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Guides on AI and software

Notes on AI, automation and software development for businesses, drawn from client projects and the products we run ourselves.

AI for Business10 min read

Chatbot, AI Agent, or Plain Automation? A Decision Tree for Your Business

Here's a line we hear in almost every discovery call: "We need an AI agent." When we dig into what's actually going on, the real need usually turns out to be something like auto-filling a Google Sheet or answering a customer's FAQ, nothing close to an expensive "agent" or a complicated system. A ...

AI for Business11 min read

AI ROI by Industry: How Fast Does It Actually Pay Off?

Every AI pitch eventually hits the same question from whoever controls the budget: "Fine, but when does this pay for itself?" Answer with "it'll boost efficiency" and the project quietly dies in committee. Answer with a number ("under four months, in the conservative case") and the conversation c...

AI for Business11 min read

$2,500, $10,000, $40,000: What You Can Actually Build With Your AI Budget

Ask a software company "how much does an AI project cost?" and you already know the answer: "it depends." True, but useless. You already have a number in your head, maybe $2,500, maybe $10,000, maybe $40,000, and what you actually want to know is: what can I realistically get for that? This piece...