Notes from
the work.

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 12 of 20 posts

Automation21 Mar 20268 min read
5 AI Quick Wins That Pay for Themselves in 30 Days Five entry-level automations that ROI in one month. Under £50/month in tooling. Setup takes under 4 hours.
Automation12 Mar 20268 min read
How to Train Your Team to Use AI in One Day (Not One Quarter) Effective AI adoption training takes 4-8 hours. Here's the one-day agenda that actually drives adoption.
Automation8 Mar 20269 min read
5 AI Automations You Can Deploy This Week Without a Developer 80% of small business automation needs no developer. Five specific automations with step-by-step setup, tool recommendations, and time savings for each.
Automation25 Feb 202611 min read
93% of Recruiters Are Using AI to Find You LinkedIn research shows 93% of recruiters will increase AI use in 2026. Most professionals are invisible to these systems. Here is how to fix that.
Automation25 Feb 202611 min read
AI Made Me 5x Faster at My Job Being 5x faster with AI sounds great until your employer expects 5x the output. Here is how to turn AI productivity into career advancement, not burnout.
Automation24 Feb 20269 min read
Only 5% of Workers Are AI Fluent Google and Ipsos found only 5% of workers qualify as AI fluent. Walmart is training 1.6 million instead of replacing them. Here is a training programme that produces results.
Automation22 Feb 20267 min read
You Do Not Need a Developer to Automate Your Business in 2026 Modern no-code AI tools can save £45K per employee annually. Here is the stack that works and when you actually need developers.
Automation21 Feb 20265 min read
Claude Cowork vs OpenAI Codex: I Tested Both for a Week, Here Is What Happened I spent a week running real client work through both Claude Cowork and OpenAI Codex. The verdict isn't what you'd expect. They're not actually competing, they solve different problems.
Automation21 Feb 20269 min read
Claude Cowork Is Claude Code for the Rest of Us, Here Is How to Actually Use It Claude Cowork brings autonomous workflow capabilities to non-technical teams. The $285B stock selloff shows the market takes this seriously. Here's a practical guide to getting started.
Automation21 Feb 202610 min read
Stop Collecting AI Tools, Here Is How to Build an Actual AI Agent Stack in 2026 Most people have too many AI tools. Richards framework for choosing: What tasks do you repeat? Does the agent actually DO things or just chat? Does it...
Automation20 Feb 20269 min read
The AI Newsletter Stack: Staying Informed Without Drowning in Hype A curated guide to the newsletters, podcasts, and feeds that actually help you stay informed about AI, without spending 3 hours a day reading hype.
Automation20 Feb 20269 min read
Using AI for Meeting Summaries, Action Items, and Follow-Ups That Actually Happen A practical workflow for turning meeting recordings into structured outputs that integrate with project management tools. No more lost action items.

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