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What I learn building automation and software for businesses. 233 posts, free to read, no sign-up.

The AI Implementation Opportunity Report 2026

12,000 words and 80+ verified sources: pricing benchmarks, opportunities by sector, GEO trends and the root causes of small-business AI failures that most reports miss.

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All 233 AI agents and tools 31 AI strategy 75 Automation 68 Software and development 37 UK business and governance 22

Showing 1 to 4 of 4 posts

Automation5 May 202612 min read
Gartner just said AI layoffs deliver no returns. Here’s what 120+ implementations tell me about why. Gartner published a finding this week stating that autonomous business and AI layoffs do not deliver returns. The headline is striking but the mechanism is the part business owners need. After 120+ AI implementations across 15+ industries, the pattern behind failed AI layoffs is consistent. The workflow doesn't get redesigned. Institutional memory walks out. Customer complaints rise. The manager who ran the redundancy moves to a competitor. Here's the four-reason teardown, the Gallup 98.7x manager-multiplier finding that explains it, and what to do instead if you genuinely need to take cost out.
AI strategy6 Apr 20269 min read
‘Good Enough’ AI Is Your Most Dangerous Competitor. Here’s Why MIT's latest study found that AI produces work that's 'good enough to pass but not good enough to impress' on 65% of text-based tasks. Here's the insight nobody's talking about: for most businesses, 'good enough' at near-zero marginal cost beats 'excellent' at £50/hour. The companies deploying 'good enough' AI right now are already doing 3x the volume of work.
AI strategy6 Apr 20267 min read
Why 73% of AI Projects Fail: I’ve Seen This Pattern Before Global enterprises are spending $665 billion on AI, yet 3 out of 4 deployments fail to deliver ROI. The fix isn't better technology. It's the work no one wants to do.
Automation3 Mar 20268 min read
How Long Does AI Automation Take to Show ROI? The Honest Answer Most business automations pay back in 30-90 days. Complex multi-process systems take 4-8 months. Here's the exact timeline, with real numbers from 120+ implementations.

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