← Back to Blog Generalists · AI Tools · Building AIgnite

Why I Spent My Sunday Coding With Claude — And What It Means for Your Business

A Business and Marketing student spent a Sunday learning to code with Claude — Node.js, ngrok, Twilio, three hours of "command not found." Here's why that's exactly the point, and what it means for North East small businesses.

I have a Business and Marketing degree. Not Computer Science. Not Software Engineering. Marketing.

This week I spent an entire Sunday morning installing Node.js, fighting with Homebrew, tunnelling a local server through ngrok, and getting blocked by Twilio's UK regulatory compliance requirements three separate times.

Here's why that was exactly where I needed to be.

The Honest Version of My Morning

No polish on this one. Here's what actually happened.

command not found: node. Then command not found: brew. Then an authentication error from ngrok. Then a UK phone number purchase blocked by a "Regulatory Bundle" I'd never heard of. Then a US number blocked by something called A2P 10DLC registration. Then a Canadian number that finally, finally worked — only to hit a wall that said trial accounts now need a "compliance profile" just to buy a number at all.

Three hours. A genuinely tired Sunday morning. Multiple points where I nearly gave up and just went to make breakfast instead.

And I'd do it again tomorrow.

Why a Marketing Student Is Doing This At All

Here's the part that actually matters for this post.

A year ago, none of what I did on Sunday would have been possible for someone like me. Building a real, working piece of software — a webhook that detects a missed phone call and automatically texts the caller back — used to require an actual software engineering background. Years of it, usually.

That's not true anymore, and the data backs this up in a way I didn't fully appreciate until I lived it myself.

Stat

4:1 Ratio

Citizen developers already outnumber professional software developers by roughly four to one globally — and the ratio is widening.

Stat

84% No Engineering Background

84% of AI coding tool users in 2026 have no engineering background at all. I'm not the exception. I'm the norm.

Reality

The Barrier Is Gone

What used to require a £100k+ development budget can now be built for a few hundred pounds in tool subscriptions.

So What

Your Business Benefits

The hard part isn't the coding anymore. It's understanding your business well enough to know what's worth automating — and that's the part you already know.

The Book That Made Sense of This

I recently read Range by David Epstein, and it reframed the whole thing for me.

Epstein splits the world into two kinds of environments. "Kind" environments — chess, golf, classical music — have clear rules and instant feedback. Specialising early wins here. Then there are "wicked" environments — business, startups, most of real life — where the rules are unclear and the feedback is delayed or misleading. Here, breadth wins.

Roger Federer sampled half a dozen sports before settling into tennis relatively late, and became arguably the greatest ever. Tiger Woods gripped a golf club before age two and dominated a much more "kind" environment early.

Building AIgnite is a wicked environment, full stop. I don't need to become a software engineer to build something real inside it. I need to be able to move across marketing, data, sales, and — now — a working understanding of code, and let each one inform the others.

That Sunday morning of installing Node.js wasn't a detour from marketing. It was exactly the kind of range-building Epstein's research says produces better outcomes in unpredictable fields — which every small business owner reading this already knows, because running a small business is the most "wicked" environment there is.

What This Actually Means For Your Business

Here's the translation, because this isn't really a post about me.

If a Business and Marketing student with zero prior coding experience can, in a single unglamorous Sunday, get a real webhook talking to a real phone system — the barrier that used to keep AI automation locked away in expensive agencies and technical teams is gone. Not "getting smaller." Gone.

What used to require a £100,000+ development budget and a six-month timeline can now be built for a few hundred pounds a month in tool subscriptions. The hard part isn't the coding anymore. The hard part is understanding your own business well enough to know what's actually worth automating — and that's the part you, the business owner, are already better at than any agency.

The One Thing I'd Tell Any Business Owner Reading This

You don't need to learn to code. I'm not suggesting every plumber in Newcastle should spend a Sunday fighting with Terminal like I did.

But the underlying shift matters to you directly: the tools that used to be exclusively for big companies with big budgets are now genuinely available at small-business prices, built by people who understand your specific problem rather than a generic enterprise one. That's the entire premise AIgnite is built on.

The businesses that lean into this now — even imperfectly, even with a messy first attempt — are the ones who'll have a real head start in three years. Not because they're technical. Because they started.

Free 20-Minute AI Automation Audit

I come to you. I audit your process for free. I tell you honestly whether automation would make a meaningful difference — and if it does, I build it within 48 hours.

Book Your Free Audit

hello@aignite.uk · aignite.uk · Newcastle upon Tyne

Get weekly AI tips for North East businesses — free on Substack.

Subscribe on Substack

Sources

  • Rise of the Citizen Developer: AI Changes Who Builds — Bluerock, 2026
  • Vibe Coding for Non-Technical Founders — Value Add VC, 2026
  • Low-Code Statistics 2026 — Forrester Research, ToolJet
  • Range by David Epstein (Riverhead Books, 2019)

AIgnite Automation Limited — Company No. 17167802 — NECA Backed