What will happen to the role of a business analyst when development is taken over step by step by AI agents? We analyze 5 levels of automation — from manual code to Dark Factory — and show how the BA's work changes at each and which skills become critical.

Even the best BA process won't remove complexity entirely. But it can turn hidden chaos into manageable work — and that's often the difference between constant firefighting and controlled delivery. Part 2: from diagnosis to algorithm.

Development gets cheaper with every AI tool. Deciding what to build does not. CPOA from IIBA certifies exactly that — not the Product Owner role, but the system of product decisions. A review, a CBAP comparison, and a prep algorithm.

On a project without a BA, requirements drift between PM, product owner, and dev. On a project with a BA but no process — the same thing happens. Here's what BA processes actually are, which patterns exist, and what they must include.

Что происходит, когда интернет-магазин выходит в офлайн — и кто-то должен объяснить команде, как это должно работать? Разбираем реальный MVP: АРМ продавца, синхронизация данных между каналами и три урока, которые лучше усвоить до запуска.

In 1628, a king ordered engineers to build a warship they knew would sink. It sank in twenty minutes. Klarna, Salesforce, and dozens of boards just did the same thing with AI. The ship has a name. So does the pattern.

The model works in the lab. It fails in production. Not because the model is wrong — but because the data is messy, the pipelines don't exist, and nobody owns the governance. Here's what the 5% who succeed do differently.

No real data. Can't collect it — too rare, too risky, too expensive. That's when synthetic data generation kicks in. But someone has to define what to generate and how. That's the BA and PO's job. Here's how the role changes in AI training projects.

Keep asking "Any new data yet?" — or get notified the moment something happens? We break down how webhooks work, how they differ from REST API and polling, and when to use them in your integration projects.

How to prepare and make Backlog Refinement (Grooming) effective? 10 key milestones + checklist for ideal Refinement⮞ More details in the article ❱ ArtofBA Blog