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TAKE7 MIN READFeb 5, 2026

AI Is a PM Superpower, Not a Feature

AI didn't make me a developer. It closed the gap between thinking and making.

I used to have ideas I couldn't build. Not because they were bad. Because I didn't have the skills to make them real. I could write a PRD. I could sketch on a whiteboard. But the gap between what I could imagine and what I could actually show someone? Huge.

That's changed. AI didn't make me a developer. It made me capable of making things real.

Wireframe to clickable prototype: Prototypes built to test flows with real scenarios.

The old problem

PMs are translators. You take customer problems, turn them into specs, hand them to people who can actually build things. Then you hope the output matches what you had in your head.

The friction was everywhere. Want to test a flow? Wait for design. Need data to support a hypothesis? Wait for an analyst. Have an idea for how something should work? Write it in a doc and hope it lands.

That process wasn't broken. It was slow. And a lot of ideas died before anyone could react to them.

What changed

AI closed the gap between thinking and making. Not all the way. But enough to matter.

I'm not a software engineer or a designer. But I stopped being the bottleneck between idea and artifact.

I use DALL·E & Midjourney to generate rough visual concepts. Not final assets. Enough to show direction without describing it poorly in a doc.

Figma Make and v0 let me go from rough idea to interactive mockup fast (like unnecessarily fast). I'm not designing. I'm generating something a designer can react to. "Yes but actually like this" beats starting from my terrible sketch every time.

Cursor changed the backend story. I can build working prototypes with real data flows. Not production code. But functional enough to know if the idea holds up when you actually click through it.

When I need something that talks to an API or processes real inputs, I wire up the API calls/payloads directly (OpenAI/Anthropic/etc.). Not a demo. It works.

Output from an AI-driven dynamic scenario generator. Built with Cursor to test flows with real data.

What it's not

AI doesn't replace your team. My prototypes are throwaway. They're for testing ideas, not shipping to production.

Engineers still own architecture, security and scale. Designers still own systems thinking, accessibility and polish. Analysts still own data.

What AI does is let me test ideas before I ask anyone to build them. Less wasted cycles. Better starting points.

I'd rather show up with something real and wrong than something abstract and "maybe right."

Why it matters

PMs who use AI well show up differently. They bring working prototypes to roadmap discussions. They answer their own data questions before the meeting. They show what they mean instead of describing it.

The job doesn't change. You still need to understand customers, make prioritization calls, align people and ship. But the artifacts change. And the conversations get better when you can show instead of describe.

Going deeper

That stack covers most PM work. But if you want to go further, there's more. I use Ollama for local model inferencing when I want to test ideas without API costs or latency. HuggingFace for model tuning when a generic model isn't cutting it.

You don't need to go this deep. But if you're the kind of PM who wants to understand how things actually work, the tools are there.

Side note

And let's not even talk about what it's done for my SQL. I went from Slacking the data team like it was a customer support line to quietly pulling my own queries like a functioning adult. Every analyst I've ever worked with is breathing easier.

The point

The gap between what I can imagine and what I can make real got a lot smaller. That's not AI replacing my job. That's me getting better at it.

Progress matters more than polish. I'd rather have something real to react to than a perfect spec no one's seen yet.

If you're a PM who builds, you already know. If not, start. AI isn't a feature on your roadmap. It's a superpower for the person driving it.

vibe coded withlove·Cary, NC·mistakes my own