AI, Data & Automation Articles

AI, Data & Automation

AI consulting, machine learning, generative AI, automation, computer vision and data work — what each involves, what it costs, and where it is not the answer.

AI, Data & Automation

What Happens After the Model Is Trained (the Part Most Projects Skip)

A trained model is a file. Everything between that file and a business using it is engineering — and it is the work that decides whether an AI project survives its first year.

September 21, 20267 min readRead

AI, Data & Automation

Data Annotation and Training Data: What It Actually Involves

Annotation looks like the simple part of a machine-learning project and is where most of them are quietly ruined. What actually has to happen first.

September 18, 20266 min readRead

AI, Data & Automation

Why Sales and Finance Report Different Revenue Numbers (and How to Fix It)

Sales says revenue is one number, finance says another, and both are reading correctly from systems that count things differently. No dashboard fixes that on its own.

September 15, 20266 min readRead

AI, Data & Automation

Computer Vision for Small Operations: What to Actually Expect

Computer vision is worth the money when someone is looking at the same kind of image over and over, making the same small judgement. Here is what decides whether it works.

September 12, 20266 min readRead

AI, Data & Automation

What to Automate First With AI (and What to Leave Alone)

The tasks worth automating are boring and countable — retyping invoices, routing support email, rebuilding the same report. Here is how to find the first one worth doing.

September 10, 20266 min readRead

AI, Data & Automation

How to Build an AI Assistant That Does Not Make Things Up

A general-purpose model asked about your refund policy will produce something plausible, confident and wrong. Here is the engineering that closes that gap.

September 8, 20267 min readRead

AI, Data & Automation

When Is Machine Learning Actually Worth It for a Business?

Machine learning is not always the answer, and the wrong answer here is the most expensive mistake available. A simple test before you commission a model.

September 5, 20266 min readRead

AI, Data & Automation

Adding AI Features to Software You Already Run

An AI feature that lives in its own tab is a demo. The ones that get used appear at the moment someone was already making the decision. Here is how that gets built into a system you did not have to rebuild.

September 3, 20267 min readRead

AI, Data & Automation

What an AI Consulting Engagement Actually Costs (and What You Get)

Before an AI project gets funded, someone has to work out whether it should exist at all. Here is what that engagement involves, what it costs, and what you walk away with.

September 1, 20266 min readRead

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