--- title: SpinProof: AI Performance Assessment & Model-Quality Checks | SpinForge url: https://spin-forge.com/spinproof description: AI-performance assessment software that profiles a workload, prioritizes optimization changes and checks their effect on model quality. --- [← The collection](https://spin-forge.com/products) 06 / AI acceleration & model assurance # SpinProof ## Make the change. Keep the evidence. AI-performance assessment software that profiles a workload, prioritizes optimization changes and checks their effect on model quality. 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 ## Know what to change. Know what the change costs. Optimization is only useful when the workload improves without violating the quality requirements that matter to the application. SpinProof connects workload profiling to a ranked plan, identifies changes unlikely to help, and evaluates proposed changes against predefined data and tolerances. The resulting record makes the decision reviewable rather than leaving the team with an isolated speed figure. BUILT FOR ML-platform teams, inference providers and engineers approving model or runtime optimization changes. CHALLENGES PRODUCT RESPONSE ## The problem you face. What SpinProof changes. 01 ### Too many optimizations, little direction A team can spend time trying changes that do not address its actual bottleneck. SpinProof profiles the workload and produces a ranked action plan, including recommendations for changes that are unlikely to help. 02 ### Performance gains can hide quality trade-offs A faster configuration may change outputs in ways that a timing-only benchmark does not show. The product evaluates the change against predefined data and quality tolerances before reporting the associated performance result. 03 ### Results are difficult to revisit An evaluation without a clear record of its model, environment and controls is difficult to use in a release review. SpinProof retains re-verifiable evaluation records that connect the tested artifacts and conditions to the reported result. WHAT YOU GET ## A defined capability. A useful output. The product scope below describes the capability and outputs to confirm for your release. Custom integration, operated delivery and additional engineering are separately agreed. 01 ### A workload profile Information about the bottlenecks relevant to the supported workload. 02 ### A ranked optimization plan Candidate actions and a list of changes unlikely to help. 03 ### A controlled evaluation Quality checks and performance measurements under the agreed conditions. 04 ### Re-verifiable receipts Records of the tested artifacts, environment, controls and evaluation results. AVAILABLE NOW ## One product. Three ways to work. SpinProof 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=spinproof&interface=cli&brief=I+would+like+SpinProof+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=spinproof&interface=mcp&brief=I+would+like+SpinProof+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=spinproof&interface=headless&brief=I+would+like+SpinProof+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 ## Decide whether a compression change should ship A serving team is considering a supported precision or cache-compression change but must retain an accepted quality level. Illustrative use of the supported scope, not a customer case study or a measured result. 1. 01 Fix the model, representative evaluation data and tolerance requirements. 2. 02 Evaluate the candidate change and measure its performance under those controls. 3. 03 Use the resulting report to accept, reject or revise the deployment choice. THE WORK, IN MOTION ## An optimization worth making. Explore the product workflow, from your input to a result you can use. 01 / Profile Profile the workload to understand the kind of bottleneck it encounters. Interactive explanation. This illustration does not execute customer workloads or display measured performance. IN YOUR WORKFLOW ## Start with your task. Agree the useful outcome. ML-platform teams, inference providers and engineers approving model or runtime optimization changes. What you bring The supported model or workload, candidate change, fixed evaluation data, quality tolerances and comparison environment. What a useful evaluation measures - Quality against the agreed evaluation requirements - End-to-end performance under the same conditions - Completeness and reproducibility of the evaluation record Where it fits Use the selected product in a qualified customer environment, or agree a defined implementation with SpinForge. A hosted or managed service is quoted for its actual operating responsibilities; it is not automatically included with software access. QUESTIONS BEFORE YOU BUY ## A clear scope. No hidden assumptions. **How can we use SpinProof?**CLI, MCP and headless access are all available. Run from a terminal or script, connect an MCP-compatible client, or use the product without a graphical interface. Choose the mode during onboarding and receive its setup instructions. Runtime requirements and supported operations remain product-specific. **What is the important product boundary? **A receipt establishes the recorded evaluation and artifact integrity, not universal model equivalence or external certification. A separate solver’s mathematical proof and SpinProof’s model-performance evaluation answer different questions. **What comes with the selected license? **The agreed SpinProof release, its supported interfaces and outputs, the applicable checks and the support stated in your order. The plan defines users, workflow, environment and capacity. Source-code transfer, unrestricted redistribution and bespoke engineering are not automatically included. **Can SpinForge implement or operate it for us? **Request a scoped engineering or operated-service proposal. It identifies what our team delivers, where the workload runs, infrastructure costs, acceptance requirements and ongoing support. Your software subscription alone does not activate a hosted runtime. [Explore engineering](https://spin-forge.com/engineering) **How do we establish fit before production? **Agree the model or workload, current baseline, environment, required output and acceptance tests. Evaluate the selected release against those conditions. A product description or a test count does not establish a gain on a different customer workload. [Plan an integration](https://spin-forge.com/integration) ANNUAL APPLICATION LICENSE $60,000 / year One named production deployment. Shared engine rights for this application included. [Scope & packages](https://spin-forge.com/licensing?tab=software) PUT SPINPROOF 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=spinproof&brief=Product%3A+SpinProof%0AOur+challenge%3A+Too+many+optimizations%2C+little+direction%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Quality+against+the+agreed+evaluation+requirements%3B+End-to-end+performance+under+the+same+conditions%3B+Completeness+and+reproducibility+of+the+evaluation+record%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. [### SpinCache KV-cache compression and direct-decode software for supported long-context LLM serving.](https://spin-forge.com/spincache) [### SpinKernel GPU kernel autotuning and code-generation software for supported Triton tile configurations.](https://spin-forge.com/spinkernel) [### UNISOLVE 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) ONE PLATFORM / OR A DIRECT PURCHASE ## AI Serving with SpinProof. 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=spinproof) CONNECTED WORKFLOWS ## Use SpinProof 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 ## SpinProof in a wider workflow. Measure whether combinations improve accepted useful work, including overhead and quality. POTENTIAL SYSTEM CONTRIBUTION Empirical quality tests are not mathematical optimality certificates. [S1 · Joint workload & machine optimization](https://spin-forge.com/system-synergies/joint-configuration) [S2 · Decision-sensitive computation](https://spin-forge.com/system-synergies/decision-sensitive-compute) [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=SpinProof) [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=spinproof) [Have us do the work](https://spin-forge.com/contact?product=spinproof&delivery=engineering)