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Notes from production.

Practical lessons from building and running real AI systems.

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Close-up of a circuit board, the engineering foundations behind production AI systems
Strategy11 min read

Why Most AI Demos Never Reach Production, and the Foundations That Get Them Live

An impressive AI demo is the easy part. Here is the real gap between a demo and a system you can put in front of users: accuracy, compliance, reliability, and security.

June 27, 2026Read more
A person working through official documents and forms, representing migrants navigating Polish immigration procedures with dopomo.pl
Strategy10 min read

dopomo.pl: How We Built and Run a Production AI System

dopomo.pl is our live multilingual AI assistant for migrants in Poland. A look at the grounding, GDPR and EU AI Act work, and the engineering that keeps it running.

June 27, 2026Read more
Abstract digital network visualisation, AI agents and autonomous business automation
Education9 min read

What Agentic AI Actually Is, and Why It Matters for Your Business in 2026

Agentic AI goes beyond chatbots and basic automation. Learn what it is, how it differs from earlier AI tools, and where it delivers real business results today.

March 18, 2026Read more
Finance professional reviewing investment numbers on a laptop, AI automation pricing and ROI
Strategy10 min read

How Much Does AI Automation Cost for Small Business? A 2026 Pricing Guide

Real pricing ranges for AI automation projects at SMBs. What you should expect to pay, what drives costs up or down, and how to calculate ROI before you commit.

March 18, 2026Read more
Entrepreneur planning a new business at a clean desk, building an automated company from the ground up
Build Lean12 min read

How to Build an Automated Business from Scratch: The Complete Guide

Building with automation from day one works very differently from bolting AI on later. Here is the model, the tools, the real costs, and the mistakes to avoid.

March 18, 2026Read more
EU flag beside legal documents on a desk, illustrating EU AI Act compliance for small business
Compliance11 min read

EU AI Act Compliance for Small Business: A Plain-Language Guide (2026)

The EU AI Act's main obligations take effect in August 2026. A plain-language guide to what small businesses need to do, what carries real risk, and what can safely wait.

March 18, 2026Read more
A senior executive reviewing strategy documents in a modern office, illustrating fractional AI leadership
Strategy8 min read

Fractional Chief AI Officer: What It Is, Who Needs One, and What It Costs

A fractional Chief AI Officer gives your company senior AI strategy and delivery oversight without the full-time salary. Learn when it makes sense, what to expect, and what it costs.

March 18, 2026Read more
Modern office with a team working at computers, building an AI-native business from day one
Build Lean9 min read

Building an AI-Native Business: Why Companies That Start with AI Launch Faster and Run Leaner

Companies built with AI from day one have a structural advantage over ones that bolt automation onto an existing operation. Here is what makes the AI-native approach different, and why the numbers now work even for an early-stage venture.

March 14, 2026Read more
Person reviewing financial documents and data at a desk, business cost analysis
Strategy7 min read

The Real Cost of Manual Processes: What European SMEs Are Losing

Manual work is slow, and it costs more than the payroll line suggests. Here is how to put a real number on what your repetitive operational tasks are actually costing you.

March 12, 2026Read more
Business data and charts on a computer screen, automation strategy and process improvement
Strategy8 min read

5 Business Processes Every Growing Company Should Automate First

Most companies lose thousands of hours a year to the same kinds of manual work. We know which ones, because we've built the systems that clear them. Here is where automation pays off in weeks.

March 10, 2026Read more

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Occasional, practical notes from building and running real AI systems. Unsubscribe anytime.

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