--- title: SpinKernel: GPU Kernel Optimization & Configuration Selection | SpinForge url: https://spin-forge.com/spinkernel description: GPU kernel autotuning and code-generation software for supported Triton tile configurations. --- [← The collection](https://spin-forge.com/products) 04 / GPU kernel autotuning # SpinKernel ## Find the tile. Make the kernel. GPU kernel autotuning and code-generation software for supported Triton tile configurations. 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 ## Find a useful configuration. Leave with code to test. When a GPU kernel is a bottleneck, choosing a configuration and turning it into usable code should be one connected task. SpinKernel explores the supported Triton configuration space and carries the selected choice into code generation. It gives kernel engineers a practical output to benchmark and validate, rather than another recommendation that must be implemented from scratch. BUILT FOR GPU-kernel engineers, compiler teams and AI-performance developers working with supported Triton workloads. CHALLENGES PRODUCT RESPONSE ## The problem you face. What the product changes. YOUR CHALLENGE WITH SPINKERNEL 01 ### Manual tuning consumes engineering time Comparing configurations one at a time can turn a bounded kernel task into repeated experimentation. SpinKernel organizes configuration selection for the supported kernel scope, giving the engineer a selected candidate to test rather than an unstructured list of possibilities. 02 ### A tuning result is not an implementation A promising setting still has to become code that can enter the development workflow. The selected configuration feeds the included code generator, connecting the choice to a concrete implementation candidate. 03 ### A faster microbenchmark can mislead A setting that looks good in isolation may not help the full pipeline or meet its correctness requirements. SpinKernel supplies the candidate for comparison in your real workflow. Acceptance includes numerical correctness and complete-workload performance, not a configuration count presented as a speedup. WHAT YOU GET ## A defined capability. A useful result. 01 ### Configuration exploration Autotuning over the product’s supported Triton tile configurations. 02 ### A selected configuration A concrete choice for the kernel development and evaluation workflow. 03 ### Generated kernel code Code produced from the selected configuration through the included generator. 04 ### An engineering handoff A candidate implementation ready for your existing correctness and performance checks. AVAILABLE NOW ## One product. Three ways to work. SpinKernel 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=spinkernel&interface=cli&brief=I+would+like+SpinKernel+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=spinkernel&interface=mcp&brief=I+would+like+SpinKernel+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=spinkernel&interface=headless&brief=I+would+like+SpinKernel+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 ## Improve one identified kernel bottleneck An engineering team has profiled its pipeline and isolated a compatible kernel that merits tuning. Illustrative customer use—not a new benchmark or completed customer deployment. 1. 01 Define the supported kernel, hardware and test inputs. 2. 02 Use SpinKernel to select a configuration and generate a candidate. 3. 03 Check the output and benchmark the candidate inside the full pipeline. THE WORK, IN MOTION ## Search becomes a kernel. Explore the product workflow, from your input to a result you can use. 01 / Explore Begin with a field of candidate tile configurations. 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 supported Triton kernel workload, hardware target, current implementation, test inputs and numerical acceptance criteria. What a useful evaluation measures - + Correctness against accepted reference outputs - + Kernel and end-to-end runtime - + Engineering effort from selection to implementation 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 included configuration space is product scope, not a performance guarantee. Generated code still needs the customer’s correctness and deployment tests. SpinKernel does not claim to automatically rewrite every arbitrary application. **How is it priced? + **$90,000/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 $90,000 / year One named production deployment. Shared engine rights for this application included. [Scope & packages](https://spin-forge.com/licensing?tab=software) PUT SPINKERNEL 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=spinkernel&brief=Product%3A+SpinKernel%0AOur+challenge%3A+Manual+tuning+consumes+engineering+time%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Correctness+against+accepted+reference+outputs%3B+Kernel+and+end-to-end+runtime%3B+Engineering+effort+from+selection+to+implementation%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. [### SpinProof AI-performance assessment software that profiles a workload, prioritizes optimization changes and checks their effect on model quality.](https://spin-forge.com/spinproof) [### SpinForge + Atlas Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.](https://spin-forge.com/spinforge) [### GPU Kernel & Pipeline Acceleration Profile a computational pipeline, tune or replace its bottleneck kernels, and deliver tested implementation changes.](https://spin-forge.com/engineering/kernels) ONE PLATFORM / OR A DIRECT PURCHASE ## AI Serving with SpinKernel. 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=spinkernel) CONNECTED WORKFLOWS ## Use SpinKernel 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) [07 ### Cloud & infrastructure enablement Build a supported optimization, inference-performance or agent-workload offering on your infrastructure, with a clear product boundary and operating model.](https://spin-forge.com/solutions/cloud-provider-services) [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 ## SpinKernel in a wider workflow. Tune for the representation, batching and placement actually selected by the system; optimize frequently used internal operations where supported. POTENTIAL SYSTEM CONTRIBUTION Not a universal compiler or semantic proof engine; numerical and end-to-end qualification remain required. [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=SpinKernel) [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=spinkernel) [Have us do the work](https://spin-forge.com/contact?product=spinkernel&delivery=engineering)