Module 02 · 12 minutes

Use-Case Portfolio

Sequence AI use cases by value, risk, effort, and timing.

Written and edited by Cahyanto Arie Wibowo. Last reviewed 2026-08-24 · version 1.2.

What does “Use-Case Portfolio” mean in practice?

For Leadership, think of Use-Case Portfolio as a way to organize a decision, not as a label that settles the answer. Use Use-Case Portfolio as a thinking tool. If the evidence, owner, or limits are unclear, pause and ask a better question. Try Use-Case Portfolio on one small task, then write down what still needs to be checked.

A visual model for “Use-Case Portfolio” in Leadership: relationships matter as much as individual parts.

After this lesson

For Leadership, think of Use-Case Portfolio as a way to organize a decision, not as a label that settles the answer.
Use the idea of “Use-Case Portfolio” to interpret one realistic situation.
Explain the limits of the concept and the information that still needs to be checked.

Start with the situation

Understand the situation first. The label can come later.

Quick wins help an organization learn, but slower foundational capabilities may create more value later. This lesson uses the idea of “Use-Case Portfolio” to examine that situation without treating a single term as the answer to every problem.

For Leadership, think of Use-Case Portfolio as a way to organize a decision, not as a label that settles the answer. Sequence AI use cases by value, risk, effort, and timing. Connect the term to a decision someone genuinely needs to make.

See how the decision unfolds

Move from the situation to a choice others can review.

Situation

Decision

Quick wins help an organization learn, but slower foundational capabilities may create more value later. Identify the part of the situation most closely connected to the idea of “Use-Case Portfolio”. Use the case as a thinking tool, not as proof that one solution fits every context.

Review

Benefit estimates often omit the cost of review, integration, monitoring, and changing the workflow. This mistake often appears when a label is used before the problem is understood. Write down your assumptions so another person can review them.

Do not rush the choice

Two ways to look at Use-Case Portfolio

Useful when

For Leadership, think of Use-Case Portfolio as a way to organize a decision, not as a label that settles the answer.
Use the idea of “Use-Case Portfolio” to interpret one realistic situation.
For Leadership, think of Use-Case Portfolio as a way to organize a decision, not as a label that settles the answer. Sequence AI use cases by value, risk, effort, and timing. Connect the term to a decision someone genuinely needs to make.

Pause and check

Benefit estimates often omit the cost of review, integration, monitoring, and changing the workflow. This mistake often appears when a label is used before the problem is understood. Write down your assumptions so another person can review them.
Explain the limits of the concept and the information that still needs to be checked.

The stronger choice is the one whose evidence, owner, and limits can be explained, not simply the more sophisticated option.

Visual model

Map the parts before choosing what to do.

A visual model for “Use-Case Portfolio” in Leadership: relationships matter as much as individual parts.

Read the diagram as a map of Use-Case Portfolio: begin with the context, follow the connections, and inspect the highlighted point before making a decision.

Pause for a moment

What evidence could change this decision?

Answer before opening the discussion. Name one fact and one assumption.

Open the discussion

A tempting shortcut

A familiar term can still lead us to the wrong decision.

Why this can seem reasonable

How to check it

Use Use-Case Portfolio as a thinking tool. If the evidence, owner, or limits are unclear, pause and ask a better question. Begin with what can be observed, then separate facts, assumptions, and open questions.

Try it on your work

Try it with one small piece of real work.

Choose one real situation related to Use-Case Portfolio.
Separate what you can observe from what you are assuming.
Write one decision, its owner, and the evidence needed to review it.
Name the signal that would make you stop or change direction.

Write two examples that fit Use-Case Portfolio and one that does not. Explain the difference in your own words. The larger module activity is: Build an investment portfolio and explain its order. Keep the first version small enough for another person to review in a few minutes.

Quick practice

Write two examples that fit Use-Case Portfolio and one that does not. Explain the difference in your own words. The larger module activity is: Build an investment portfolio and explain its order.

Summary

For Leadership, think of Use-Case Portfolio as a way to organize a decision, not as a label that settles the answer.
Use examples and evidence to test your understanding.
Record the limits, risks, and conditions that should trigger another review.

Continue from here

Value and Risk: Continue the idea from Portfolio and Business Case with a closely related example.
Opportunity Mapping: Connect this lesson to Product Thinking and test the idea in another context.
Consent and Intellectual Property: See how the same decision changes when viewed through AI Ethics.

Sources and further reading

Artificial Intelligence Risk Management Framework: NIST · official-framework. Primary reference for the definition, evidence, or limits discussed in “Use-Case Portfolio”.
Rules of Machine Learning: Google for Developers · official-guidance. Further evidence and context for checking the explanation in “Use-Case Portfolio”.
OECD AI Principles: OECD.AI · official-principles. Further evidence and context for checking the explanation in “Use-Case Portfolio”.