Start here

Start with the judgment, not the tool stack.

The AI Workshop is where I think out loud about practical AI, SaaS, and the systems behind real work. If you need help with any of this, hit me up at Digital Spirit.

№ 01

Find the drag

Look for admin work, repeated writing, scattered information, follow-up delays, and unclear handoffs.

№ 02

Use AI on one step

Ask AI to draft, summarize, classify, compare, or suggest. Do not automate the whole workflow first.

№ 03

Add the checkpoint

Decide who reviews the output, what they are checking, and what happens when AI is wrong.

What to ignore

Ignore anything that makes you feel rushed, behind, or dependent.

Common questions

Better mental models beat bigger tool stacks.

It can help with drafting, summarizing, classifying, routing, research, comparison, and first-pass analysis. It is most useful when the input and review standard are clear.