Blog
Insights on AI-assisted development, technology strategy, and building smarter businesses.
What 1 Million Tokens Actually Means for Business (And Why Most People Are Missing the Point)
Claude's 1M context window isn't just a spec bump. It's a category shift in what AI can do for businesses. Here's what it means in practice, from someone using it daily.
Building Two Production Platforms in 4 Months: What AI-Assisted Development Actually Looks Like at Scale
An anonymised case study of building two web platforms, a customer data platform, and 10+ integrations for a European sports organisation. One developer. Four months. AI-assisted.
The AI Integration Stack for SMEs: A Practical Guide to What Actually Works in 2026
Based on real experience across three production projects. What AI tools work, what doesn't, and how to build an AI stack that delivers without the hype.
From Pilot Purgatory to Production: Why Most Businesses Fail at AI Adoption (And How to Avoid It)
86% of enterprises are increasing AI budgets. Most will waste the money. Here's the pattern I see across every failed AI project, and the architecture decisions that fix it.
AI Won't Replace Professionals. But Professionals Who Use AI Will Replace Those Who Don't.
The fear vs the reality of AI across coaching, legal, finance, HR, and consulting. What AI is actually good at, what it can't do, and how the best practitioners will combine both.
AI and the One-Person Technology Department: How Solo Operators Are Outperforming Teams
The economics of software delivery have changed. One developer with AI tools can now deliver what used to require a team of four to six. Here's what that means.
What AI Is Actually Doing to Jobs: A Builder's Perspective
52% of workers are worried AI will replace them. The reality is more nuanced. Here's what's actually happening, from someone building AI-integrated systems daily.
The Real Cost of Manual Assessment Reporting (And Why It's Holding Back Your Practice)
Hard numbers on the time and money lost to manual report writing. The maths for coaches, educators, and HR teams - and what that time could be spent on instead.
What I Learned Launching a SaaS Product With Zero Marketing Budget
An honest account of launching Scorafy with no marketing spend. What worked, what didn't, and practical tips for bootstrapped founders.
Why Every Consultant Should Build a Product (Even a Small One)
Trading time for money is the consulting trap. Here's how building a product changed my business model and why every consultant should consider doing the same.
How I Built Scorafy: From Concept to Live SaaS Product Using AI-Assisted Development
The full build story of Scorafy - from concept to production SaaS product. Architecture decisions, AI-assisted development workflows, and the lessons learned along the way.