--- title: Complete portfolio tour | SpinForge url: https://spin-forge.com/portfolio-tour description: One platform for checked decisions, AI serving, and compute and data operations. --- OPTIMIZATION SOFTWARE + PERFORMANCE ENGINEERING MORE FROM EVERY MACHINE. # SpinForge ## Compute, considered. Possibility Order Drag the sculpture to change your perspective. One platform for checked decisions, AI serving, and compute and data operations. [Choose your starting point](https://spin-forge.com/platform) THE EXPANDED SPINFORGE PORTFOLIO ## Discover the products behind the system. [11 PRODUCTS / 3 LAYERS ### SpinForge Synthesis Existing products for differentiable optimization, scientific evaluation, algorithm improvement and the Recursive Engine.](https://spin-forge.com/synthesis) [SHARED ENGINE / APPLICATIONS ### Discovery & Bench Discovery Core powers AMDE and Bio. Bench separately provides certified Gset optimality.](https://spin-forge.com/discovery) [GARMO SOLVERS 1.0.2 ### The 21-solver suite One garmo CLI, one garmo-mcp server and original-input result checking.](https://spin-forge.com/solvers) [Browse all 64 entries](https://spin-forge.com/catalog) ONE SPINFORGE PLATFORM ## Start with the outcome. Bring the right capabilities. Checked decisions. Better AI serving. Connected compute and data operations. One platform agreement, with compatible methods and the shared foundation included in the qualified workflow. [01 / CUSTOMER STARTING POINT ### Checked Decisions Produce, explain, repair and revise a constrained plan with evidence tied to the original model. Explore the configuration](https://spin-forge.com/platform/checked-decisions) [02 / CUSTOMER STARTING POINT ### AI Serving Improve useful throughput, memory use or latency at an accepted model-quality target. Explore the configuration](https://spin-forge.com/platform/ai-serving) [03 / CUSTOMER STARTING POINT ### Compute & Data Operations Connect work execution, retained state and resource allocation within a defined operating boundary. Explore the configuration](https://spin-forge.com/platform/compute-data-operations) [04 / CUSTOMER STARTING POINT ### Discovery & Computational Design Use the synthesis family and discovery applications for candidate design, physics-grounded scoring and computational improvement.](https://spin-forge.com/platform/discovery-design) [Explore the platform](https://spin-forge.com/platform) [See all six system connections](https://spin-forge.com/system-synergies) THE ADVANTAGE BETWEEN THE PRODUCTS ## Optimize the work. And what it takes. The decision, the information and the machine can be considered together. Explore six cross-product opportunities to avoid unnecessary work or unlock a better operating configuration. [S1 ### Joint workload & machine optimization Find useful combinations that separate product tuning can miss.](https://spin-forge.com/system-synergies/joint-configuration) [S2 ### Decision-sensitive computation Spend effort where additional information can change the accepted decision.](https://spin-forge.com/system-synergies/decision-sensitive-compute) [S3 ### Checked computational memory Retain useful work together with the conditions under which it can be reused.](https://spin-forge.com/system-synergies/checked-computational-memory) [S4 ### Options, flexibility & recourse Compare useful future responses—not only today’s winning score.](https://spin-forge.com/system-synergies/options-and-recourse) [S5 ### Cross-domain exact reformulation Change how an admitted problem is represented while retaining its original meaning.](https://spin-forge.com/system-synergies/exact-reformulation) [S6 ### Checked improvement feedback Learn from authorized work without giving a prediction the authority of a proof.](https://spin-forge.com/system-synergies/checked-improvement) [Explore whole-system optimization](https://spin-forge.com/system-synergies) [See every product connection](https://spin-forge.com/system-synergies/product-map) Proposed integration pathways around existing products. Gains require matched customer-workload evaluation; the products remain independently available. DECISION PROGRAMS ## 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) [03 / Scoped customer program ### Improve a computational workflow Commission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence.](https://spin-forge.com/programs/compute-improvement) [Explore decision programs](https://spin-forge.com/decision-systems) ALL 64 PRODUCTS AVAILABLE Your terminal. Your agents. Your workflows. CLI MCP Headless [Explore access](https://spin-forge.com/developers) A DIFFERENT KIND OF LEVERAGE ## More power isn't always the answer. Better decisions are. What gets routed. Where memory lives. Which method solves the problem. The choices behind computing are the work of SpinForge. Seven applications, fifteen mathematical tools and four AI-infrastructure products. Alongside native constraint search, structure-aware optimization and specialist engineering for your environment. [The company behind the software](https://spin-forge.com/company) THE DECISIONS THAT MATTER [Route ](https://spin-forge.com/spinroute) [Place ](https://spin-forge.com/spinmem) [Tune ](https://spin-forge.com/spinkernel) [Schedule ](https://spin-forge.com/spinsovereign) [Verify ](https://spin-forge.com/spinproof) [Compress ](https://spin-forge.com/spincache) BEYOND A SINGLE RESULT ## Your work. More ways forward. Keep your existing software. Add the computation, checking or integration that makes the next step more useful. ASSURANCE [01 Independent result verification](https://spin-forge.com/solutions/result-verification) [02 AI decision checks](https://spin-forge.com/solutions/ai-decision-checks) [05 Performance & release checks](https://spin-forge.com/solutions/release-checks) BUILD & INTEGRATE [03 AI training & evaluation environments](https://spin-forge.com/solutions/ai-training-evaluation) [04 MCP & agent integrations](https://spin-forge.com/solutions/agent-integrations) [06 Embedded decision services](https://spin-forge.com/solutions/embedded-decisions) DEPLOY & DISTRIBUTE [07 Cloud & infrastructure enablement](https://spin-forge.com/solutions/cloud-provider-services) [08 Enterprise purchasing & procurement](https://spin-forge.com/solutions/enterprise-procurement) [09 Private computational deployments](https://spin-forge.com/solutions/private-computation) [Explore all 17 solution workflows](https://spin-forge.com/workflows) [Find your industry solution](https://spin-forge.com/solutions) THE COMPLETE OFFERING ## More ways to move forward. Start with the capability you need. Build a deeper workflow when the work calls for it. [01 ### Applications Seven precise tools for optimization and AI serving.](https://spin-forge.com/products) [02 ### Forge15 Fifteen GPU tools, each with a separate result check.](https://spin-forge.com/forge15) [03 ### AI infrastructure State, multi-tier memory, compute fabric and agent work.](https://spin-forge.com/infrastructure) [04 ### Engines & solvers GARMO UCS, GarmoForge, UNISOLVE and the released 21-module Garmo Solvers suite.](https://spin-forge.com/solvers) [05 ### Engineering A defined improvement, implemented and evaluated.](https://spin-forge.com/engineering) [06 ### Deploy & evolve Integration, continuing engineering and OEM partnerships.](https://spin-forge.com/deployment) START WITH WHAT YOU NEED ## First, a useful tool. Then, what comes next. Explore one product. Put a workflow into production. Add engineering when the work calls for it. [See plans & scope](https://spin-forge.com/plans) [Explore Free 14-day evaluation](https://spin-forge.com/plans?plan=explore§ion=access-configure) [Developer $1,000 / month](https://spin-forge.com/plans?plan=developer§ion=access-configure) [Production $4,000 / month](https://spin-forge.com/plans?plan=standard§ion=access-configure) [Team $8,000 / month](https://spin-forge.com/plans?plan=team§ion=access-configure) [Scale $12,000 / month](https://spin-forge.com/plans?plan=scale§ion=access-configure) Customer-hosted software. Infrastructure is separate. Compatible scope confirmed before activation. THE APPLICATIONS ## Different work. Distinct instruments. From the decisions you make to the models you serve. Find the software for the part that matters. [01 / Discrete optimization Solve.](https://spin-forge.com/spinforge) ### [SpinForge + Atlas](https://spin-forge.com/spinforge) Available now CLI MCP Headless Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included. [Inside SpinForge + Atlas](https://spin-forge.com/spinforge) [02 / AI expert routing Route.](https://spin-forge.com/spinroute) ### [SpinRoute](https://spin-forge.com/spinroute) Available now CLI MCP Headless Expert-routing and load-balancing software for mixture-of-experts AI serving. [Inside SpinRoute](https://spin-forge.com/spinroute) [03 / KV-cache & memory placement Place.](https://spin-forge.com/spinmem) ### [SpinMem](https://spin-forge.com/spinmem) Available now CLI MCP Headless KV-cache and memory-tier placement software, supplied with a service interface and a vLLM integration hook. [Inside SpinMem](https://spin-forge.com/spinmem) [04 / GPU kernel autotuning Tune.](https://spin-forge.com/spinkernel) ### [SpinKernel](https://spin-forge.com/spinkernel) Available now CLI MCP Headless GPU kernel autotuning and code-generation software for supported Triton tile configurations. [Inside SpinKernel](https://spin-forge.com/spinkernel) [05 / Sovereign-cloud GPU scheduling Schedule.](https://spin-forge.com/spinsovereign) ### [SpinSovereign](https://spin-forge.com/spinsovereign) Available now CLI MCP Headless GPU scheduling software that brings resource-placement policies, attestation and deployment records into the allocation workflow. [Inside SpinSovereign](https://spin-forge.com/spinsovereign) [06 / AI acceleration & model assurance Verify.](https://spin-forge.com/spinproof) ### [SpinProof](https://spin-forge.com/spinproof) Available now CLI MCP Headless AI-performance assessment software that profiles a workload, prioritizes optimization changes and checks their effect on model quality. [Inside SpinProof](https://spin-forge.com/spinproof) [07 / Long-context KV-cache compression Compress.](https://spin-forge.com/spincache) ### [SpinCache](https://spin-forge.com/spincache) Available now CLI MCP Headless KV-cache compression and direct-decode software for supported long-context LLM serving. [Inside SpinCache](https://spin-forge.com/spincache) BETTER TOGETHER ### Certified long-context inference. SpinCache brings compression. SpinProof checks its effect on your model. Available together, with each application also licensed individually. [Discuss the combined offer](https://spin-forge.com/contact?product=long-context) FORGE15 / THE MATHEMATICAL TOOLS ## Compute quickly. Check independently. From a lattice basis to a billion-edge graph. Fifteen tools across five disciplines, with exact, numerical and statistical checks kept distinct. NUMBER THEORY & CRYPTO [LatForge](https://spin-forge.com/forge15/latforge) [modalg](https://spin-forge.com/forge15/modalg) SEARCH & DATA [ANNForge](https://spin-forge.com/forge15/annforge) [sketchstream](https://spin-forge.com/forge15/sketchstream) [GraphForge](https://spin-forge.com/forge15/graphforge) LOGIC & OPTIMIZATION [SATForge](https://spin-forge.com/forge15/satforge) [bnb_certified](https://spin-forge.com/forge15/bnb-certified) [ValueForge](https://spin-forge.com/forge15/valueforge) NUMERICAL COMPUTING [krylov_scale](https://spin-forge.com/forge15/krylov-scale) [SpectralForge](https://spin-forge.com/forge15/spectralforge) [TomoForge](https://spin-forge.com/forge15/tomoforge) [sinkhorn_ot](https://spin-forge.com/forge15/sinkhorn-ot) [enkf_scale](https://spin-forge.com/forge15/enkf-scale) PROBABILITY & COUNTING [certmc](https://spin-forge.com/forge15/certmc) [certcount](https://spin-forge.com/forge15/certcount) [Explore the fifteen tools](https://spin-forge.com/forge15) [Understand the checks](https://spin-forge.com/forge15/verification) AI INFRASTRUCTURE ## The layers around intelligent work. Four separate products for the state, memory, resources and operations that AI workloads depend on. [01 ### StateForge Available now CLI MCP Headless A GPU-native persistent-state engine connecting supported live-data, computation, indexing, transaction and persistence workflows.](https://spin-forge.com/stateforge) [02 ### KX MemoryForge Available now CLI MCP Headless A multi-tier LLM KV-cache runtime for compressing, offloading and restoring cache in a supported memory and storage environment.](https://spin-forge.com/kx-memoryforge) [03 ### GridForge Available now CLI MCP Headless AI compute-fabric planning software that maps workloads against power, cooling, memory, network and silicon resources.](https://spin-forge.com/gridforge) [04 ### AgentForge Available now CLI MCP Headless An operating layer for generating, scheduling, validating, storing and replaying agentic-AI workloads across CPU/GPU infrastructure.](https://spin-forge.com/agentforge) [Explore the infrastructure portfolio](https://spin-forge.com/infrastructure) THE METHOD MATTERS ## Not every problem needs the same engine. Use a core engine directly. Or qualify a coordinated workflow around the structure of your problem. [01 ### SpinForge + Atlas Available now CLI MCP Headless Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.](https://spin-forge.com/spinforge) [02 ### GARMO UCS Available now CLI MCP Headless A native constraint-search engine for supported logical, integer and engineering decision models.](https://spin-forge.com/ucs) [03 ### GarmoForge Available now CLI MCP Headless Structure-aware optimization software for selecting a supported solving approach and improving or repairing candidate decisions.](https://spin-forge.com/garmoforge) [04 ### UNISOLVE Available now CLI MCP Headless 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) 21 modules in Garmo Solvers 1.0.2, with shared access and original-input checks. [Explore the solver catalog](https://spin-forge.com/solvers) UNISOLVE / REPORTED 82-PROFILE CANDIDATE ## The model stays. The meaning is clear. One solve-any entry point. The current 0.16.1 source G reports 82 profiles, 65 entry functions and current installed-package evidence. Broader supported scheduling, exact mathematics and LinearSession reoptimization. Accepted answers receive solver-specific and generic checks. [Inside UNISOLVE](https://spin-forge.com/unisolve) MODEL ROUTE PLACE TUNE CHECK DEPLOY PERFORMANCE ENGINEERING ## The software. And the work around it. License a product, commission an implementation or reserve a team for continuing optimization. [01 ### Performance Assessment Establish a reproducible baseline, locate costly bottlenecks and define the implementation plan. $50,000–$100,000 one-time program](https://spin-forge.com/engineering/assessment) [02 ### AI Inference & Long-Context Acceleration Improve a defined serving workload’s latency, throughput, memory use or cost under accepted quality requirements. $150,000–$500,000 one-time program](https://spin-forge.com/engineering/inference) [03 ### Mixture-of-Experts Routing Evaluate and improve routing and load balance in a supported mixture-of-experts environment. $150,000–$350,000 one-time program](https://spin-forge.com/engineering/expert-routing) [04 ### GPU Kernel & Pipeline Acceleration Profile a computational pipeline, tune or replace its bottleneck kernels, and deliver tested implementation changes. $100,000–$350,000 one-time program](https://spin-forge.com/engineering/kernels) [05 ### GPU Scheduling & Infrastructure Implement a resource-allocation workflow addressing capacity, placement restrictions, scheduling and operating policies. $200,000–$500,000 one-time program](https://spin-forge.com/engineering/infrastructure) [06 ### Custom Decision-Optimization Systems Translate a real planning problem into a supported formulation, integrate customer data and deploy a usable decision workflow. $250,000–$750,000 one-time program](https://spin-forge.com/engineering/decision-systems) [07 ### EDA & Engineering-Workflow Optimization Improve a defined partitioning, routing or other supported optimization task inside an existing engineering environment. $250,000–$750,000 one-time program](https://spin-forge.com/engineering/eda) [08 ### Hardware & Runtime Migration Port a supported workload to a specified execution environment and verify correctness and performance on the target. $150,000–$500,000 one-time program](https://spin-forge.com/engineering/migration) [Integration & deployment](https://spin-forge.com/integration) [Continuing engineering](https://spin-forge.com/continuing-engineering) [OEM & partnerships](https://spin-forge.com/partners) ON YOUR TERMS ## Your stack. Your rules. License a capability. Deploy a complete workflow. Or embed supported technology inside your own product. The scope follows the work. [01 ### Inside your environment. On-premises or an approved private cloud.](https://spin-forge.com/pricing) [02 ### Inside your platform. Licensed technology for software and infrastructure providers.](https://spin-forge.com/integration) [03 ### Across your business. Individual products or a multi-application agreement.](https://spin-forge.com/partners)