These tools belong in sequence, not in conflict
Use Case Foundry is for the decision work before implementation: which workflow matters, what evidence supports it, what makes it defensible, what approvals apply, and what evaluation or pilot boundary should exist. Azure AI Foundry is for the build and runtime work after that decision is made.
A practical sequence
- Run a use-case workshop or assessment in Use Case Foundry.
- Review the evidence-backed roadmap and reject generic ideas early.
- Choose one candidate and define the blueprint, evaluation plan, and pilot boundary.
- Hand the package to the Azure delivery team for architecture, model, and environment work.
What the handoff should already contain
- The workflow and business objective.
- The evidence behind the priority.
- The data and system assumptions.
- The evaluation cases and pass thresholds.
- The human-approval boundary and unsafe-action rules.
What this page is not claiming
Use Case Foundry is not Azure AI Foundry, and it does not replace implementation tooling. It helps teams arrive at Azure with a better problem definition and a more credible handoff.