Vibe Coding: What It Means for SaaS Timelines
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AIMay 2, 20265 min read

Vibe Coding: What It Means for SaaS Timelines

We use AI coding tools. Here's what changed.

The Change

We started using Cursor. Copilot before that.

Here's what changed for our development process.


What Vibe Coding Is

The Hype

"AI writes 80% of our code."

The Reality

AI assists. We guide. We review.

It's faster. But not autonomous.


What Changed

1. Prototyping Is Faster

Boring code: AI writes it. We review.

Boilerplate: Gone.

This saves 20-30% on prototyping.

2. Research Is Different

Need to implement Stripe? Ask AI.

Get a starting point. We verify with docs.

Faster, but not replacement for understanding.

3. Code Review Matters More

AI generates. We review.

The review takes time. But less than writing.


What Didn't Change

1. Architecture

AI doesn't design systems.

We still think through architecture.

AI generates. We evaluate.

2. Debugging

AI bugs are tricky.

It generates plausible-looking wrong code.

Human debugging still required.

3. Requirements

AI can't extract requirements from users.

We still do discovery.

AI generates what we specify.


The Honest Take

Vibe coding accelerates execution.

It doesn't replace thinking.

Use it. But don't skip the hard parts.


For SaaS Development

What AI Helps With

  • Boilerplate code
  • Simple CRUD
  • Test generation
  • Documentation

What AI Doesn't Help With

  • System design
  • Complex debugging
  • Understanding user needs
  • Business logic

AI is a tool. Use it well.

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