Learn AI automation: start with your work, not a tool

4 min readUpdated Skillshop operator and creator of the Maker Evan YouTube channel

Translated from Korean. View original. Some screenshots are available in Korean only.

If you are new to AI automation, choose one small task you do often. File renaming or a weekly report is a good starting point because inputs and results are easy to check. Make a real output with one tool, then learn about the part where you got stuck.

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스킬샵 홈 화면. 검색창과 카테고리 아이콘, 추천 배너가 보인다.
스킬샵에서 관련 작업의 스킬과 사용 예시를 살펴볼 수 있어요.

List work you repeated this week

Write down tasks you perform in the same order each time. Use concrete actions such as copying data, organizing columns and preparing a report in a standard format.

Choose one task whose input and result you can compare. Having an input file and a finished example also makes a first request easier to write.

This week’s workWrite each task down rather than relying on memory.
Repeated workMark tasks done in the same order each time.
Checkable workKeep tasks whose results you can verify.
One task to delegateChoose one as your first candidate.
List tasks you perform in the same sequence each time.

Apply a lesson to your own work

When following a lesson, examine why the steps are ordered as they are, not only where buttons are. Note what differs in your own files or work so you can adapt the method.

After trying once, find a lesson or official documentation about the part where you got stuck. Knowing whether the problem is file upload or output format makes the right explanation easier to choose.

Learning a lesson first
  • Someone else’s conditions may not fit your work
  • Check current instructions if the interface changes
  • It is easy to forget without a use case
Trying your own task first
  • You know precisely where you got stuck
  • You can ask a concrete question about your work
  • You can choose the explanation you need
Learn why the steps are in that order, not only where buttons are.

Check the first output all the way through

Start small: one file or a short document. Save and open the result to see if it is actually usable.

Try one tool on the task before comparing several. If the result is wrong, identify whether the input, request or output differs and fix one part at a time.

One taskChoose one small file or short document.
One toolCompare tools after a complete first run.
All the way throughUse the result in real work instead of stopping at creation.
Start with a small scope, such as one file or a short document.

Add tools when a capability is missing

Start with an AI tool that can read files and save results. If you prefer not to install anything, first check the file capabilities of a tool you already use.

If you need data from an external service, investigate a connection; if you need the same procedure each time, investigate a skill. Identifying the missing capability first makes the setup easier to manage.

Tool or settingWhen to use itPurpose
AgentFor a first taskCheck whether it can read files and save results.
ConnectionWhen external service data is neededPrepare an authorized way to retrieve data.
Procedure or skillWhen repeating the same taskRecord inputs, steps, output format and validation.
Try the task with one tool before adding a missing capability.
AgentStart with oneCheck whether it can read the needed files and save results.
ConnectionWhen reach is missingAdd one if the task needs external data.
ProcedureWhen results varyRecord the sequence in a file to reuse it.
Start with a tool that can read files and save results.
Install Claude Code in Anthropic's English documentation
An example from the official documentation. Check the current linked setup guide.Source: Claude Code documentation
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Claude Code 설치 절에 네이티브 설치·Homebrew·WinGet 탭이 있고, macOS·리눅스·WSL 은 curl 한 줄, 윈도우는 PowerShell 과 CMD 용 명령이 따로 붙어 있다.
공식 문서의 화면 예시예요. 현재 설정은 연결된 공식 안내에서 확인해 주세요.출처: 클로드 코드 공식 문서 · 빠른 시작

Check how much time you actually save

Record work and review time before and after automation. If a draft is fast but corrections take longer, revise the request or procedure.

Automation does not guarantee revenue. Consider how you will use saved time, tool charges and management time when deciding whether to continue.

AutomationFinish a task in less time.
Time savedInclude execution and review time.
Use of that timeUse it for judgment and sales.
RevenueMeasure actual business results separately.
Record both task and review time before and after automation.

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스킬샵 크리에이터 페이지 화면. 스킬을 만들어 파는 사람들의 프로필 카드가 늘어서 있다.
관련 스킬과 제작자, 사용 예시를 살펴볼 수 있는 스킬샵 화면이에요.

Record procedures your team can reuse

Turn a successful request’s inputs, steps, output format and review items into a document or skill. Put it somewhere the team can find and include examples.

Have another team member run it on the same inputs to find missing explanations. Record why results changed and what rules were updated for future reference.

Passing instructions verbally
  • Results may differ between people
  • A new owner may need the explanation again
  • Each new arrival needs another explanation
Recording the procedure
  • New teammates can follow the file
  • They can consult it when stuck
  • An update can inform future work
Record inputs, steps, output format and review checks from a successful request.

Choose a similar task next

Once the first task works reliably, choose a second with similar inputs or output format. You can reuse the method you learned.

You can also inspect procedures in public skills. Before reusing one, check required tools and permissions and test with an example relevant to your work.

Second taskReturn to the list and pick the next one.
Existing procedureInspect someone else’s sequence for missing steps.
Choose a second task with similar input or output once the first is stable.

Choose another skill from the catalog for your next trial.

View original Korean screenshot
스킬샵 카탈로그에서 무료 필터를 켠 목록 화면. 카드마다 썸네일과 별점, 사용자 수가 붙어 있다.
다음 한 바퀴는 목록에서 하나 더 골라 돌면 된다.

Frequently asked questions

Should I take a course before trying AI automation?

A course can help, but applying a method to your own work gives you more specific questions. Try a small file, then find official documentation or a lesson for the step where you got stuck. Learn why the steps are ordered that way.

How do I start?

Pick one repeated task whose input and result you can compare. Use a small file or document, save the result and use it. If it is wrong, identify the difference in the input, request or output.

Can AI automation make money?

Automation does not guarantee revenue. Consider work and review time, tool charges and management time. Check how you use saved time and actual business results before deciding to continue.

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