Module 02 · 20 minutes
Sequencing
Sequence AI use cases by value, risk, effort, and timing.
Written and edited by Cahyanto Arie Wibowo. Last reviewed · version 1.2.
When is the idea of “Sequencing” most useful?
Leadership places Sequencing inside a realistic situation and follows the consequences of the choice. Separate facts from assumptions before applying Sequencing. This keeps a sophisticated label from covering up a poorly understood problem. Use the lesson to decide when Sequencing is useful and when a simpler approach is enough.
After this lesson
- Leadership places Sequencing inside a realistic situation and follows the consequences of the choice.
- Use the idea of “Sequencing” 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 “Sequencing” to examine that situation without treating a single term as the answer to every problem.
Leadership places Sequencing inside a realistic situation and follows the consequences of the choice. Sequence AI use cases by value, risk, effort, and timing. Connect the term to a decision someone genuinely needs to make.
Do not rush the choice
Two ways to look at Sequencing
Useful when
- Leadership places Sequencing inside a realistic situation and follows the consequences of the choice.
- Use the idea of “Sequencing” to interpret one realistic situation.
- Leadership places Sequencing inside a realistic situation and follows the consequences of the choice. 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.
Read the diagram as a map of Sequencing: begin with the context, follow the connections, and inspect the highlighted point before making a decision.
Let’s see how it works
Reading the situation in practice
Separate facts from assumptions before applying Sequencing. This keeps a sophisticated label from covering up a poorly understood problem. Begin with what can be observed, then separate facts, assumptions, and open questions.
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 “Sequencing”. Use the case as a thinking tool, not as proof that one solution fits every context.
Pause for a moment
What evidence could change this decision?
Answer before opening the discussion. Name one fact and one assumption.
Open the discussion
Leadership places Sequencing inside a realistic situation and follows the consequences of the choice. Separate facts from assumptions before applying Sequencing. This keeps a sophisticated label from covering up a poorly understood problem. Use the lesson to decide when Sequencing is useful and when a simpler approach is enough.
A tempting shortcut
A familiar term can still lead us to the wrong decision.
Why this can seem reasonable
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.
How to check it
Separate facts from assumptions before applying Sequencing. This keeps a sophisticated label from covering up a poorly understood problem. 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 Sequencing.
- 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.
Make one small decision with the idea of “Sequencing”. Record your reasoning, the limits, and the signal that would make you change course. 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
Make one small decision with the idea of “Sequencing”. Record your reasoning, the limits, and the signal that would make you change course. The larger module activity is: Build an investment portfolio and explain its order.
Summary
- Leadership places Sequencing inside a realistic situation and follows the consequences of the choice.
- 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.
- Value Exchange: Connect this lesson to Product Thinking and test the idea in another context.
- Disclosure: 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 “Sequencing”.
- Rules of Machine Learning: Google for Developers · official-guidance. Further evidence and context for checking the explanation in “Sequencing”.
- OECD AI Principles: OECD.AI · official-principles. Further evidence and context for checking the explanation in “Sequencing”.