From Ambiguous Requirements to Shipped Software
Most software projects do not begin with a clean specification.
They begin with a sentence like: “We need a dashboard for this,” “Can we automate this process?” or “Users are struggling with the current flow.”
The difficult part is rarely writing the first line of code. The difficult part is turning a vague request into something the team can build, test, and actually use.
That process is where a lot of product work happens.
The first requirement is usually a direction, not a solution
When someone asks for a new feature, they are often describing the pain they can see. That does not always mean the proposed solution is the right one.
A request for “a dashboard” may really mean that a team cannot see what is happening. A request for “AI automation” may mean that people are spending too much time copying information between tools. A request for “a better onboarding flow” may mean that users do not understand the product’s first useful action.
Starting with the problem gives the project room to find a better solution.
I usually try to clarify four things before going too far:
- Who has the problem?
- What are they trying to accomplish?
- What is making it difficult today?
- What would make the first version useful enough to release?
This does not require a long workshop or a fifty-page document. It requires a short, honest conversation before assumptions turn into weeks of development.
Write down the decisions, not just the tasks
A backlog can tell you what needs to be built. It does not always explain why.
For complex work, I find it useful to write down the core decisions in plain language. What is included in the first release? What is intentionally out of scope? Which data is the source of truth? What happens when an external service fails? Which user roles can access the feature?
This creates alignment without turning the project into bureaucracy.
It also makes later conversations easier. When a new idea appears halfway through development, the team can compare it against the original goal instead of reacting to whichever request is most recent.
Find the smallest version that creates real value
The first release should not try to prove every possible use case.
A better question is: what is the smallest version that lets a real user complete a meaningful task?
For an internal tool, that may be replacing one manual spreadsheet workflow. For a customer-facing product, it may be helping users reach the main action without needing support. For an automation, it may be producing a reliable recommendation while keeping the final decision with a human.
A narrow first version is not a compromise. It is how you get real feedback before the system becomes expensive to change.
Keep engineering close to the real workflow
Requirements become clearer when engineers can see how people actually work.
A process described in a meeting can sound simple. The real process may include workarounds, exceptions, data that arrives late, and steps that only one experienced person understands. Those details are easy to miss if development happens too far away from the people using the product.
This is why I value working closely with product owners, operators, and end users. It shortens the feedback loop and prevents the team from building something that technically matches the request but does not fit the daily workflow.
Shipping creates the next requirement
A release is not the end of the thinking process. It is the first moment when the team gets evidence.
Once users interact with a feature, priorities become more concrete. You can see where they hesitate, which data they trust, what they ignore, and what they ask for next. That feedback is much more useful than trying to predict every future need at the beginning.
Good product development is not about eliminating uncertainty. It is about reducing uncertainty in the right order.
The goal is simple: turn an unclear problem into a useful first version, ship it with confidence, and keep improving it based on what people actually do.