Notes on shipping AI
Practical thinking on building AI into real products — from architecture decisions to the details that make or break a feature.
When a B2B SaaS should not build its own AI feature
Three hard signals that outsourcing or sitting tight is smarter than shipping AI in-house.
EU/GDPR-friendly AI on Hetzner: a practical setup for B2B SaaS
Most AI infrastructure articles assume US-hosted managed services. Here's what actually changes when you need EU data residency — which parts of the stack to self-host, where managed services still work, and how to handle GDPR's logging obligations without breaking your AI feature.
The eval setup I run before shipping a RAG system to a client
A practical walkthrough of the evaluation pipeline I run before handing over any RAG-based AI feature — what I test, why, and what it catches.
How to make a support AI say 'I don't know' — accuracy-first RAG for B2B SaaS
The design decisions that stop a support assistant from confidently hallucinating — retrieval thresholds, answer-grounding checks, and a fallback protocol that actually helps users.
7 AI Automation Strategies Every Small Business Should Know in 2025
7 AI Automation Strategies Every Small Business Should Know in 2025 - Comprehensive guide about 7 AI Automation Strategies Every Small Business Should Know in 2025
Understanding AI Implementation: A Step-by-Step Roadmap for Startups
Understanding AI Implementation: A Step-by-Step Roadmap for Startups - Comprehensive guide about Understanding AI Implementation: A Step-by-Step Roadmap for Startups