Use this when dashboards do not match, a workflow keeps failing, the cloud bill is confusing, or a project needs a credible plan.
A pipeline, handoff, report, or recurring data process keeps breaking or taking too long
The system is hard to explain, ownership is unclear, or the next architecture decision feels risky
The source data, metadata, access, or quality checks are not ready to support trusted AI output
Reports do not match, KPI definitions are unclear, or leadership does not trust the numbers