6×10⁻⁸)](https://spin-forge.com/proof/p1) [0.738–0.776 infinite-degree extrapolation from converged runs at 10⁸ to 10¹⁰ spins, bracketing the Parisi constant 0.7632](https://spin-forge.com/proof/p0) Against established solvers [39 vs 20 schedules proved optimal vs CP-SAT (40 schedules, 20 s)](https://spin-forge.com/proof/s09) [67 vs 49 Max-Cut instances proved optimal vs HiGHS (Biq Mac library, 148 instances)](https://spin-forge.com/proof/s01) [0.046 vs 0.190 mean regret of the solver router vs the best single backend (276 instances; lower is better)](https://spin-forge.com/proof/s07) [37 / 26 / 21 wins / ties / losses vs PyVRP on vehicle routing at equal budget (84 runs)](https://spin-forge.com/proof/s05) [11 / 6 / 3 wins / ties / losses vs mt-KaHyPar on ISPD98 chip partitioning (60 s, 2 seeds)](https://spin-forge.com/proof/s06) [235× batched solve throughput vs solving one by one](https://spin-forge.com/proof/s13) [16 / 16 AC-OPF cases above 5,000 buses solved faster than PowerModels + Ipopt on the same machine (5.5× geometric mean)](https://spin-forge.com/proof/s16) [28 / 28 SDPLIB instances solved faster than CSDP wherever CSDP needs over 10 s, same machine (22.2× geometric mean)](https://spin-forge.com/proof/s18) [9 / 9 min-cost flow wins vs OR-Tools at 2^19 to 2^21 nodes, every optimum independently certified](https://spin-forge.com/proof/s17) [See every result and chart](https://spin-forge.com/proof) SPINFORGE BY INDUSTRY ## Find your industry. [Finance & markets](https://spin-forge.com/industries/finance) [Logistics, transport & supply chain](https://spin-forge.com/industries/logistics) [Manufacturing & operations](https://spin-forge.com/industries/manufacturing) [Energy & climate](https://spin-forge.com/industries/energy-climate) [Telecom & networks](https://spin-forge.com/industries/telecom) [Life sciences & biotech](https://spin-forge.com/industries/life-sciences) [Materials, chemistry & physics](https://spin-forge.com/industries/materials) [Chips, compilers & computing](https://spin-forge.com/industries/computing) [AI & machine learning](https://spin-forge.com/industries/ai-ml) [Security, cryptography & verification](https://spin-forge.com/industries/security) [Media, advertising & games](https://spin-forge.com/industries/media-games) [All industries, applications and evidence](https://spin-forge.com/industries) START WITH YOUR GOAL ## What needs to improve? Choose the job your team needs to do. You do not need to select the engines before we understand the workload. [01 / AI PERFORMANCE ### Run AI more efficiently Address inference memory, routing and kernel bottlenecks without losing sight of model quality. Explore this outcome](https://spin-forge.com/platform/ai-serving) [02 / PLANNING & DECISIONS ### Build better plans and decisions Schedule work, allocate resources, check constraints and compare permitted changes. Explore this outcome](https://spin-forge.com/platform/checked-decisions) [03 / COMPUTE & DATA OPERATIONS ### Operate compute and data workflows Connect execution, retained state, memory and resource management within a defined deployment. Explore this outcome](https://spin-forge.com/platform/compute-data-operations) [04 / DISCOVERY & COMPUTATIONAL DESIGN ### Design and discover Generate and evaluate scientific or engineering candidates with the right domain-specific checks. Explore this outcome](https://spin-forge.com/platform/discovery-design) [05 / A SPECIFIC PROBLEM ### Solve a known problem type 34 specialist solvers for planning, routing, logic, energy and numerical problems, each checked against the original input. Browse the solvers](https://spin-forge.com/solvers) [06 / YOUR INDUSTRY ### Start from your industry 11 industries and 29 ready applications, each with its evidence and the products that serve it. Find your industry](https://spin-forge.com/industries) [07 / PACKS & PRICING ### Buy a complete industry pack SpinForge + Atlas with an industry's products and applications, 25% below buying them separately; monthly plans from $1,500. See packs and prices](https://spin-forge.com/pricing) [08 / MEASURED RESULTS ### See what has been measured Head-to-head results against named solvers, research records and the full solver map, with conditions stated. See the results](https://spin-forge.com/proof) Know the product you need? [Go directly to all products](https://spin-forge.com/catalog) TWO WAYS TO START ## Your team. Or ours. Buy software for a supported workflow, or commission the implementation. Managed operation is agreed separately. SOFTWARE ### Use it with your team. Run the relevant products through CLI, compatible MCP clients or headless workflows. Start with an evaluation and agree the production scope. [Explore software plans](https://spin-forge.com/pricing?buy=software) ENGINEERING ### Have us do the work. Bring a workload and a baseline. SpinForge scopes the assessment, implementation, checks and handover around the result you need. [Explore done-for-you work](https://spin-forge.com/engineering) Building a product for your own customers? [Explore embedded and partner agreements ](https://spin-forge.com/partners) WHAT THE WORK LOOKS LIKE ## A clear task. An inspectable result. Examples show the kind of work you can buy. Evidence stays attached to its original model and evaluation conditions. AI PERFORMANCE / ILLUSTRATIVE WORKFLOW ### Understand the memory bottleneck. Evaluate placement, compression or cache movement against the same model-quality and serving target. [See the workflow](https://spin-forge.com/platform/ai-serving) PLANNING / SOURCE-REPORTED RESULT ### A checked airline-planning optimum. UNISOLVE’s reported flugpl run returned a feasible objective and matching bound of 1,201,500 with a separately funded proof budget. Model units—not measured customer savings. [Read the evidence and scope](https://spin-forge.com/unisolve/applications) DISCOVERY / PRODUCT OUTPUT ### A candidate panel for the next experiment. SpinForge Bio produces ranked binder candidates for downstream synthesis and evaluation. Computational output is not experimentally established binding. [Explore SpinForge Bio](https://spin-forge.com/discovery/bio) THE PLATFORM BEHIND THE OUTCOME ## The depth is there. You do not have to assemble it first. Use one product directly or qualify a combination. SpinForge keeps the selected methods, inputs, result meaning and operating responsibilities clear. [How the platform works](https://spin-forge.com/platform) [See how products connect](https://spin-forge.com/system-synergies) The complete catalog, Synthesis family, technical guides and measured evidence remain available for deeper evaluation. A SHORT INTRODUCTION ## The essentials, before the full catalog. Start with the customer overview. Use the full product reference when your team needs individual capabilities, evidence and detailed scope. [All brochures and guides](https://spin-forge.com/resources) YOUR NEXT WORKLOAD ## Bring the problem. Start with what matters. Tell us what needs to improve, what you use today and which requirements cannot change. [Discuss your workload](https://spin-forge.com/contact) [Browse all products](https://spin-forge.com/catalog)