The "vibe coding will kill SaaS" narrative is everywhere right now, and I think it's completely wrong. Yes, anyone can spin up a Lovable or Bolt.new project in an afternoon. But there's a fundamental confusion happening: people are mistaking software products for software businesses. SaaS was never really about the software — it was always about the service, the operations, the years of edge cases and integrations and customer conversations that make a product actually work.

In this episode, I break down why vibe-coded solutions fall apart the moment real customers show up, why "comprehension debt" is the hidden killer of AI-built projects, and how we might need to shift our messaging to make the invisible 20% of our work visible to buyers who now think they could build everything themselves.

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/vibe-coding-wont-kill-saas/
The podcast episode: https://tbf.fm/episodes/427-vibe-coding-wont-kill-saas

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

Jack Ellis recently shared that storing page views and custom events in separate database tables was his biggest mistake at Fathom Analytics. That got me thinking about my own data modeling decisions at Podscan—choices I made on day one that now, two years and 45 million episodes later, either enable or constrain everything I build.

Today, I'm exploring how your data model doesn't just store information, it fundamentally shapes how you think about your product. From the simple decision of whether to include teams in your authentication system to the complex realities of running full-text search across terabytes of transcript data, I'll share the migrations, the blue-green deployments, and the hard lessons about building flexibility into both your infrastructure and your founder mindset.

I'm running a time-limited Black Friday sale of The Bootstrapper's Bundle: all my books, all my courses, all formats, for $25 instead of $100+. Grab it here: https://tbf.link/bff

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/how-your-data-model-shapes-your-product/
The podcast episode: https://tbf.fm/episodes/426-how-your-data-model-shapes-your-product

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

AI systems change constantly. Models get deprecated, APIs shift, and what works today might fail tomorrow. Instead of trying to keep up with everything, I've built my systems for permanent adaptability.

That means migration patterns that let me run old and new prompts side by side, using OpenAI's hidden Flex tier to cut costs by 50%, front-loading repeated data in prompts to maximize cache savings, and implementing circuit breakers so runaway AI costs can't blow up my bill. These aren't optimizations — they're how you run AI in production without losing your mind or your money.

I'm running a time-limited Black Friday sale of The Bootstrapper's Bundle: all my books, all my courses, all formats, for $25 instead of $100+. Grab it here: https://tbf.link/bff

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/ai-best-practices-for-bootstrappers-that-actually-save-you-money/
The podcast episode: https://tbf.fm/episodes/425-ai-best-practices-for-bootstrappers-that-actually-save-you-money

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

After 20+ years as a software developer, AI coding assistants revealed a shocking truth: I never actually loved coding—I loved what code could accomplish. In this episode, I explore how transitioning from hand-crafting every line at Podscan to orchestrating AI-generated code exposed the fundamental difference between developers who cherish solving technical puzzles and entrepreneurs who prioritize shipping features that drive business value. 

This shift from programmer to orchestrator isn't just about tools; it's about letting go of a carefully constructed identity and embracing that for software entrepreneurs, pristine code was never the goal—rapid deployment, customer value, and business growth always were. If you're struggling with AI coding tools or clinging to perfectionist coding standards, this perspective might fundamentally change how you view your role as a technical founder.

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/i-never-really-loved-coding-and-only-ai-made-me-realize-it/
The podcast episode: https://tbf.fm/episodes/424-i-never-really-loved-coding-and-only-ai-made-me-realize-it

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

What if your customers can't care about your advanced features because you haven't satisfied their basic needs first? Just like humans need food before philosophy, marketers need specific data in a rigid order – and understanding this hierarchy transformed how Podscan onboards customers.

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/the-marketers-hierarchy-of-needs-a-framework-for-understanding-customer-intelligence/
The podcast episode: https://tbf.fm/episodes/423-the-marketers-hierarchy-of-needs-a-framework-for-understanding-customer-intelligence

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

When you build a software business as a founder, you have a dream. Building. Features. APIs. UIs.

But how much of that is JUST a dream, and what REALLY leads to paying customers?

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/the-things-your-customers-dont-care-about/
The podcast episode: https://tbf.fm/episodes/422-the-things-your-customers-dont-care-about

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

The brutal truth about SaaS nobody tells you.

Here’s the thing: I’m about to share all the reasons why you should never, ever start a software business. 

And yes, I’m fully aware that I’m talking to an audience of software founders. This is somewhat sarcastic, somewhat ironic twist on the great things about entrepreneurship. And the problems you'll face.

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/why-you-should-never-start-a-software-business/
The podcast episode: https://tbf.fm/episodes/421-why-you-should-never-start-a-software-business

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

I know you're out there. The developer who watches their colleagues enthusiastically embrace Claude Code and Cursor, having AI write entire feature sets while you proudly type every semicolon by hand. The founder who sees AI-generated code as a ticking time bomb of bugs and security vulnerabilities. The software entrepreneur who believes that real code comes from human minds, not language models.

This one's for you.

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/ai-for-the-code-writing-purist-how-to-use-ai-without-surrendering-your-keyboard/
The podcast episode:  https://tbf.fm/episodes/420-ai-for-the-code-writing-purist-how-to-use-ai-without-surrendering-your-keyboard

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

A lot of early-stage founders have understood—mostly because more and more people are talking about their early-stage strategies—that you need to validate your ideas. You need to make an effort to figure out if the thing you're planning to do is actually reasonable to attempt. Validation is important and absolutely worth doing prior to building.

That much, many people have understood.

But here's where things get interesting. Often enough, validation looks like checking if people have the problem—checking if people have the challenge that your idea solves. And if you find people complaining about it, if you find people mentioning that they struggle with this, to some founders, that's a sufficient reason to build a software-as-a-service solution.

Then they bring it to market and realize something frustrating: even if they directly engage people in their market, even if they directly show this and onboard people into the product, they still don't get a sale.

People stick with what they're currently doing, even though it is something that, from your perspective as a founder, is much worse, much more expensive, much more complicated, much less scalable.

Why is that?

This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday

The blog post: https://thebootstrappedfounder.com/the-missing-piece-in-your-validation-strategy/
The podcast episode: https://tbf.fm/episodes/419-the-missing-piece-in-your-validation-strategy

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

We're living through a fascinating moment in software development. AI coding tools can build features faster than ever before. They can scan entire codebases, spot things we might miss, and implement changes across dozens of files in seconds. It's incredible.

But there's something we need to talk about. Something that's quietly accumulating in our projects while we marvel at how quickly we can ship features.

This is called comprehension debt.

This episode of The Bootstraped Founder is sponsored by Paddle.com

The blog post: https://thebootstrappedfounder.com/why-ai-generated-code-hurts-your-exit/
The podcast episode: https://tbf.fm/episodes/418-why-ai-generated-code-hurts-your-exit

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw

A couple of years ago, I tweeted that “the best tech stack is the one you already know.” To this day, this is one of my most resonating tweets. People keep bringing it back, and founders who've been around for a while seem to particularly agree with it. But AI changes things. Or does it?

This episode of The Bootstraped Founder is sponsored by Paddle.com

The blog post: https://thebootstrappedfounder.com/the-best-tech-stack-in-the-age-of-ai/
The podcast episode: https://tbf.fm/episodes/417-the-best-tech-stack-in-the-age-of-ai

Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid

You'll find my weekly article on my blog: https://thebootstrappedfounder.com

Podcast: https://thebootstrappedfounder.com/podcast

Newsletter: https://thebootstrappedfounder.com/newsletter

My book Zero to Sold: https://zerotosold.com/

My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/

My course Find Your Following: https://findyourfollowing.com

Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw