Toolsday

August 11, 2026 · Last updated on July 27, 2026

AI Toolsday: Real AI, Real Agile, Real Workflows

# Continuous Improvement

Practical AI workflows for Agile teams

Start with the Outcome, Not the Feature

It's tempting to jump straight into writing features when a new idea comes along. But before deciding what to build, it's worth taking a step back and asking what outcome are we trying to achieve?

This workflow uses AI to help explore business goals, customer needs, assumptions, and success measures before turning ideas into backlog items. By focusing on outcomes first, your team can have stronger conversations and build solutions that solve the right problems.

📌 Before You Start

The AI tools featured in this workflow are examples, not requirements. Every organization has different approved tools, security policies, and ways of working.

The goal of AI Toolsday isn't to recommend one specific product—it's to share practical AI workflows that you can adapt using the tools available to you. If your organization uses Microsoft Copilot, Google Gemini, Claude, ChatGPT Enterprise, or another approved AI solution, feel free to substitute those where it makes sense.

Focus on the workflow, not the tool.

🛠️ Tools Used

Claude

Claude excels at reasoning through complex ideas and asking thoughtful follow-up questions. It's a great partner for exploring business problems before jumping to solutions.

ChatGPT

Once you've clarified the desired outcomes, ChatGPT can help organize those ideas into Features, success measures, assumptions, and planning artifacts.

⚙️ How It Works

Step 1: Describe the problem—not the solution

Instead of asking AI to write a Feature, start by describing the situation.

For example:

"Our customers are abandoning the checkout process halfway through."

"Teams are struggling to identify dependencies early in PI Planning."

The more context you provide, the better AI can help you think through the problem.

Step 2: Explore the desired outcomes with Claude

Ask Claude to act as a strategic thinking partner rather than a content generator.

Have it explore questions such as:

What customer problem are we actually trying to solve?

What business outcome are we hoping to achieve?

What assumptions are we making?

What information are we missing?

What alternative approaches might accomplish the same outcome?

How would we know if we've been successful?

Rather than immediately proposing solutions, Claude helps slow the conversation down so you can better understand the opportunity.

Often you'll discover that the feature you originally imagined isn't the only—or even the best—way to achieve the outcome.

Step 3: Turn outcomes into actionable work with ChatGPT

Once you've clarified the desired outcomes, move those insights into ChatGPT.

Ask it to help you create:

A Feature description

Business benefits

Success metrics

Risks and assumptions

Questions to validate during refinement

Potential enabler work

A first draft of supporting user stories (if appropriate)

Because you've already done the strategic thinking, the resulting backlog items are much more likely to align with the value you're trying to deliver.

Step 4: Validate with your stakeholders

AI can help organize ideas—but only your stakeholders can determine whether you've identified the right outcome.

Review the proposed Feature with customers, Business Owners, Product Management, and your Agile teams.

Use the AI-generated outputs as conversation starters rather than final answers.

💡 Why Agile Pros Care

One of the easiest traps for any Agile team is jumping from an idea straight into implementation.

By using AI to explore outcomes first, teams can uncover hidden assumptions, consider alternative approaches, and define clearer measures of success before investing time in building the solution.

This leads to better conversations, stronger alignment, and ultimately better products.

💬 Prompt to Copy

You are an experienced Product Manager using SAFe principles.
I want you to act as a strategic thinking partner—not a solution generator.
Review the business problem below and help me better understand the desired outcomes before recommending Features.
Specifically:
Define the customer problem.
Identify the business outcome we're trying to achieve.
List any assumptions we're making.
Identify information we should gather before moving forward.
Suggest alternative approaches that could achieve the same outcome.
Recommend measurable success metrics.
Finally, propose a Feature description that aligns with the desired outcome—not just the initial idea.

Business Problem: Describe your challenge here.

✅ Try It This Week

Think about the next Feature your team plans to discuss.

Before writing a single user story, spend 10 minutes asking AI questions about the problem you're trying to solve instead of the solution you want to build.

You may discover new opportunities—or realize there's a simpler way to achieve the same outcome.

💬 Continue the Conversation

How often does your team start with a proposed solution instead of first defining the desired outcome? Have you ever changed direction after gaining a better understanding of the problem?

🤝 AI Toolsday Tip

AI is most valuable as a collaborator—not a replacement for your expertise. Use it to challenge assumptions, explore alternatives, and strengthen your thinking, but always validate decisions with your customers, stakeholders, and Agile teams.

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