Journey / The learning map
Give curiosity
a direction.
Over the next seven semesters, I want to learn the full journey from product ideation to launch, marketing, sales, and the work of running a business. AI is one tool in that journey. Listening, common sense, and practical experience matter at every step.
01 / A way to learn
Move between
thinking
and doing.
A clear problem gives each next step a purpose. I want to understand the people and the workflow, test the likely causes, and choose a useful change. From there, the question grows: who values the solution, who pays, and what makes it workable as a business?
Explore
Choose a question worth staying with. Read, observe, and look for the detail that a broad explanation misses.
Meet & listen
Find the people closest to the situation. Ask what happened, what made it difficult, and what they would approach differently.
Experiment
Identify the important assumption. Design a small, honest way to test it, with a clear limit on what the result can establish.
Build
Turn the learning into something tangible. A prototype, workflow, tool, or explanation should make the next conversation more useful.
Reflect & share
Record the evidence, the contribution, and the changed assumptions. Share a clear account, then use the response to choose the next step.
01 / Understand the opportunity
01What is really happening, and why does it matter?
What is really happening, and why does it matter?
I want to learn to define a problem before committing to a solution. That means understanding the person, tracing the work in order, examining likely causes, and separating evidence from assumptions. The clearer the definition, the more deliberately I can choose what to test.
Questions to ask
Who experiences the difficulty, when does it appear, and what does it cost them in effort, delay, money, or confidence?
A possible exercise
Map a specific situation from beginning to end. Mark the difficult step, possible causes, constraints, and missing information. Choose one explanation to investigate rather than treating the first explanation as settled.
A useful thing to make
A problem brief with the workflow, affected person, likely causes, constraints, and a priority to test.
02What happened the last time?
What happened the last time?
A conversation can reveal the part of a problem that a product idea overlooks. Learning to listen means asking about a real situation and giving the answer room to change the question.
Questions to ask
What did the person try, what mattered to them, and where did the difficulty appear?
A possible exercise
Prepare a short conversation guide. With permission, ask relevant people about a recent example, without pitching a solution first.
A useful thing to make
A set of observations with the context and limits of the sample.
03Why does the current way survive?
Why does the current way survive?
A spreadsheet, a familiar supplier, or a manual process may do important jobs that are easy to miss. A useful product has to earn its place alongside those habits.
Questions to ask
What works well today? What would someone lose by switching?
A possible exercise
Compare a proposed approach with the actual workaround across effort, flexibility, trust, and cost. Include the reasons to keep the old way.
A useful thing to make
An alternatives map grounded in the customer’s situation.
04What would show that the need matters?
What would show that the need matters?
A clearly defined problem still needs evidence that a solution would matter. I want to learn how to test the most important assumption: whether an improvement is useful enough for someone to change what they do, invest effort, or consider paying.
Questions to ask
What would the person do differently if this worked? Which behavior would support that expectation, and which result would challenge it?
A possible exercise
Choose a small test linked to the problem brief. Define what it can establish, the behavior to look for, and the result that would send the idea back for revision. Keep any promises within what can be delivered.
A useful thing to make
A test plan, evidence record, and decision about the next step.
02 / Build the product and its promise
05What should the first version help someone finish?
What should the first version help someone finish?
A product needs a clear job to do. The challenge is to choose a small enough scope to build while still giving a person a complete and useful experience.
Questions to ask
Who is it for? What should they achieve? What can wait?
A possible exercise
Sketch the path from a person’s starting situation to a useful result. Include one place it might fail and how they would recover.
A useful thing to make
A first-version brief and an end-to-end product flow.
06Where does AI genuinely improve the job?
Where does AI genuinely improve the job?
I want to learn the technology and the judgment around it. An AI-assisted approach needs to make sense after its setup, errors, checking effort, cost, and effect on the user are considered.
Questions to ask
Can the result be checked? What happens when it is wrong? Would a simpler approach serve the task better?
A possible exercise
Compare a conventional and an AI-assisted approach on the same low-risk task using public or sample information. Look at the complete workflow.
A useful thing to make
A practical comparison with quality criteria, limitations, and a reasoned choice.
07What does the idea need to become?
What does the idea need to become?
A sketch, a manual service, a clickable prototype, or a small piece of working software can make an assumption visible. I want to learn to choose the right level of building for the question.
Questions to ask
What should this version demonstrate? What is simulated? What remains untested?
A possible exercise
Make a narrow prototype and label its limits. If people try it, use sample information and observe the task before asking for an opinion.
A useful thing to make
A demonstrable first version and a record of what it revealed.
08What promise should people recognize?
What promise should people recognize?
Branding gives a product a clear place in someone’s mind. I want to connect the name, message, tone, and experience to a promise the business can actually keep.
Questions to ask
Who is it for, what does it help them do, and why should they believe it?
A possible exercise
Draft a positioning statement and a simple landing page for a hypothetical product. Check whether each claim matches what the product could deliver.
A useful thing to make
A brand and messaging brief tied to the customer and the product.
03 / Bring it to market
09What needs to be ready when the first person arrives?
What needs to be ready when the first person arrives?
A launch brings the product, the message, the channel, and the first experience together. I want to learn how to make that first encounter useful and how to learn from it.
Questions to ask
Who should hear about it first? What can they try? Where will questions or problems go?
A possible exercise
Create a small launch plan for a proposed product: audience, message, channel, onboarding, support, and a feedback question.
A useful thing to make
A launch plan with a clear first-user journey and learning goal.
10How does the right person discover the value?
How does the right person discover the value?
Marketing asks me to understand where a need already appears and how to explain the offer in that context. The interesting question is which message reaches a relevant person at a useful moment.
Questions to ask
What is the person trying to solve when they encounter the product? What would make the introduction credible?
A possible exercise
Compare three possible discovery channels. Draft a different introduction for each and explain the audience, context, and intended next step.
A useful thing to make
A focused marketing experiment with an audience, message, and measure of relevance.
11What does someone need before deciding?
What does someone need before deciding?
A sales conversation is a chance to understand fit, hesitation, and value. I want to learn how to ask useful questions, explain an offer clearly, handle objections, and agree on a realistic next step.
Questions to ask
Who decides? What matters in the choice? Which concern is still unanswered?
A possible exercise
Role-play a conversation around a hypothetical product. Practice understanding the situation before presenting the offer, and note where the promise needs clarification.
A useful thing to make
A discovery guide, a clear offer, and a simple sales process.
12Can the value support the business?
Can the value support the business?
A price connects what a customer receives with the cost of delivering it. I want to understand the relationship between pricing, acquisition, margins, cash flow, and the effort a business requires.
Questions to ask
Who pays? What does delivery cost? Which assumptions change the economics most?
A possible exercise
Build a simple hypothetical model with clearly labeled assumptions for price, demand, acquisition, delivery, and support. Test how the picture changes.
A useful thing to make
A basic business model with visible assumptions and unanswered questions.
04 / Run, learn, improve
13Can the promise survive an ordinary busy day?
Can the promise survive an ordinary busy day?
Orders, support, suppliers, data, and handoffs become part of the product people experience. I want to understand the operating work that keeps a business dependable after the launch.
Questions to ask
Where can a delay or mistake break the promise? Who owns the response?
A possible exercise
Map a hypothetical service from request to completion. Identify the hidden steps, costs, responsibilities, and recovery paths.
A useful thing to make
An operations map and a plan for handling common failures.
14What makes the experience worth choosing again?
What makes the experience worth choosing again?
The next purchase or use can reveal something the launch could not. I want to learn how to connect customer feedback, product quality, service, and sensible measures of repeat value.
Questions to ask
When does the need recur? What would make returning useful? What is the easiest alternative?
A possible exercise
Map the first and second use of a hypothetical product. Separate a recurring need from novelty, reminders, and temporary incentives.
A useful thing to make
A repeat-use hypothesis and a short list of improvements worth testing.
15What should change in the next attempt?
What should change in the next attempt?
The point of the journey is to build judgment alongside practical skills. Each project should leave a clearer understanding of the customer, the product, the business, and my own contribution.
Questions to ask
Which assumption changed? What worked? What remains uncertain? Who helped shape the work?
A possible exercise
Review the evidence and write a short decision note. Credit collaborators and choose whether to continue, simplify, change direction, or stop.
A useful thing to make
An honest project reflection and a reasoned next step.
03 / A record worth keeping
Make the learning
visible.
A useful project record should show how the problem became clearer, why I chose an approach, and what the attempt revealed. I want to connect the evidence to the next product or business decision, with my contribution and the unresolved questions visible.