--- title: SpinRoute: QUBO Inference Routing & MoE Load Balancing | SpinForge url: https://spin-forge.com/spinroute description: Expert-routing and load-balancing software for mixture-of-experts AI serving. --- [← The collection](https://spin-forge.com/products) 02 / AI expert routing # SpinRoute ## Let the work find its experts. Expert-routing and load-balancing software for mixture-of-experts AI serving. See what it solves ↔ Drag to change perspective Customer outcome [Run AI more efficiently](https://spin-forge.com/platform/ai-serving) Available now CLI MCP Headless Choose your access mode THE PRODUCT, IN PRACTICE ## Route for the workload. Keep locality and load in view. SpinRoute makes inference routing an optimization problem. Its supplied product description covers cache-aware routing; a separate retained MoE experiment compares token-to-expert allocation with a greedy baseline. Cache hit rate, dropped tokens, solve time and model quality are separate measures, not interchangeable claims. BUILT FOR Model-serving teams and infrastructure engineers operating mixture-of-experts inference. CHALLENGES PRODUCT RESPONSE ## The problem you face. What the product changes. YOUR CHALLENGE WITH SPINROUTE 01 ### Cache locality affects serving work A route can send work away from useful retained context. SpinRoute evaluates the supported inference-routing choices with cache locality in view. 02 ### Balancing alone is not the goal A routing change is not useful simply because the loads look even; token handling and model behavior still matter. The product addresses dropped-token behavior alongside load balance. The deployment is assessed with the model-quality and serving requirements that your team accepts. 03 ### Routing is disconnected from deployment An isolated routing experiment does not show what will happen inside the real model-serving environment. SpinRoute’s integration focuses on the expert-routing decision in that environment, so you can compare its impact on the full serving workload. WHAT YOU GET ## A defined capability. A useful result. 01 ### Inference-routing capability QUBO-based routing in the supported cache-locality or MoE serving integration. 02 ### Load-distribution control Balancing functionality focused on the work sent to model experts. 03 ### Token-handling focus A route to evaluate dropped-token behavior together with the distribution of serving work. 04 ### A scoped integration Defined model, expert and runtime compatibility for the deployment being purchased. AVAILABLE NOW ## One product. Three ways to work. SpinRoute is fully available with CLI, MCP and headless access. Use the interface that fits your terminal, your agents or your automated workflow. 01 / CLI ### For your terminal. Run the product from a terminal or script, alongside the tools your team already uses. [Get CLI access](https://spin-forge.com/contact?product=spinroute&interface=cli&brief=I+would+like+SpinRoute+access+through+CLI.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 02 / MCP ### For your agents. Connect MCP-compatible clients and agents to the product’s exposed capabilities. [Get MCP access](https://spin-forge.com/contact?product=spinroute&interface=mcp&brief=I+would+like+SpinRoute+access+through+MCP.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 03 / HEADLESS ### For your workflows. Operate without a graphical interface in unattended, scheduled or pipeline-driven work. [Set up headless access](https://spin-forge.com/contact?product=spinroute&interface=headless&brief=I+would+like+SpinRoute+access+through+headless.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) Product-specific inputs, hardware requirements and result guarantees still apply. An access mode does not change your license or deployment scope. [Explore all product interfaces](https://spin-forge.com/developers?section=access-directory) EXAMPLE CUSTOMER WORKFLOW ## Tune one MoE serving deployment A serving team wants to address an uneven expert workload without assuming that a different routing pattern preserves every quality target. Illustrative customer use—not a new benchmark or completed customer deployment. 1. 01 Supply the supported model and a representative serving workload. 2. 02 Integrate SpinRoute at the expert-assignment point. 3. 03 Compare expert load, token handling, latency and quality under the same workload. THE WORK, IN MOTION ## Same work. Better distribution. Explore the product workflow, from your input to a result you can use. 01 / Incoming Token work arrives unevenly across a set of model experts. Interactive explanation. This illustration does not execute customer workloads or display measured performance. FIT & ACCEPTANCE ## Start with the task. Agree the useful outcome. What you bring The MoE model, serving environment, expert configuration, representative traffic and accepted model-quality limits. What a useful evaluation measures - + Expert workload distribution - + Dropped-token behavior at the accepted quality level - + End-to-end latency and throughput 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? − **The owner reports a 99.2% KV-cache hit rate and sub-millisecond solves on NVIDIA GPUs; the associated workload and timing scope were not supplied here. These are attributed product claims, not universal promises. The MoE experiment is separate. QUBO formulation does not by itself establish a global-optimality proof. **How is it priced? + **$75,000/year is the retained standalone price proposal for its named scope. The platform plans buy qualified workflows and capacity, not a second charge every time a compatible method is selected. Existing bundle inclusions do not expand automatically. **How do we get access? + **Fully available with CLI, MCP and headless access. Runtime requirements, supported operations and license scope remain product-specific. ANNUAL APPLICATION LICENSE $75,000 / year One named production deployment. Shared engine rights for this application included. [Scope & packages](https://spin-forge.com/licensing?tab=software) PUT SPINROUTE TO WORK ## Tell us what needs to improve. Bring a representative workload and the result your team needs. We’ll define the product, deployment and engineering scope around that task. [Discuss this workflow](https://spin-forge.com/contact?product=spinroute&brief=Product%3A+SpinRoute%0AOur+challenge%3A+Some+experts+carry+more+work%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Expert+workload+distribution%3B+Dropped-token+behavior+at+the+accepted+quality+level%3B+End-to-end+latency+and+throughput%0ADelivery+preference+%28software+%2F+engineering+%2F+managed%29%3A+) **Related products, workflows and system connections + **RELATED CAPABILITIES ## Connect the right products. Distinct responsibilities. Explore each scope before choosing a combined deployment. [### SpinMem KV-cache and memory-tier placement software, supplied with a service interface and a vLLM integration hook.](https://spin-forge.com/spinmem) [### SpinKernel GPU kernel autotuning and code-generation software for supported Triton tile configurations.](https://spin-forge.com/spinkernel) [### SpinProof AI-performance assessment software that profiles a workload, prioritizes optimization changes and checks their effect on model quality.](https://spin-forge.com/spinproof) ONE PLATFORM / OR A DIRECT PURCHASE ## AI Serving with SpinRoute. Activate this capability inside a qualified ai serving workflow. Compatible methods and required shared checking are included once within that workflow; the product remains independently purchasable. Capacity, release, environment, result contract and operating responsibilities are specified before activation. Choosing an additional method is not permission to add an unrelated workload or unqualified deployment. [Explore AI Serving](https://spin-forge.com/platform/ai-serving) [Choose workflow capacity](https://spin-forge.com/plans?configuration=ai-serving&product=spinroute) CONNECTED WORKFLOWS ## Use SpinRoute in your workflow. The product remains independently available. These customer-specific solution paths use the relevant supported capabilities, with integration and delivery rights agreed separately. [05 ### Performance & release checks Make performance and quality evaluation a repeatable part of your release process. Compare an agreed workload before a change is accepted into production.](https://spin-forge.com/solutions/release-checks) [Explore all 17 solution workflows](https://spin-forge.com/workflows) FROM PRODUCT TO CUSTOMER WORKFLOW ## A useful outcome. A defined delivery. Commission the model, integration and acceptance work needed for your task. Existing products stay independently available. [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) THE WHOLE-SYSTEM ROLE ## SpinRoute in a wider workflow. Choose routing together with cache locality, concurrency and eligible kernel configurations. POTENTIAL SYSTEM CONTRIBUTION Preserve model quality and semantic routing requirements; this is not HTTP request routing or VRP. [S1 · Joint workload & machine optimization](https://spin-forge.com/system-synergies/joint-configuration) [S6 · Checked improvement feedback](https://spin-forge.com/system-synergies/checked-improvement) [See this product in the map](https://spin-forge.com/system-synergies/product-map?q=SpinRoute) [Define an integration evaluation](https://spin-forge.com/system-synergies/evaluation) The product is independently available through CLI, MCP and headless access. The joins above are integration candidates; compatibility, authority, data rights and end-to-end benefit must be established for the selected workflow. START WITH THIS PRODUCT Use the software directly or ask us to scope the implementation. [Software access](https://spin-forge.com/plans?product=spinroute) [Have us do the work](https://spin-forge.com/contact?product=spinroute&delivery=engineering)