BI tools are brilliant for exploration. They are weak when operators need to act inside a workflow: approve, reassign, trigger a job.
Build a custom dashboard when the UI must match your process, write back to systems, or combine data no warehouse has yet.
Use off-the-shelf when
- Leaders want charts from a warehouse you already maintain.
- Read-only is fine.
- Filters are standard (date range, region, product).
Build custom when
- Operators approve or edit records inline.
- Data spans internal DB plus live API calls.
- Role-based views differ materially by team.
- Speed of action matters more than chart polish.
Scope v1
One role, one table view, three KPIs, two actions. Ship behind auth, iterate with the people who run the process daily.
Use this as a working checklist inside your team first. When the same steps repeat every week and spreadsheets start breaking, that is usually the moment to scope one founder-ready dashboard with the KPIs, cohorts and revenue signals your team actually uses as an owned system. See the relevant Standen service · More guides · SaaS ops audit.