We build AI systems for UK businesses every week. These are the field notes. What actually works, what doesn't, what we'd tell ourselves before starting. No gated whitepapers. No "top ten tools of 2026" filler.
Featured · Industry Insights Eighteen months of shipping AI into UK accounting practices. The three automations that paid for themselves in weeks, and the two that we eventually tore out.
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AI Automation Running your own n8n stack is a commitment. Here's the honest trade: what we got by moving off the SaaS, and what it costs us every month to keep it alive.
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Case Studies A UK professional services firm was paying someone to open invoice emails and file them by hand. Here's exactly how we replaced it, what it cost, and what we'd do differently.
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Tools & Comparisons We run automations on both. Here's where each one actually wins in production, where they're a coin-flip, and why we default to Claude for anything touching classification.
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Industry Insights Property management is a document-heavy, deadline-heavy, communication-heavy business. Three places AI pays for itself, and one we'd leave alone for now.
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AI Strategy We say no to more discovery calls than we say yes to. Here are the three patterns that make us pass, even when the budget is there.
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AI Automation Most RAG systems we audit are technically correct and practically useless. The fix isn't a better vector DB — it's the evaluation loop everyone skips.
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