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 plansSOFTWARE + ENGINEERING FOR YOUR WORKLOADA GARMO LABS COMPANY
SpinForge
Better decisions.
More useful
computation.
Drag the sculpture to change your perspective.
Software and engineering for AI performance, complex planning, computational operations and scientific discovery.
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 billionvariables 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↗16.5 billionvariables solved and recounted on an independent CPU code path: 89.4392% cut, difference 3.2×10⁻⁷↗4 / 4cuOpt-proven 3D Edwards–Anderson ground states reached by the GPU solver (max relative gap 6×10⁻⁸)↗0.738–0.776infinite-degree extrapolation from converged runs at 10⁸ to 10¹⁰ spins, bracketing the Parisi constant 0.7632↗
Against established solvers
39 vs 20schedules proved optimal vs CP-SAT (40 schedules, 20 s)↗67 vs 49Max-Cut instances proved optimal vs HiGHS (Biq Mac library, 148 instances)↗0.046 vs 0.190mean regret of the solver router vs the best single backend (276 instances; lower is better)↗37 / 26 / 21wins / ties / losses vs PyVRP on vehicle routing at equal budget (84 runs)↗11 / 6 / 3wins / ties / losses vs mt-KaHyPar on ISPD98 chip partitioning (60 s, 2 seeds)↗235×batched solve throughput vs solving one by one↗16 / 16AC-OPF cases above 5,000 buses solved faster than PowerModels + Ipopt on the same machine (5.5× geometric mean)↗28 / 28SDPLIB instances solved faster than CSDP wherever CSDP needs over 10 s, same machine (22.2× geometric mean)↗9 / 9min-cost flow wins vs OR-Tools at 2^19 to 2^21 nodes, every optimum independently certified↗
See every result and chart Find your industry.
Finance & markets
Logistics, transport & supply chain
Manufacturing & operations
Energy & climate
Telecom & networks
Life sciences & biotech
Materials, chemistry & physics
Chips, compilers & computing
AI & machine learning
Security, cryptography & verification
Media, advertising & gamesSTART 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 ↗02 / PLANNING & DECISIONSBuild better plans and decisions
Schedule work, allocate resources, check constraints and compare permitted changes.
Explore this outcome ↗03 / COMPUTE & DATA OPERATIONSOperate compute and data workflows
Connect execution, retained state, memory and resource management within a defined deployment.
Explore this outcome ↗04 / DISCOVERY & COMPUTATIONAL DESIGNDesign and discover
Generate and evaluate scientific or engineering candidates with the right domain-specific checks.
Explore this outcome ↗05 / A SPECIFIC PROBLEMSolve a known problem type
34 specialist solvers for planning, routing, logic, energy and numerical problems, each checked against the original input.
Browse the solvers ↗06 / YOUR INDUSTRYStart from your industry
11 industries and 29 ready applications, each with its evidence and the products that serve it.
Find your industry ↗07 / PACKS & PRICINGBuy 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 ↗08 / MEASURED RESULTSSee what has been measured
Head-to-head results against named solvers, research records and the full solver map, with conditions stated.
See the results ↗Know the product you need? Go directly to all products
TWO WAYS TO START
Your team. Or ours.
Buy software for a supported workflow, or commission the implementation. Managed operation is agreed separately.
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 workBuilding a product for your own customers? Explore embedded and partner agreements ↗
WHAT THE WORK LOOKS LIKEA clear task.
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.
Understand the memory bottleneck.
Evaluate placement, compression or cache movement against the same model-quality and serving target.
See the workflowA 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 scopeA 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 BioTHE PLATFORM BEHIND THE OUTCOMEThe depth is there.
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.
The complete catalog, Synthesis family, technical guides and measured evidence remain available for deeper evaluation.
A SHORT INTRODUCTIONThe essentials,
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.
Bring the problem.
Start with what matters.
Tell us what needs to improve, what you use today and which requirements cannot change.