The problem needs the right operation
Expected returns, risk estimates and holding, position and sector limits.
Constrained portfolio construction.
Industry application · Finance & marketsSPINFORGE / A GARMO LABS COMPANY
Customer outcomeBuild better plans and decisions ↗
THE PRODUCT, IN PRACTICE
Constrained portfolio construction.
Constrained portfolio construction. It is a SpinForge application for finance & markets, built on SpinForge + Atlas and delivered through a scoped engagement. Its current evidence: validated demo.
- BUILT FOR
- Asset managers, quant teams and robo-advisors.
CHALLENGES → PRODUCT RESPONSEThe problem you face.
The problem you face.
What the product changes.
YOUR CHALLENGEWITH PORTFOLIO ENGINE
A result must answer the original question
An answer detached from its original constraints or input is difficult to rely on.
All constraint checks are reported with the portfolio.
The comparison needs a defined scope
A capability or benchmark result is not a universal promise for a different workload.
Evaluate the selected input, resource budget, complete cost and required certificate against your baseline.
WHAT YOU GETA defined capability.
A defined capability.
A useful result.
Selected capability
Constrained portfolio construction.
Result
A portfolio that meets every limit, with each constraint check reported.
Access by engagement
Delivered through a scoped engagement on SpinForge + Atlas. A self-serve CLI or MCP interface is not published for this application.
Checked result
All constraint checks are reported with the portfolio.
SPINFORGE APPLICATION / EVIDENCE
Validated demo
20-asset universe, at most 8 holdings, positions 3% to 20%: all 7 constraint checks pass. Return and risk are not recorded in the demo.
Source: the application's demo record (GPU campaign box, June 2026). One small instance checked against the exact answer or a legality check; a demo is not a benchmark.
See finance & markets on its industry pageEXAMPLE CUSTOMER WORKFLOW
Use Portfolio Engine in a defined workflow
A customer brings one defined decision from their own work and wants a checked result for it.
Illustrative customer use—not a new benchmark or completed customer deployment.- 01→
Provide the original input and define the useful outcome.
- 02→
Run the application on SpinForge + Atlas within the agreed scope.
- 03→
Review the returned answer, original-input checks and completion state.
FIT & ACCEPTANCEStart with the task.
Start with the task.
Agree the useful outcome.
- What you bring
- Expected returns, risk estimates and holding, position and sector limits.
- What a useful evaluation measures
- +A result that meets every stated rule
- +The check reported with the result
- +Total time, memory and operating cost
- Delivery
- License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately.
QUESTIONS BEFORE BUYINGA clear scope.
A clear scope.
A clear relationship.
What is the important boundary?−
The demo records constraint checks, not return or risk; it is not a benchmark.
How is it priced?+
$45,000 per year for the application licence, for a named scope. Deployment runs through the $15,000 workload assessment or the $30,000 focused sprint. It is also included in its industry pack.
How do we get access?+
Delivered through a scoped engagement on SpinForge + Atlas. A self-serve CLI or MCP interface is not published for this application.
PUT THE PRODUCT TO WORK
Tell us what needs to improve.
Bring a task, an accepted outcome and the environment in which the product needs to work.
PRODUCT RELATIONSHIPS
Related, not interchangeable.
ONE PLATFORM
Choose a qualified workflow.
Select the capability you need directly or include its compatible role in a qualified platform workflow. Production scope identifies release, environment, capacity and support; a product count is not an entitlement.
Explore monthly plans See the system connectionsSTART WITH THIS PRODUCT
Use the software directly or ask us to scope the implementation.