ShipBuddy

Vibe Coding Got You This Far — Here’s What Unlocks Your Next Level

5/13/2025

Most solo devs don’t fail because they can’t code — they fail because they build things nobody wants.

And it’s no wonder: when you’re working alone, it’s easy to fall into code-first building. You get an idea, open your editor, and dive in. It feels like momentum. But too often, it leads to beautifully polished apps that solve imaginary problems.

You’ve got the playlist on. You’re in flow. You’re three hours deep into rebuilding your navbar.
But there’s no user. No signal. No one waiting to use what you’re building.

And yet — that flow state is powerful. The rise of tools like Lovable, Cursor, and Wireframe shows that “vibe coding” isn’t a weakness. It’s fuel. What we’re proposing is simple: don’t suppress that creative energy — augment it.

Enter: Vibe Product Management.

With tools like ChatGPT, solo devs now have access to world-class product thinking — not in theory, but in daily practice. And when you combine vibe coding with product strategy, you get something magical: momentum with direction.

Back in 2016, when I first got put onto Marty Cagan and product-led thinking, I would have killed for a tool like this. There was no AI coach I could talk to. No prompt that could help me write a customer outcome statement or challenge my riskiest assumptions. Everything had to be learned slowly, painfully, manually.

Now? You can get world-class product guidance from a chat window — if you know what to ask.

This is a workflow to help you do just that.

Steps to product validation

🧭 Phase 1: Start at the Top — The Problem, Not the Stack

The most common mistake? Starting with a feature, not a problem.

Before you open your editor, open your mind to this:

Who is this for? What are they doing today? And why is it painful enough to care?

Use AI like a discovery coach:

“Help me unpack this idea. I think it solves [X]. Ask me 5 tough questions to test whether this is a real pain point for someone specific.”

This forces you out of assumption mode. Let AI probe:

  • Who exactly experiences this?
  • What are they doing today?
  • Why hasn’t this been solved yet?
  • What’s at stake if it remains unsolved?

What you’re doing: simulating customer discovery — even before your first user call.

⚖️ Phase 2: Identify What Could Break

Once you have a problem worth solving, shift focus to what could go wrong. What assumptions are you making?

Use this classic Lean Startup move: make your unknowns explicit.

Use AI like a risk analyst:

“Act as a product strategist. Here’s my idea: [X]. Help me list the 3 riskiest assumptions about user motivation, behavior, and willingness to pay — and suggest quick ways to test each.”

AI will give you:

  • The critical assumptions (e.g. “users will pay for this” or “they’ll switch tools”)
  • Lightweight validation ideas (e.g. landing page, cold DM, pricing test)

What you’re doing: de-risking before you build — not after you launch.

✍️ Phase 3: Shape the MVP With Real Constraints

Now you’re ready to define the product. Not the app. The outcome.

Ask:

“What’s the smallest version of this idea that delivers the transformation?”

Use AI like a pragmatic product manager:

“Help me write a 1-sentence success story for a user. What was their life before? What changed? How do they describe the value now?”

Then:

“Based on that, help me define an MVP I can ship in 7 days that delivers that core transformation. Cut everything else.”

Force AI to help you slice:

  • What’s essential to deliver value?
  • What’s just UI chrome, analytics, or polish?

What you’re doing: focusing on outcomes, not completeness.

🧪 Phase 4: Validate With a Sharp Test

It’s not a product until someone reacts to it. You need signal — real user behavior, not likes or vibes.

Use AI like a launch strategist:

“Act as a lean validation coach. I want to test demand for [idea] this week. Give me a 3-day playbook including what to build (if anything), where to share it, and what signal to watch for.”

Expect output like:

  • Build: 1-page site with waitlist or buy button
  • Share: DM 10 people, post in 2 niche forums
  • Signal: 25+ signups, 3+ replies with pain language, 1+ prepayment

What you’re doing: shipping fast, measuring faster.

🧠 Phase 5: Refine Your Thinking — With AI as a Mirror

You’ve built something. Maybe even launched. Now you need reflection.

Use AI like a brutally honest co-founder:

“Here’s what I’ve built, here’s the response I got: [summary]. Act like Marty Cagan. Where am I still missing the mark on user value or focus?”

Or:

“Help me write a weekly review: What worked, what didn’t, what I should do next week. Be critical, not nice.”

Use the feedback loop. Paste in your own notes. Let AI challenge your blind spots.

Pro tip: If the AI’s answers feel too nice or surface-level, ask it to challenge you harder. Literally prompt it with:

“Be brutally honest. What’s weak or unclear? What would a skeptical product lead critique in my logic or approach?”

You’ll often unlock much deeper insights this way.

What you’re doing: building the habit of thinking like a product owner — not just a maker.

🔁 Bonus: Run It as a Weekly Loop

This isn’t a one-time workflow. It’s a loop.

  • Start at the top each week: What’s the pain?
  • Refine your assumptions
  • Shape the smallest testable outcome
  • Validate it
  • Reflect and go again

🧩 Final Thoughts

We’re not telling you to stop vibe coding.

We’re saying: vibe code your way into flow — and then use that same energy to vibe product manage the outcome.

Thanks to AI, the thinking behind books like Inspired (Cagan), The Mom Test, Lean Startup, and Obviously Awesome isn’t locked away in case studies or frameworks. It’s now a tool you can use — live, conversationally — to improve what you’re building today.

If you're already in flow, keep going. But now, you're not just expressing creativity — you're shaping products that matter.

This is vibe product management. And it’s available to everyone.

P.S. This mindset is exactly what ShipBuddy is built around.

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