AI Productivity on Christa Burger

AI Productivity Is Too Vague. Show the Burden Removed.

Wed, 17 Jun 2026 00:00:00 +0000

“AI improves productivity” is true and also not very useful.

Productivity where?

Which burden got lighter?

What changed?

Did we reduce rework?
Did we prevent something from being forgotten?
Did we make decisions cleaner?
Did we improve evidence?
Did we reduce manual reconstruction?
Did we make the next step obvious?

That is what I care about.

Not vague productivity.

Specific relief with receipts.

This is how AI use cases should be explained.

Turn AI Output Into Infrastructure

Mon, 15 Jun 2026 00:00:00 +0000

The best AI outputs are not just deliverables.

They become infrastructure.

A meeting summary becomes a decision log.

A transcript becomes a content workflow.

A one-off checklist becomes a reusable control.

A draft becomes a communication template.

A messy brainstorm becomes a playbook.

That is where AI starts to compound.

Not when it helps create the thing.

When it helps create the thing that helps create future things.

That is leverage.

Chat Is the Workshop, Not the Warehouse

Fri, 12 Jun 2026 00:00:00 +0000

A lot of AI value dies in chat windows.

Good idea. Useful framework. Strong draft. Solid analysis.

Then it disappears into the scroll swamp, where all productive conversations go to become vaguely remembered.

This is a problem.

If AI creates something valuable, it should often become an artifact outside the chat:

A document
A template
A report
A workflow
A decision log
A playbook

Chat is a great workshop. It is a terrible warehouse.

Good AI Should Leave You With Something Usable

Wed, 10 Jun 2026 00:00:00 +0000

A good AI interaction should often leave behind something usable.

Not just an answer.

An artifact.

A checklist. A template. A decision log. A draft. A table. A playbook. A workflow. A reusable prompt. A meeting summary with owners.

The answer may help once.

The artifact helps again.

That is the difference between convenience and leverage.

I have become much more interested in asking:

“What should this become?”

A document? A template? A control? A process? A decision aid?

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.

Invisible Work Is Still Work, and AI Can Help Reveal It

Fri, 22 May 2026 00:00:00 +0000

A lot of work does not look like work.

Remembering is work. Noticing is work. Checking is work. Sequencing is work. Following up is work. Reconciling is work.

Holding the whole thing in your head so nothing explodes is definitely work.

It is just badly marketed.

AI gives us a way to make that labor visible.

Once visible, it can be structured.

Once structured, it can be assigned.

Once assigned, it can be improved.

AI Is Best at the Work Before the Work

Wed, 20 May 2026 00:00:00 +0000

Most of the burden is not the task.

It is the work before the task.

Finding the context. Reading the history. Checking the numbers. Remembering what happened last time. Figuring out who needs to care. Deciding what decision is actually needed.

By the time you start the “real” work, half your energy has already been mugged in the parking lot.

AI is very good at this layer.

It can:

Gather context
Summarize history
Compare versions
Surface changes
Draft the starting point
Identify the decision

This is not glamorous.

Reminders Are Not Systems: Building AI Rhythms That Actually Work

Wed, 13 May 2026 00:00:00 +0000

I have a deep affection for reminders. And planners. And all the other systems you can place around yourself to luxuriate in the feeling that you might be on top of things, if you just followed all the tasks and schedules you set for yourself.

I also have a profoundly consistent history of dismissing them and continuing with my life like the free bird that I am.

Two wolves live inside us all, my friends.

Most Knowledge Work Is Recurring Work Pretending to Be One-Off

Wed, 06 May 2026 00:00:00 +0000

Most work is recurring work pretending to be one-off.

The report. The summary. The review. The prep. The follow-up. The meeting notes. The risk explanation. The “can you just pull this together?”

We treat these as isolated events because nobody has time to stop and say:

“Wait. Why do we keep doing this from scratch?”

AI is very good at exposing that.

The first time, it helps.

The second time, it suggests a template.

How Small AI Requests Become Repeatable Workflows

Mon, 04 May 2026 00:00:00 +0000

In my journey of systematizing my life and reducing my decision load, I have learned to be suspicious of “small” AI requests, because many of them are secretly recurring workflows.

“Can you make this list?”

Sure.

But should this become a template? Should it recur weekly? Should it have owners? Should it pull from prior context? Should it produce a decision? Should it feed another workflow?

This is how a simple request can turn into an entire operational philosophy.

The Task Is Never the Task: AI and Hidden Workflows

Fri, 01 May 2026 00:00:00 +0000

One of the most annoying things AI has taught me is that the task is almost never the task.

In fact, much of my journey with AI has been analogous to If You Give a Mouse a Cookie.

I will ask for something simple.

A grocery list. A summary. A draft. A checklist. A content idea.

Very reasonable.

Then, unfortunately, the system reveals that this “simple task” is actually attached to a much larger creature.

When to Use a Broad AI Prompt and When to Get Specific

Wed, 22 Apr 2026 00:00:00 +0000

One of the fastest ways to creativity with AI is to say:

“Just help with this.”

I have done versions of this professionally, personally, creatively, and domestically, with varying degrees of grace and unnecessary tabs.

The reason this works so well is because it harnesses a principle about AI — the need for specificity — and flips it to your advantage.

When AI has no clear role, it tries to be helpful in every direction at once.

The Problem With One Giant AI Assistant

Mon, 20 Apr 2026 00:00:00 +0000

After 5+ years of experimenting with AI, one of my clearest lessons is this:

The answer is probably not one giant assistant.

I know. It’s a bit tragic, but you’ve tried it, I’ve tried it, and it doesn’t really work.

Eventually this will improve. But as of this writing, whenever you try to make one AI do everything, it eventually becomes a very articulate junk drawer.

It can summarize. It can draft. It can analyze. It can plan. It can hallucinate a project management structure with great confidence and light jazz energy.