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

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

Showing 13 to 24 of 233 posts

UK business and governance5 May 202612 min read
Is AI actually worth it for my small business? The honest answer in 5 numbers After 120+ AI projects across 15+ industries, I keep getting the same question from UK SMB owners. Is AI actually worth it for my business, or is it the next blockchain? The honest answer comes down to five numbers. Typical break-even of 3 to 6 months. Average hours saved of 5 to 12 a week. A failure rate of 30 to 50%. A ROI gap of 98.7 times when management doesn't support the rollout. And a cost of standing still that's invisible until a competitor undercuts you. This piece is the practitioner's straight answer, with sources, decision flowchart, and FAQ.
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.
Automation5 May 20269 min read
Anthropic just pushed Claude into Adobe, Blender, and Maya. Five SMB workflows that just got cheaper overnight. On 29 April 2026, Anthropic announced Claude's expansion into Adobe Creative Cloud, Blender, and Maya. For UK small and mid-sized businesses, that's not a feature update. It's a cost reset on five creative workflows that used to need an agency or a freelance specialist. Here's what each one used to cost, what it costs now, and where Claude in Adobe is genuinely a fit versus where it's still cheaper to phone a designer.
AI strategy5 May 20268 min read
CEOs and boards are now fighting over AI implementation speed. Here’s how to pick a pace that doesn’t fail. Business Insider reported on 4 May 2026 that CEOs and boards across the United Kingdom and the United States are openly disagreeing on how fast to push AI inside their companies. Some boards want urgency, some CEOs want caution, and the disagreement is forcing pace decisions that often go wrong in both directions. This piece walks through three honest pace options for SMBs (slow-and-stable, fast-and-fix, parallel-track), shows which org each one fits, lists the three signs you've picked the wrong one, and gives a short decision matrix you can run in a board meeting before the temperature in the room rises any further.
UK business and governance5 May 20266 min read
BT and CrowdStrike are now selling AI cybersecurity to UK SMBs. Six questions to ask first. BT and CrowdStrike announced a UK partnership in October 2025 that puts AI-led cybersecurity into the hands of small businesses through a single bundled contract. The pitch is reassuring. The contract is not. After 120 AI projects across 15 industries, here are the six questions any UK SMB owner should ask before signing, plus a short FAQ on what the partnership actually delivers and where it lands you on the wrong side of UK GDPR.
AI agents and tools5 May 202611 min read
I gave my receptionist’s job to 4 AI voice agents for a week. Here’s what broke. Four AI voice agents (Synthflow, Retell AI, Lindy, Bland AI) ran my front desk for a week across appointment booking, after-hours overflow, FAQ deflection, and complaint triage. Two were genuinely useful for one workflow each. One was good in the demo and broken on Monday. One I switched off after 19 minutes. The accents tripped two of them up. The call holds tripped three. The transfers tripped all four. Here's the unvarnished week-by-week, plus the £80-a-month stack I'd actually leave running.
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.
AI agents and tools5 May 202611 min read
I tested 8 AI chatbots with 8 UK small businesses. Three worked. Five wasted their money. Eight chatbot platforms, eight real UK SMBs, three workflows each, four weeks of running. Three of the eight produced measurable wins on tier-one support deflection, lead qualification, and FAQ handling. Five did not. Here's the table of which platform fit which workflow, what the deployment actually looked like, and the four questions that would have saved every losing client about £4,000 in licence fees.
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.
AI strategy29 Apr 202610 min read
Your AI Vendor Is Learning From Your Team. Here Are the Three Contract Clauses Most SMBs Forgot to Include. A viral video of Indian factory workers wearing head cameras to train AI made the training-data pipeline visible. Most SMB AI vendor contracts are silent on what their tools learn from your team. Three redlines a practitioner asks for on every renewal, plus a fifteen-minute audit you can run this week.
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.

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