--- title: Improve a computational workflow | SpinForge url: https://spin-forge.com/programs/compute-improvement description: Commission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence. --- [All decision programs](https://spin-forge.com/decision-systems) 03 / Decision program Improve a computational workflow # Make the computation worth the change. Commission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence. [Discuss the scope](https://spin-forge.com/contact?product=program-compute-improvement&interface=all&brief=SpinForge+request%3A+Improve+a+computational+workflow%0A%0APlease+scope+this+customer-specific+engagement.%0A%0ABoundary%3A+No+universal+speedup+or+proof+of+arbitrary+program+equivalence+is+included.+Any+semantic-check+bridge+is+separately+qualified.+The+agreed+project+scope+defines+compute%2C+continued+runtime+rights+and+operational+responsibilities.) [See what you get](https://spin-forge.com/programs/compute-improvement?section=workflow-delivery) Scoped customer program Selected product access: CLI · MCP · Headless BUILT FOR AI, scientific-computing, compiler and infrastructure teams with a costly, repeatable workload. THE CHALLENGE / THE RESPONSE ## Start with what needs to change. Agree the business requirement, model and outcome before choosing the implementation. 01 ### A local speedup does not improve the full workflow. Data movement, checking and integration can erase a kernel or solver gain. HOW SPINFORGE HELPS Establish the original baseline and evaluate total useful work, quality and operating cost. 02 ### Every tool looks relevant. A wider portfolio does not mean that every workload needs every component. HOW SPINFORGE HELPS Select the smallest supported combination that addresses the measured bottleneck. 03 ### The change needs a defensible acceptance process. Faster output is not enough when quality or semantics may change. HOW SPINFORGE HELPS Separate numerical and performance tests from any additional property-specific formal check and keep customer approval explicit. WHAT YOU GET ## A usable deliverable. Not just a score. The written scope names the inputs, implementation, evidence and handover your team receives. 01 ### A reproducible baseline Input identity, accepted quality, hardware, timing scope and costs. 02 ### A selected implementation The scoped product configuration, integration or code change appropriate to the measured problem. 03 ### A complete evaluation Numerical/quality comparisons, applicable checks and end-to-end performance evidence. 04 ### A reusable acceptance workflow Repeatable test invocation, reporting, limits and handover. AN ILLUSTRATIVE WORKFLOW ## See the work in context. A team identifies a repeatable bottleneck. Evaluate a supported change and its complete effects before choosing whether to deploy. Illustrative, not a guaranteed performance result. ### Optimize a costly numerical or inference stage. Illustration of the engagement, not a live solver or a customer case study. 01 / 03 ### Measure the accepted workload Freeze the baseline, target, quality criteria and environment. QUALIFY THE FIT ## Your requirements. An explicit scope. The following inputs and measures guide the proposal and acceptance plan. ### What you bring - Representative workload and baseline - Accepted output-quality and accuracy tests - Target hardware and operating limits - Deployment owner and change-review process ### What we measure - Numerical or model-output acceptance - Whole-workload latency and throughput - Cost per useful completed workload - Reproducible review and rollback THE BOUNDARY No universal speedup or proof of arbitrary program equivalence is included. Any semantic-check bridge is separately qualified. The agreed project scope defines compute, continued runtime rights and operational responsibilities. PRODUCTS TO CONSIDER Select only what the task needs. These links do not assert a completed combined integration. [SpinKernel](https://spin-forge.com/spinkernel) [SpinProof](https://spin-forge.com/spinproof) [SpinMem](https://spin-forge.com/spinmem) [SpinCache](https://spin-forge.com/spincache) [UNISOLVE](https://spin-forge.com/unisolve) [Krylov](https://spin-forge.com/solvers/krylov) [SpectralForge](https://spin-forge.com/forge15/spectralforge) HOW TO BUY ## One contract for the agreed work. Use the existing $15,000 workload assessment or $30,000 focused sprint only when its bounded scope fits. A full program receives a written proposal covering implementation, acceptance, compute and continued software rights. No additional mandatory subscription or duplicate component fees. [Single-workload assessment — $15,000](https://spin-forge.com/engineering/workload-assessment) [Focused sprint — $30,000](https://spin-forge.com/engineering/focused-sprint) [All prices & rights](https://spin-forge.com/pricing) PREPARE YOUR SCOPE Delivery preference Preferred access What should this accomplish? What would make the result acceptable? Prepared locally. Review and send through your email application. No model upload, job execution, payment or account activation occurs here. BEFORE YOU BUY ## A few useful distinctions. **Is this a new product?**No. It is a way to commission selected existing products and the customer-specific engineering needed to deliver one defined decision process. The portfolio remains 64 named catalog entries. **Can we use our existing software?**Yes, where its input, output and operating interfaces fit the agreed scope. A custom adapter may be required. The existing tools do not have to be replaced to qualify one useful component. **How are price and acceptance set?**Agree the baseline, required result, explicit limits, delivery capacity and acceptance tests before work begins. Existing software rates remain unchanged; engineering already included in a larger scope is not charged twice. RELATED WORK ## A complete process. Selected capabilities. These workflows can be scoped together or independently. [14 / Customer-specific engineering ### Computational co-design Connect a customer’s calibrated numerical model to constrained decision analysis and measured outcomes.](https://spin-forge.com/solutions/computational-co-design) [16 / Research engagement ### Optimization-change assurance Pair a narrowly scoped semantic property check with separate numerical and performance evaluation of a computational change.](https://spin-forge.com/solutions/optimization-change-assurance) [05 / Customer-specific workflow ### 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) WHOLE-SYSTEM OPTIMIZATION ## The connection can change the result. Joint configuration, decision-sensitive computation, checked memory, useful future options, exact reformulation and evidence-led improvement. Explore the role of every product and agree a matched system evaluation. [Explore all six connections](https://spin-forge.com/system-synergies) [64-entry interaction map](https://spin-forge.com/system-synergies/product-map) Customer-specific integration opportunities—not added software entitlements or universal performance claims.