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Insights from the shop floor

Practical writing on AI transformation, data strategy, and building systems that actually work — written by the people doing the work.

StrategyMarch 10, 2026 · 6 min read

Why most SMB AI projects fail before they start

The problem is almost never the AI. It is the data — or the lack of it. Here is what we see over and over again, and what to do instead.

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Deep Dive· 8 min read

RAG explained for business owners — no PhD required

Retrieval-Augmented Generation is the technology that lets you build AI agents that actually know your business. Here is how it works in plain English.

February 28, 2026Read
Explainer· 5 min read

AI agent vs. chatbot: what is the difference and why it matters

A chatbot answers questions. An AI agent takes action, uses tools, and operates autonomously within guardrails you define. Here is the distinction that changes everything.

February 14, 2026Read
Practical Guide· 7 min read

Is your business AI-ready? A plain-language checklist

Before you build anything, you need to know where you stand. This checklist covers the five dimensions of AI readiness every SMB should assess.

January 30, 2026Read
How We Work· 9 min read

How we turn your SOPs and process docs into living AI knowledge

Your standard operating procedures contain years of institutional knowledge. Here is the process we use to extract that intelligence and make it available to AI agents.

January 15, 2026Read

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