Articles & playbooks · updated weekly

Articles & playbooks.

Long-form, operator-voice articles on AI for small business — how it actually works, where it fits, where it doesn't. Plain English, no marketing language, no buzzwords.

New articles ship roughly once a week. Use the sections below to browse by topic.

How AI actually works (for operators)

Plain-English foundations — context, architecture, why AI gives generic answers, what to do about it.

What is an LLM? (Plain English)

You've typed into ChatGPT for months — could you say what it actually is? An LLM is a prediction machine, not a thinking machine. This is the one mental model that explains why it hallucinates, agrees with you, sounds sure when it's wrong, and forgets — and what to do about each.

The four-slot context architecture

Every fact your AI needs has one of four correct homes — system prompt, memory, retrieval, or conversation history. Get the slot right and the AI behaves like a competent specialist. Get it wrong and you get the kind of generic answer that makes operators give up.

What is RAG?

Your AI gives generic answers because it doesn't know your business. RAG — retrieval-augmented generation — hands the model the right pages from your own files before it answers. Here's how retrieval actually works, why it beats retraining the model, and where it falls down.

What is the AI context window?

Your AI works great on small jobs, then hits a wall — it forgets what you said, loses the thread, and gets worse when you paste in a big document. That's the context window: the fixed-size "desk" it holds everything on at once. Why you hit the wall, why a bigger window isn't the fix, and how to work with it.

More articles ship weekly.

The publication cadence is set up via a Monday-morning workflow that picks the next topic from a 20-article keyword map and drafts it for the week. Topics on deck: what is an LLM in plain English, what is RAG and why it matters, what is the AI context window, AI for trades, how to roll out AI in a small company, and a dozen more. Check back, or grab the free audit if you want a written set of findings on your own site.

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Fond du Lac, WI · serving the Midwest and remote installs nationwide.