Insights

Notes on AI, software
and building well

Practical thinking from the Dochia team — what we're learning while shipping AI integrations and software for real businesses.

All posts AI & Automation Engineering Product Case Notes
AI & Automation·June 2, 2026·8 min read

Why most "AI projects" fail before they start — and how to avoid it

After 40+ AI integrations, we've seen the same mistake again and again: teams reach for a model before they understand the problem. Here's the framework we use to make sure an AI project actually moves the needle — not just looks impressive in a demo.

Engineering·5 min read

Choosing between Next.js and a custom stack in 2026

A practical comparison based on a dozen real client launches — not benchmark charts.

Product·6 min read

The hidden cost of "just one more feature"

How scope creep quietly doubles timelines — and the simple review habit that stops it.

AI & Automation·7 min read

RAG pipelines explained without the jargon

What retrieval-augmented generation actually does, in plain language for non-engineers.

Case Notes·4 min read

How Syntera tripled conversions with one AI feature

A behind-the-scenes look at the build, the data and the surprising result.

Engineering·6 min read

Our code review checklist (the real one we use)

Twelve questions every PR has to answer before it ships to production.

Product·5 min read

Why we say "no" to a third of project requests

Being selective isn't arrogance — it's how we keep our delivery rate at 98%.

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