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.
All decision programs 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.
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 RESPONSEStart with what
Start with what
needs to change.
Agree the business requirement, model and outcome before choosing the implementation.
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.
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 GETA usable deliverable.
A usable deliverable.
Not just a score.
The written scope names the inputs, implementation, evidence and handover your team receives.
A reproducible baseline
Input identity, accepted quality, hardware, timing scope and costs.
A selected implementation
The scoped product configuration, integration or code change appropriate to the measured problem.
A complete evaluation
Numerical/quality comparisons, applicable checks and end-to-end performance evidence.
A reusable acceptance workflow
Repeatable test invocation, reporting, limits and handover.
AN ILLUSTRATIVE WORKFLOWSee the work
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 FITYour requirements.
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
PRODUCTS TO CONSIDER
Select only what the task needs.
These links do not assert a completed combined integration.
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.
BEFORE YOU BUYA few useful
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.
WHOLE-SYSTEM OPTIMIZATIONThe connection
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.
Customer-specific integration opportunities—not added software entitlements or universal performance claims.