MigrateForce Control
Explore the cost of model use across your portfolio.
MigrateForce Control is a model router and Skill-sharing product. It is in preview mode. We are seeking design partners to assess model spend and test the concept.
Portfolio recapture
Estimate potential model-spend reduction.
Estimate gross model-spend reduction from your assumptions. The estimate excludes the cost of routing, evaluation, and operation.
- Annual gross model-spend reduction
- $3.5M
- 48% of portfolio model spend
- Illustrative gross value at 12.0x
- $41.6M
- Spend today
- $7.2M
- Spend after routing
- $3.7M
This estimate uses your assumptions. It excludes router fees, evaluation, implementation, and operating costs. The gross value applies your exit multiple to the full reduction; it is not an estimate of EBITDA or enterprise value. Actual results depend on workload quality, costs, and whether savings last until exit.
Shadow audit
Evaluate the potential before routing.
01
Review spend
Anonymized billing data can help estimate current model spend. Billing data alone cannot establish which workloads pass an evaluation.
02
Evaluate workloads
A replay would require authorized workload samples, test cases, and evaluation criteria. Candidate models would be tested against those criteria.
03
Review results
A proposed report would distinguish measured results from estimates and show where more evaluation is needed. Production routing would require approval.
| Company | Workload | Your evals | Decision |
|---|---|---|---|
| PortCo A | Test generation | Passes on routed model | Route |
| PortCo A | Multi-file refactor | Fails two rubric checks | Keep on frontier |
| Bolt-on B | Contract field extraction | Passes on routed model | Route |
| Bolt-on C | Support ticket triage | Too few eval cases | Add evals first |
Skill replication
Explore sharing Skills across companies.
The proposed product would help companies share Skills that meet their evaluation criteria. Each receiving company owner would approve a rollout.
RFP and security questionnaire Skill
Cleared eval bar in PortCo A
- Bolt-on B · Midwest operationsApproved
- Bolt-on C · EMEA salesApproved
- Bolt-on D · Customer successAwaiting owner
- Platform · Revenue operationsApproved
Specimen rollout.
Governance
Controls to define with design partners.
Evaluation before routing
The proposed design would evaluate candidate models against the company’s tests and criteria before production routing.
Company approval
The proposed design would require each company owner to approve a Skill rollout to that company.
Spend controls
Company and function budgets are proposed controls. Their enforcement is not built or verified.
Data handling
Retention, access, and redaction requirements must be agreed and validated before a design-partner audit.
Design-partner audit
Discuss an audit for your portfolio.
Discuss your model spend and the data needed to evaluate workloads. Billing data can inform a spend estimate; a replay needs authorized samples, tests, and evaluation criteria.