The next state is uncertain
A choice needs to be evaluated through modeled rewards and transitions, not only its immediate outcome.
ValueForge computes the state-value result for the supported transition and reward model.
FORGE15 / 08 / LOGIC & OPTIMIZATIONThe full offering
ValueForge.
Markov decision-process computation with a stopping certificate for supported state-value estimates.
Discuss ValueForgeCustomer outcomeBuild better plans and decisions ↗
THE PRODUCT, IN PRACTICE
Planning values need
a meaningful error limit.
When a planning model includes uncertain state transitions, the quality of its value estimate matters to the decision that follows. ValueForge computes values for a supported Markov decision process and uses an error certificate to determine when the requested computation can stop. It gives the customer a numerical planning component with an explicit accuracy target rather than an arbitrary iteration count.
- BUILT FOR
- Planning-software developers and researchers using supported finite Markov decision processes.
CHALLENGES → PRODUCT RESPONSEThe problem you face.
The problem you face.
What ValueForge changes.
Iteration count does not explain accuracy
Stopping after a fixed number of updates may not communicate how close the values are to the accepted result.
The product uses the supported error certificate as a meaningful stopping requirement.
The numerical model must remain visible
A precise solve does not repair incorrect transition probabilities or reward definitions.
The returned result is assessed against the supplied planning model and its certificate assumptions, keeping model quality separate from solve accuracy.
WHAT YOU GETA defined capability.
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.
A state-value computation
Values for the supported Markov decision-process model.
A stopping certificate
The error evidence associated with the accepted convergence scope.
A numerical result to integrate
Planning values for use by the customer’s downstream decision workflow.
An upgrade path
A distinct link to the newer certnum: MDP track, with scope compared rather than assumed identical.
AVAILABLE NOWOne product.
One product.
Three ways to work.
ValueForge is fully available with CLI, MCP and headless access. Use the interface that fits your terminal, your agents or your automated workflow.
For your terminal.
Run the product from a terminal or script, alongside the tools your team already uses.
Get CLI accessFor your agents.
Connect MCP-compatible clients and agents to the product’s exposed capabilities.
Get MCP accessFor your workflows.
Operate without a graphical interface in unattended, scheduled or pipeline-driven work.
Set up headless accessProduct-specific inputs, hardware requirements and result guarantees still apply. An access mode does not change your license or deployment scope.
Explore all product interfacesEXAMPLE CUSTOMER WORKFLOW
Evaluate a finite-state planning model
A planning team needs a value calculation at an agreed accuracy before comparing decisions.
Illustrative use of the supported scope, not a customer case study or a measured result.- 01
Provide the supported transitions, rewards and numerical requirements.
- 02
Run the model to the applicable stopping condition.
- 03
Inspect the value estimates and error evidence before downstream use.
IN YOUR WORKFLOWStart with your task.
Start with your task.
Agree the useful outcome.
Planning-software developers and researchers using supported finite Markov decision processes.
- What you bring
- The supported states, transition/reward model, numerical assumptions and error target.
- What a useful evaluation measures
- Error under the certificate assumptions
- Consistency against accepted reference cases
- Time to the requested accuracy
- 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 BUYA clear scope.
A clear scope.
No hidden assumptions.
How can we use ValueForge?
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?
The campaign’s tight error result belongs to its tested model. It does not guarantee accurate real-world transition models. certnum: MDP is a separately qualified upgrade.
What comes with the selected license?
The agreed ValueForge 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 engineeringWhat evidence is available for review?
P53 / Company-reported. The supplied campaign reports an error certificate matching the true error on the tested cases. That observation belongs to the studied model and is not a universal equality for every planning problem.
These descriptions come from the supplied product and campaign material. Website checks are not an independent rerun of the engine. Qualification identifies the actual release, workload and available artifacts.
Read the evidence summarySOFTWARE / OPERATED DELIVERYBy proposal
Customer-hosted access and a service operated by SpinForge are different scopes. Confirm the release, deployment and included support before activation.
Plans & deliveryPUT VALUEFORGE 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.
Related products, workflows and system connections +
ONE PLATFORM / OR A DIRECT PURCHASEChecked Decisions
Checked Decisions
with ValueForge.
Activate this capability inside a qualified checked decisions 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 Checked Decisions Choose workflow capacityFROM PRODUCT TO CUSTOMER WORKFLOWA useful outcome.
A useful outcome.
A defined delivery.
Commission the model, integration and acceptance work needed for your task. Existing products stay independently available.
02 / Scoped customer program
Explore decision programs Maintain a recurring decision
Commission a revision-aware workflow that keeps models, assumptions, results and evidence connected as inputs change.
03 / Scoped customer programImprove a computational workflow
Commission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence.
START WITH THIS PRODUCT
Use the software directly or ask us to scope the implementation.