HANDS-ON WALKTHROUGH / ABOUT 3 MINUTES
Make the dashboard earn its place.
Try the same transformation you saw in the story. Every action uses prepared sample data.
The numbers are here. The answer isn’t.
Revenue is growing. But is that growth healthy? A scattered dashboard puts the work of finding the answer on its reader.
SaaS metrics · Working draftIllustrative data · Aug 2026
Ending MRR$104k+4.0% vs. July
Net revenue retention94.0%Existing customer revenue
New business MRR$10kAugust contribution
Ending MRR
What drove the $4k increase?
- New business+$10k
- Expansion+$8k
- Contraction−$4k
- Churn−$10k
Net change+$4k
$100k in July → $104k in August
Where this fits in your workspace
The live builder uses your configured semantic catalog, access rules, and AI provider. This walkthrough illustrates the updated builder’s redesign workflow. You review and apply proposals; the sample controls do not call AI or change a real dashboard.
For source preparation and staged-version review, open Ingest. For the reasoning behind the design, read the field guide.