Insights.
Practical insights into AI in SMEs. What works, what goes wrong and what that means for your processes, people and systems.

Jev in practice: tested for Penny, used in Twine
A look behind the scenes: how we tested Jev for our accounting agent Penny and now use it to send tasks in Twine to the right agent.

Jev and the rise of judgement models: what can they really do?
Jev is making headlines in the trade press: an AI model that decides instead of writing. What can a judgement model really do, and where does it fit in your processes?

Why AI agents hallucinate that the work is done
An important type of hallucination in AI agents concerns their own work. This article covers what research says about it and what you can do.

ChatGPT's harness is excellent. That is why it does not work in your business.
ChatGPT's harness is extensively tested and built for everyone at once. That is exactly why an agent that works in chat gets stuck in your processes.

Minimal Coding Harness: building for less on European infrastructure
A minimal coding harness saves tokens by processing tool and shell output locally, on open-source European infrastructure.

Why isolated AI pilots do not add up
Four pilots working in isolation do not add up to results. With the TWINE framework, you decide upfront where AI really pays off in your business.

What Europe's new AI content transparency rules mean for you
What Article 50 of the EU AI Act means for AI content: when transparency is mandatory and how human editorial review makes a difference.

Small team, big impact: how we create content with AI
A look at how we create blogs and articles at en:twine with AI assistance, while people determine the content and remain responsible.

Tech Reality Check 2026: AI optimisation is just the beginning
The Tech Reality Check 2026 sees AI mainly as an efficiency gain. We show how process optimisation creates room for products, services, and ways of working.

Document Intelligence: from paper to ERP data
How OCR and LLM extraction turn invoices, delivery notes, and certificates into reliable ERP data for manufacturing and logistics SMEs.

EU AI Act 2026 for business service providers
What the Omnibus agreement of 7 May 2026 changes about EU AI Act deadlines for business service providers, and what you should prepare now.

GEO for service providers: staying visible in AI
Discover how business service providers prepare their content technically and editorially for visibility in AI answers.