Aberrant AI

Process Template / Process template

Management dashboard requirements template

A template for defining management questions before building charts, KPIs, and data pipelines.

Article

Practical guidance, not generic AI commentary.

Start with decisions

A dashboard should answer decisions, not display every available field.

For each metric, write the decision it supports and the action it should trigger.

Define KPI ownership

Each KPI needs a source system, owner, refresh frequency, calculation rule, and exception threshold.

Design for exception visibility

Strong dashboards show blocked work, delayed approvals, aging items, missing documents, and unusual movement before summary totals.

Related

Keep reading.

Process TemplateProcess template

Automation audit checklist

A checklist for capturing workflow triggers, owners, tools, data movement, approvals, exceptions, reporting, and risk.

1 min readMay 2026
Read

Build Dashboard Requirements

If this describes your problem, the next step is to shape a focused AI/product build path.