Capacity on Christa Burger

Margin Is the Metric for Useful AI

Fri, 29 May 2026 00:00:00 +0000

I want to see more AI conversations include the word margin.

Not just time saved. Not just cost reduced. Not just output increased.

Margin.

Did this reduce decision fatigue?
Did it make the next right action clearer?
Did it prevent rework?
Did it improve trust?
Did it give someone enough capacity back to think?

That matters.

Speed without margin is just burnout with better tooling.

AI can absolutely help us move faster.

Automation Should Not Eat the Human

Wed, 27 May 2026 00:00:00 +0000

Automation has a suspicious habit of becoming another thing to manage.

You automate the workflow.

Then you monitor the automation. Then troubleshoot the automation. Then explain the automation. Then build a dashboard for the automation. Then attend a meeting about the automation.

At this point, the automation has not saved time.

It has developed a small administrative ecosystem and started charging rent.

AI needs a better standard.

It should reduce load, not relocate it.

AI Should Protect Aliveness, Not Just Increase Output

Mon, 25 May 2026 00:00:00 +0000

A lot of AI productivity advice seems to assume the goal is to become a more efficient toaster.

More output. More speed. More content. More emails. More dashboards. More lightly formatted urgency.

I am not interested.

The point of AI should not be to cram more sludge into the same calendar.

The point should be to create margin.

For better judgment. Better work. Better thinking. Better relationships. Better rest. Better stewardship.