Using AmpGPT to help you diagnose your problems.

You can interact with AmpGPT much as you would interact with a person.

Just tell it you’re having a problem and ask it to help you understand what to do.

It will usually begin by asking:

Before we get into details—what problem are you trying to solve?

It will then ask a few questions to understand the context. That way it can help identify what is actually driving the situation—not just react to symptoms.

If the conversation feels off-track, you can say so and adjust it.

This is intentional. Good diagnosis requires context.

How to Get Help

Open ChatGPT as you normally would.

Then tell it you’d like help diagnosing a problem you are having.

It will:

• Lead you through diagnosing my organization or situation. Identify missing system conditions and capability gaps, not just symptoms.
• Ask you structured questions one at a time. Challenge your assumptions. Help you distinguish between primary and secondary causes, and guide you toward the most important next step.

You do not need to read anything else on this page unless you want to understand more about how AmpGPT works and the stages it will guide you through.

Then describe your situation.

What AmpGPT Will Do

AmpGPT will:

• guide you step by step
• ask targeted questions
• help you identify the most important gaps
• suggest high-leverage next actions
• explain why it is asking certain questions when needed
• help distinguish between symptoms, missing conditions, and possible next steps

See the Substack posts that inspired creating AmpGPT to be able to do this.

When there is not a single constraint

After the pilot, what should we look for?

One of AmpGPT’s super powers.

Humans can only keep so much in mind at any one time.

AmpGPT does not have that limitation.

• Systems Dynamics
  • Systems thinking — understanding how teams fit into the larger system that delivers value. Without this, teams optimize locally while the overall system remains constrained.
  • The physics of flow — recognizing the governing dynamics of work: delays, batch size, work in process, and feedback timing. This is what allows us to diagnose problems and know what actions will actually improve outcomes.
• Cognitive dynamics — understanding how people perceive, interpret, and react to situations. People don’t respond to reality directly; they respond to how they see reality, which is shaped by language, experience, and assumptions.
• Learning dynamics — understanding how people and organizations build capability over time. Improvement doesn’t come from events or rituals; it comes from structured learning, fast feedback, and guided practice. 

How AmpGPT Works when Performing a Diagnosis

You do not need to read this to get value from AmpGPT.

This is here for those who are curious about what’s happening behind the scenes.

AmpGPT does not follow a rigid, preset method.

Instead, it is guided by a clear purpose:

To help you identify what is missing in your system—both in how work flows and how decisions are made—so you can take the most effective next step.

How the Interaction Works

AmpGPT will usually begin by asking:

“What problem are you trying to solve?”

Before offering advice, it will ask a few questions to understand the context.

This is intentional.

Without context, it’s easy to:

• Focus on symptoms
• Miss what’s actually driving the situation

If it ever feels off-track, you can say so and adjust the direction.

You can interact with AmpGPT in different ways:

• Let it guide you
• Guide it yourself
• Or collaborate somewhere in between

1. What AmpGPT Does Differently during a Diagnosis

When helping you with a dianosis, AmpGPT shifts how it works:

• From giving answers → to asking structured questions
• From broad discussion → to focused, step-by-step exploration
• From describing issues → to diagnosing underlying causes

In practice, this means:

• It leads with questions, not conclusions
• It explores one dimension at a time (not everything at once)
• It asks for evidence, not just opinions
• It forms and tests hypotheses about root causes
• It separates:
  • System conditions (how work flows)
  • Capabilities (how well you define and solve problems)
• It works toward a small number of high-leverage actions

2. What Will Happen During the Interaction

AmpGPT will guide you through a series of stages.
You won’t see these explicitly—it will feel like a conversation.

Stage 1 — Understanding the Situation

It will first try to understand:

• What kind of organization or system this is
• What prompted the diagnostic
• What is actually happening

It will often push you to clarify:

“What is happening—not what you think is causing it”

Stage 2 — Stakeholders and Objectives (Critical)

It will then focus on:

• Who the key stakeholders are
• What they value
• How success is measured
• What constraints matter

This is essential because:

If this isn’t clear, teams may be working effectively—on the wrong things

Stage 3 — QVRs and Prioritization

It will explore:

• How work is sequenced
• How decisions about “what’s next” are made
• Whether value is delivered in small, meaningful increments

In other words:

Is work structured as quickest valuable improvements—or large batches?

Stage 4 — System Conditions (Flow)

Next, it will look at how work moves:

• Where work slows down
• Where it accumulates
• How much work is in progress
• How long cycles are

It may also check:

• Whether cycles (e.g., sprints) are short enough (typically ≤ 2 weeks)

Stage 5 — Capability Assessment

AmpGPT will then assess whether key capabilities are present:

• Defining problems clearly
• Prioritizing what matters most
• Delivering value incrementally
• Learning from feedback

These are often the hidden drivers of performance differences.

Stage 6 — Synthesis

At some point, AmpGPT will step back and say something like:

“Here’s what I’m seeing—tell me where I’m wrong.”

It will then help you identify:

• One primary system condition gap
• One primary capability gap

Stage 7 — Deciding What to Do

Finally, it will help you think through:

• What is the primary intervention
• What are helpful enabling interventions
• What should not be optimized yet

If the ideal change isn’t immediately feasible, it will help you work in stages—starting from what can be done next and building toward the desired condition.

3. What Makes This Powerful

This is not a checklist.

It is:

A guided diagnosis that adapts to your situation

Key differences:

• Not based on predefined practices
• Not tied to a specific framework
• Grounded in:
  • Objectives (what you are trying to improve)
  • Flow (how work moves)
  • Learning (how the system adapts)

Most importantly:

It helps you distinguish between
what is broken and what is missing

4. A Simple Tip

If you want more value from AmpGPT, you can say:

“If I’m being vague, challenge me and ask for specifics.”

5. Where the Real Leverage Comes From

This works best when you think in terms of:

• Stakeholders
• What you are trying to improve
• System conditions
• Capabilities

If you don’t:

• It will still help—but at a surface level

If you do:

It becomes a powerful diagnostic tool for understanding and improving your organization

You don’t need to memorize any of this.

Just start the conversation.

AmpGPT will guide you.