Notes on AI that actually helps.

What we learn building AI tools for real businesses — written in plain language, with real examples. No hype, no names.

Chatbots & assistants

14 April 2026·4 min read

Chatbot or AI agent: the difference that changes your budget

They look alike in a demo. In production, one answers and the other works. Choosing wrong is the most common way to waste an AI budget.

Read →

Strategy, costs & ROI

10 April 2026·4 min read

How to know if your AI project is working

Pick one number before you build anything. If nobody can name that number, the project is not ready.

Read →

Strategy, costs & ROI

2 April 2026·5 min read

Which processes to automate first in an SMB

Not the most painful process — the most repetitive one. A two-question matrix to pick your first automation, and the three prioritisation mistakes to avoid.

Read →

Strategy, costs & ROI

20 March 2026·5 min read

How much an AI agent project costs in 2026

Honest ranges, the hidden costs vendors gloss over, and why a monthly subscription beats a fixed-price project for agents that have to keep working.

Read →

AI agents & automation

15 March 2026·4 min read

The morning briefing: six tools, 45 minutes, one agent

Every manager has a secret morning routine of tabs and exports. We replaced one with a 7 AM Slack message.

Read →

Strategy, costs & ROI

8 March 2026·4 min read

Calculating the ROI of an AI agent: a simple model

One formula on one line, one non-negotiable prerequisite, and the mistake that makes most AI ROI claims impossible to verify.

Read →