Build a supported optimization, inference-performance or agent-workload offering on your infrastructure, with a clear product boundary and operating model.
Available products. A customer-specific workflow. CLI · MCP · Headless
BUILT FOR
GPU cloud operators, private-AI providers, hardware/platform teams and systems integrators packaging managed services.
THE CHALLENGE / THE RESPONSE
Start with what needs to change.
A useful implementation has a specific job. The scope is built around your original requirements, environment and acceptance criteria.
01
Customers want an outcome above raw compute.
Available hardware does not by itself supply a supported optimization or AI-workload service.
HOW SPINFORGE HELPS
Select a computational or infrastructure capability that fits the provider’s customer need. Package that defined service instead of treating the full portfolio as a mandatory stack.
02
Performance claims do not describe a deployable service.
Runtime dependencies, resource placement, data movement and failure recovery affect the actual customer experience.
HOW SPINFORGE HELPS
Qualify the package on the agreed provider environment, including acceptance measures, dependencies and recovery/rollback behavior.
03
Customer ownership and support are unclear.
A partnership needs more than a technical integration to become a repeatable commercial offering.
HOW SPINFORGE HELPS
Define provisioning, metering, customer billing, first-line support, specialist escalation and renewal responsibilities before launch.
THE DELIVERY
Know what you are getting.
The final order identifies the selected products, integration work and operating responsibilities. Included components and work are not charged again.
01
A selected solution package
A bounded optimization endpoint, inference-performance integration, planning capability or agent workload backend.
02
Deployment and acceptance plan
The supported hardware/software configuration, workload measures, dependency boundary and testing required for rollout.
03
Operational responsibility map
Explicit allocation of account access, data handling, service monitoring, incident response and change management.
04
Distribution scope
Provider/customer licensing, usage or activation arrangements, integration milestones and support terms matched to the actual offering.
AN ILLUSTRATIVE WORKFLOW
A private-AI provider adds a checked optimization service.
The provider wants to let its customers submit a supported model and receive a result with applicable evidence, using the provider’s existing infrastructure and account relationship.
Explanation only—not a live product run or a claimed customer deployment.
01 / 03
Choose the customer-facing package
Agree the workload, expected usage, product scope and provider environment. Compute consumption is costed independently of the software price.
QUALIFY THE FIT
Your requirements. An explicit scope.
Agree the supported models, execution environment and acceptance measures before committing to the delivery.
What you bring
Provider architecture and intended service
Qualified hardware/software and capacity forecast
Tenant, data, security and operating requirements
Commercial channel and support ownership
What we measure
Deployment reproducibility
Full-workflow performance and resource cost
Recovery and customer-isolation requirements
Clear provisioning, billing and escalation handoff
PRODUCTS TO CONSIDER
Choose the relevant capability. Not every workflow needs every product.
Fund the integration. Define the recurring service.
Use a partner-specific agreement for milestones, distribution and ongoing rights. Existing SpinForge OEM and engineering ranges remain references for their original scope—not automatic prices for all infrastructure products.
No. Start with a selected capability and an agreed interface. The integration should complement the provider’s operating environment where appropriate.
Does this include a vendor validation badge?+
No. Eligibility, testing, submission and approval for any external program are separate. No program membership or endorsement is implied.
Who owns the customer relationship?+
That is agreed in the commercial model. Direct, provider-led and jointly delivered arrangements can assign billing and support differently.
RELATED WORK
Another way to move forward.
Use a capability directly or bring it into a wider workflow. The existing products and commercial agreements remain independently available.