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Business analytics

Dashboard Commentary
Managed AI Workflows.

Prepare concise explanations of dashboard movements using verified data and explicit context.

THE OPPORTUNITY

Start where the work
gets held up.

A chart shows what changed but may not explain data gaps, revised definitions or the business events behind the movement.

Help owners produce a useful narrative without pretending every pattern has a known cause.

A WORKFLOW WORTH EXPLORING

Approved dashboard snapshot-to-commentary draft

A report owner selects a reporting period and audience.

Describe material changes and separate supported explanations from questions for investigation.

WHERE JUDGMENT BELONGS

Make the review point explicit.

An analyst verifies figures and business owners approve interpretations within their responsibility.

Work within the real constraints.

Do not fabricate causes or conceal small samples and missing data. Distinguish absolute changes from percentage changes.

Success needs
a useful measure.

Measure calculation mistakes, unsupported explanations, missing limitations and reporting effort.

Before expanding the workflow, compare the result with the current process. Include review effort and exceptions in that comparison so the improvement reflects the team's actual experience.

Read the implementation guide ↗
CHOOSE THE RIGHT SUPPORT

Build it. Build with us.
Or have us manage it.

The workflow stays centered on your business. The engagement determines who learns, implements and operates it.

DIY

Your team owns the build.

Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.

Explore the $2,500 package ↗
DFY

We manage the foundation.

Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.

Explore managed delivery ↗
START WITH YOUR WORK

Where is your team
doing too much by hand?

Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.