Why MVP Became an Excuse to Ship Broken Products (And What Project Managers Can Do About It)

There is a meeting that happens in almost every organization. Someone presents a new product or feature. The slide says “MVP.” The room nods. The timeline gets approved. And a few weeks later, something gets shipped that confuses users, creates no real feedback loop, and gets quietly shelved.

Then the team moves on to the next thing.

Sound familiar? If you have spent any meaningful time in project or product management, you have probably been in that room. Maybe you ran it.

The Minimum Viable Product was never supposed to be this. But somewhere along the way, it became exactly this.

The original idea was actually good

Eric Ries popularized the MVP concept in The Lean Startup. The logic was elegant and practical: instead of building the full solution based on assumptions, you test your riskiest assumptions early. You build something small enough to be fast, but valuable enough to teach you something real.

The key word nobody talks about anymore is viable.

Viable does not mean pretty. It does not mean complete. But it does mean useful to someone. It means that a real person, with a real problem, can pick this thing up and get some value out of it. Without that, you are not running an experiment. You are just releasing something unfinished and hoping for the best.

The point was never to ship fast. The point was to waste less. To learn before you invest too much. To replace guessing with evidence.

That distinction matters more than most teams realize.

What happened to the concept

Here is the honest answer: pressure happened.

In organizations under deadline pressure, the things that look like progress get rewarded. Shipping something looks like progress. Thinking, researching, talking to users, designing a proper learning loop… those things are invisible. They do not show up on a status report.

So teams learned to label whatever they built as an MVP, regardless of whether it was designed to teach anything. The word became a badge, not a method.

Daniel Kahneman’s work on fast thinking helps explain why this pattern is so sticky. When people are stressed and under pressure, they default to mental shortcuts. “Just ship” became the shortcut. “Just label it MVP” became the justification. And because everyone in the room was using the same shortcut, nobody stopped to ask the harder question: what exactly are we trying to learn here?

Fast thinking is not the same as smart thinking. That is a distinction that can cost a team months of wasted effort.

The PM’s specific problem

Project managers sit in an interesting spot in this dynamic. We are often the ones managing the delivery, but not always the ones defining the learning objective. That creates a real risk: we can execute an MVP brilliantly on time, on budget, and still have it produce zero useful insight.

That is a project success and a product failure at the same time.

The tension is real. Stakeholders want to see delivery. Sponsors want progress. Leadership wants results. And when the team has done the work and shipped the thing, it feels wrong to say “but we didn’t actually learn anything.”

But that is exactly the conversation that needs to happen.

If you are managing a project that includes an MVP release and no one has clearly answered what you are trying to learn, or who you are learning it from, or how you will know if the learning happened… then the delivery is not what it appears to be. You are not delivering an MVP. You are delivering a release with an MVP label on it.

What a real MVP actually requires

Three things. Just three.

First, it has to offer some genuine value to a real user. Not to a stakeholder. Not to an internal tester. To someone who actually has the problem you are trying to solve. Even if the value is small, it has to be real. Otherwise, you will not get real feedback. You will get silence, politeness, or vague confusion.

Second, it has to create a real learning opportunity. This means defining, in advance, what behavior you are trying to observe. Not “do people like it,” but “do people use it to solve the problem?” Not “would they pay,” but “what did they do before this, and how did this compare?” The goal is behavior, not opinion.

Third, it has to respect the user’s time. People remember when a product feels broken or unfinished. They hesitate the next time you ask them to test something. Every bad MVP makes the next one harder.

These are not complicated standards. But they require something that pressure tends to eliminate: clarity of purpose before the build starts.

A reinforcing loop nobody talks about

In systems thinking, there is a pattern called a reinforcing loop, where one effect amplifies the next. The degraded MVP creates a version of this that is quietly destructive.

A rushed MVP lands with poor quality. Users disengage. The team gets no useful signal. That creates pressure to try again, faster. The next MVP is rushed too. Users disengage again. Trust erodes. Engagement drops further. Soon, the team is just throwing things at the market and hoping something sticks.

That is not innovation. It is guessing with a process name attached.

The loop is hard to break once it starts because the symptoms look like a product problem, when the root cause is a planning problem. The question “what are we testing and why” was never answered clearly enough. And that is very much a project management conversation, not just a product management one.

What this looks like in practice

Strong teams that use MVPs effectively share a few habits.
They define the learning objective before writing a single line of code. Not “let’s build X and see what happens,” but “we believe Y is true, and this experiment will confirm or challenge that belief.” That sentence changes everything about how the release is designed.

They test with the right people. Not the most available people. Not internal employees with bias toward the product. Actual users who are close to the problem and have no stake in making the team feel good.

They keep scope small but thinking sharp. A narrow solution. A focused value proposition. A short loop between release and response. And they actually close the loop, which means setting aside time to review what happened, not just what shipped.

And when a leader in those teams presents an MVP, someone in the room always asks: “What specifically will we learn from this, and how?”

That question is uncomfortable if the answer is not ready. But it is the most important question a project manager can ask before approving a release plan.

Bringing it back

The MVP concept is not broken. The way many organizations use it is.

The fix is not complicated. Before any release labeled an MVP, ask three questions out loud:

Does this version offer real value to someone who actually has the problem?

Will it teach us something important that we do not already know?

Are we being honest about what we are testing and why?

If the answer to any of those is no, it is worth pausing. Not to kill the initiative. But to name what it actually is: a draft, a prototype, a first pass. Those things are fine. They have their place.

What they should not be is a learning mechanism, because they will not function as one.

The word “viable” is still in there. In the name. Every time the method is used, that word deserves respect.

Not just building something. Building the right something.