SpinForgeA Garmo Labs CompanyDiscuss a workload
STRUCTURE-AWARE OPTIMIZATION

GarmoForge.

Understand the problem.
Change the approach.

Structure-aware optimization software for selecting a supported solving approach and improving or repairing candidate decisions.

Discuss GarmoForge
STRUCTURE-AWARE OPTIMIZATION
Conceptual product artwork for GarmoForge, not physical hardware
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MODEL / METHOD / RESULT
Available nowCLI MCP HeadlessChoose your access mode

THE PRODUCT, IN PRACTICE

When the current answer stalls,
work on what needs to change.

A structured optimization problem may need more than another run with the same settings. GarmoForge addresses the formulation and improvement workflow: examine the supported problem, select an appropriate approach and work on the parts of a candidate that need attention. It keeps the original requirements and result checks in view while preserving direct access to SpinForge and other compatible engines.

BUILT FOR
Optimization engineers working on structured graphs, engineering subproblems or constrained decision workflows.
CHALLENGES → PRODUCT RESPONSE

The problem you face.
What GarmoForge changes.

01

The current approach stops improving

Repeated runs may keep producing candidates that do not meet the team’s objective or feasibility needs.

GarmoForge provides a supported formulation-and-improvement path, allowing the team to evaluate a different approach rather than only increasing the same run budget.

02

An existing candidate needs repair

A usable portion of a decision can coexist with problematic regions or unmet modeled requirements.

The product focuses supported repair work on the parts that need attention, then checks the resulting candidate against the original modeled task.

03

Several engines complicate engineering

Independent tools can be useful, but coordinating their inputs, budgets and returned results creates integration work.

GarmoForge gives the qualified workflow a strategy and improvement layer with explicit engine responsibilities. Only compatible, agreed paths are included.

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

Problem-oriented assessment

A supported way to examine the model and its candidate-improvement requirements.

02

An improvement workflow

Formulation, strategy selection and repair capabilities within the delivered scope.

03

A candidate to compare

The returned decision and objective for comparison with the starting result.

04

A reviewable record

Applicable original-model checks and evidence connecting the result to the work performed.

AVAILABLE NOW

One product.
Three ways to work.

GarmoForge 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
02 / MCP

For your agents.

Connect MCP-compatible clients and agents to the product’s exposed capabilities.

Get MCP access
03 / HEADLESS

For your workflows.

Operate without a graphical interface in unattended, scheduled or pipeline-driven work.

Set up headless access

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
EXAMPLE CUSTOMER WORKFLOW

Improve a supported engineering subproblem

A team has an existing candidate and wants to know whether a different improvement workflow earns its additional execution cost.

Illustrative use of the supported scope, not a customer case study or a measured result.
  1. 01

    Supply the model, starting candidate and matched evaluation budget.

  2. 02

    Apply the qualified GarmoForge workflow with the agreed engines.

  3. 03

    Compare feasibility, objective and full runtime against the starting approach.

EXPLORE THE WORKFLOW

A clear path
through the work.

Illustrative workflow. No customer computation is performed on this page.

01 / Analyze

Inspect the supported model’s structure and its starting solution.

IN YOUR WORKFLOW

Start with your task.
Agree the useful outcome.

Optimization engineers working on structured graphs, engineering subproblems or constrained decision workflows.

What you bring
The supported structured model, current candidate or baseline, compatible engines and acceptance budget.
What a useful evaluation measures
  • Original-model feasibility after improvement
  • Objective change relative to the starting candidate
  • Total time and resources including coordination
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 GarmoForge?

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 repaired region or improved candidate is not automatically a globally proven optimum. Cross-engine paths are qualified rather than assumed. The add-on price applies to one named workflow; broader deployment and engine rights need their own scope.

What comes with the selected license?

The agreed GarmoForge 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
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
ENGINE LICENSING$150,000–$300,000 / year

Indicative add-on for one named workflow in an existing licensed environment.

Licensing options
PUT GARMOFORGE 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
Related products, workflows and system connections +
ONE PLATFORM / OR A DIRECT PURCHASE

Checked Decisions
with GarmoForge.

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 capacity
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.

Explore decision programs
START WITH THIS PRODUCT

Use the software directly or ask us to scope the implementation.

YOUR NEXT MOVELET’S MAKE IT COUNT

Put it
to work.

One capability. A connected workflow.
A team to put it into practice.

patrick@garmolabs.com

FIND YOUR CAPABILITY