TutorialsPrompt vs. Skill
Understand the difference between Prompt and Skill, and why complex PPT tasks need a Skill.
A Prompt fits one-off, partial tasks. A Skill is a workflow written for an agent, built for multi-step, repeatable tasks.
What is a Prompt
A Prompt suits single-turn or short flows and does four things:
States the task
Tells AI what to do this round.
Adds background
Provides necessary context.
Specifies the format
Agrees on what the output looks like.
Constrains behavior
Limits how this round works.
Summarize the survey data into 5 user pain points, each with data evidence and course takeaways.A Prompt can finish a partial task, but it drifts easily in complex tasks.
What is a Skill
A Skill is a workflow written for an agent. It fixes all of the following:
Work order
What comes first and what comes next.
Step inputs
What materials each step needs.
Step outputs
What each step produces.
Confirmation points
When the user must confirm.
Tool permissions
What each step may call.
Prohibited behaviors
What actions are not allowed.
Acceptance criteria
What counts as good enough.
Failure handling
How to recover after an error.
Think of a Skill as a standard operating procedure that AI can read and execute.
Prompt vs. Skill
| Item | Prompt | Skill |
|---|---|---|
| Suited tasks | One-off, partial tasks | Multi-step, repeatable tasks |
| Core role | Tell AI what to do this round | Define the full workflow |
| Stability | Depends on that expression | Reusable over time |
| Collaboration | One-shot output | Staged execution with confirmation |
| Risk control | Depends on prompt constraints | Built-in prohibitions and checks |
| Reuse cost | Rewrite every time | Fixed once, call repeatedly |
Why complex PPT tasks need a Skill
Making a PPT usually mixes many different kinds of tasks:
Understand materials
Read surveys, documents, screenshots, and old decks.
Judge the goal
Decide what this PPT must achieve.
Analyze data
Count, summarize, and find patterns.
Extract findings
Produce key conclusions backed by evidence.
Organize the narrative
String the findings into one thread.
Break down pages
What each page covers and uses.
Define visuals
Style, color, and layout rules.
Generate pages
Turn the outline into drafts.
Check logic
Does the thread hold together.
Verify data
Are numbers and sources consistent.
Iterate from feedback
Refine round by round.
If you try to do it all in one Prompt, common problems include:
- Generation starts before analysis is done
- Key judgments skip confirmation
- Data and conclusions get mixed
- The outline jumps around
- Pages look good but do not hold together
- Pages render but cannot be edited
- AI rewrites the user's words into a different meaning
- The final result cannot be traced back to the source material
The value of a Skill is fixing these stages in place, reducing randomness and omissions.