[ Blog ]
Adopting AI in practice.
Concrete, tested lessons on adopting AI in companies. We write about what actually works, not what's trendy.
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Do you have to label AI-generated content?
From 2 August 2026, labelling some AI content is a legal duty - but not all of it. We explain what counts as a deepfake, what stays in metadata only, and how to comply without plastering labels over your brand.
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How to start automating business processes?
Not with a big system - with your inbound leads and customer replies. See which processes to automate first, why automating a mess multiplies trouble, and how simple integrations grow into a custom app.
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Will AI replace graphic designers? Wrong question
AI generates averaged content and struggles to keep a series consistent. See what research says about homogenization, what Canva's history teaches, and where AI genuinely speeds up work on your company's materials.
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AI software without failures: why the spec matters
Vibe coding is tempting for a quick demo, but in production it breeds cost and risk. Here's why AI software should start with a specification and architecture - and how much it saves across the whole lifecycle.
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Does the EU AI Act apply to my company?
Most companies aren't AI providers but its users - with lighter obligations. We explain who the EU AI Act covers, what's already in force, what got postponed and what to do now.
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How do you measure the ROI of AI?
Most companies can't prove a return on AI because they never set up the measurement. We show what, how and when to measure to see the real ROI of a rollout - with numbers.
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Is it safe to put company data into ChatGPT?
It depends on the version and the data. We explain when ChatGPT trains on what you type, what Shadow AI risks, and how to set up AI use safely - without bans that don't work.
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Why do AI adoption projects fail?
Most companies are adopting AI, but only a few see a return. We explain why AI rollouts usually fail - and what the companies that succeed actually do differently.
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How much does adopting AI cost?
What the cost of adopting AI really consists of, why it pays to start small, and how to measure return on investment instead of looking at the price of tools.
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What is AI adoption in a company?
Adopting AI is a process of changing how you work, not buying a tool. We explain the stages it consists of - from team awareness to measuring the effects.
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Adopting AI in a company: where to start
A practical guide to starting AI adoption in your company - begin with a process, not a tool. Where to find quick returns and which mistakes to avoid.
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