Notes from
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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.

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

Showing 1 to 10 of 10 posts

UK business and governance5 May 202610 min read
The SRA just authorised the first AI-only UK law firm. What Garfield AI means for every solicitor this quarter. In April 2026, the Solicitors Regulation Authority gave the green light to Garfield AI, the first authorised AI-only law firm in the United Kingdom. With 61% of UK lawyers already using generative AI for research, contract drafting, and document analysis, the SRA decision changes what the other 39% can ignore. This piece walks through what the authorisation actually says, the named tools UK solicitors are using right now (Harvey, Lexis+ AI, Smokeball, Leap, Microsoft Copilot), the partner-and-junior conversations every firm needs to have this quarter, the client-fees question that's about to surface in every relationship review, and a comparison table of where the four major workflows save real hours versus where they break.
Automation5 May 202611 min read
Two solo chefs are running restaurants with AI doing their back-office. Here’s the stack. Business Insider profiled two solo chefs in late April who are running cooking businesses on AI back-office tooling. The pattern is real and it generalises beyond restaurants. Here's the actual stack a one-person UK restaurant or food business can run on £80 to £400 a month: bookings AI, supplier admin AI, payroll AI, inventory AI, and social-content AI. Named tools (Nory, MillieAI, OpenTable AI, plus the cheaper alternatives), what each costs, the pattern across the two case studies, and the three traps that catch solo founders trying to copy the setup.
UK business and governance5 May 202613 min read
AI for UK accountants in 2026: I tested what 12 firms actually use (not what Sage sells you) A practitioner walk-through of which AI workflows actually stuck in 12 UK accounting firms and which were quietly switched off. Based on hands-on work across tax prep, bookkeeping, audit, payroll, and advisory. Includes a comparison of Sage AI, Xero JAX, Dext, Iplicit, AccountsIQ AI, and ChatGPT-on-private-data, plus an honest take on the 60% data-entry stat the vendors love. The post finishes with a four-step audit framework any UK firm of 5 to 50 staff can run this quarter to find the one workflow worth redesigning, and a frank take on advisory work in the wake of the SRA's Garfield AI authorisation for legal services.
UK business and governance5 May 202613 min read
AI for UK estate agents: the 30-day playbook for the 48% still on the sidelines 52% of UK estate agencies plan to adopt AI by 2026, according to EstateAgentToday. That leaves 48% still standing still while their competition wires up lead qualification, viewing scheduling, and property descriptions. After 120+ AI projects across 15+ industries, this is the four-week playbook I run with mid-size lettings and sales agencies. Week 1 audits the workflow. Week 2 picks the one tool. Week 3 pilots it on a single branch. Week 4 measures and decides whether to roll wider. The right UK tools (Iceberg Digital, Street.co.uk, Genmar, BlueLlama, Reapit AI), the wrong ones, and the anti-pattern that wastes the most agency money.
UK business and governance5 May 202612 min read
The £495 AI agent vs the £75,000 AI build: when each one is right (and when both are wrong) UK pricing data shows AI projects ranging from £10/month SaaS tools to £100,000+ full custom machine-learning builds. Most SMBs pay the wrong price for their actual problem. Here's the five-tier cost framework, what each tier is built for, and the three failure modes that hit owners who buy the tool when they needed a process redesign or pay enterprise prices for what was always a SaaS-shaped problem.
Automation29 Apr 20269 min read
65% of Your Team Is More Productive With AI. Your Business Hasn’t Changed. The 98.7x Manager Gap Gallup Just Exposed. Gallup's 2026 workplace report found that 65% of employees at AI-adopting firms are personally more productive, but only 12% strongly agree the business has actually changed. The bottleneck is your managers. Here is what supportive ones do differently and the four-step playbook for closing the gap inside ninety days.
Automation27 Apr 20269 min read
AI for Accounting: Why Your Accountant Isn’t Using It Yet (And What To Do About That) Most SMBs think their accountants are already using AI. They're not. Here's what actually works, what doesn't, and the three workflows that move the needle for a 20-person finance team.
AI strategy5 Apr 20266 min read
RAG Explained: How to Connect AI to Your Company’s Real Data AI tools are smart but they do not know your business. Retrieval-Augmented Generation (RAG) fixes that by feeding your documents, data, and knowledge into the AI at query time. Here is how it works and when it is worth building.
Software and development5 Apr 20265 min read
How to Build a Prompt Library That Your Whole Team Uses Individual prompt skills do not scale. A shared prompt library does. Here is the step-by-step process for building, organising, and maintaining a prompt library that makes AI useful across your entire team.
Software and development1 Apr 20267 min read
The 5-Part Prompt Framework That Gets Consistent AI Results Most teams write prompts that produce random, inconsistent outputs. The CIRCRD framework, Context, Instruction, Relevance, Constraint, Demonstration, fixes that. Here is how to use it across your business.

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