Planned demos
- Workflow scoring canvas.
- Context pack builder.
- AI readout quality checker.
- Forecast variance explainer.
- Source conflict resolver.
Design rule
Each demo should show what changes in the workflow: what stays human, what belongs in deterministic tools, and where AI earns its place.