AI Pilot
7 min read
How to Run an AI Pilot
A pilot should produce a decision, not a demo. Scope one use case, use real data, define what “working” means, and timebox it — so you get a clear go/no-go instead of a project that never ends.
AI Knowledge
AI Knowledge Base
Practical guides on building production AI systems — agents, LLMs, RAG, and MLOps.
Use Cases
8 min read
Practical AI Use Cases for Mid-Sized Companies
The hard part of AI is deciding what to point it at. Almost every worthwhile use case falls into four buckets — reading documents, answering questions, automating steps, forecasting — with an honest guide to where to start.
GDPR
9 min read
AI and GDPR in Practice
For a German mid-sized company, the first question about AI is “are we even allowed to do this?” A practical guide to the GDPR duties that touch an AI system, where projects go wrong, and how to make compliance a byproduct of good architecture.
On-Premise
9 min read
On-Premise LLMs: A Practical Hardware Guide
Running a language model on your own hardware keeps data fully in-house. This guide demystifies the hardware question — model size, GPU memory, quantization, and when on-premise beats the cloud.
Costs
8 min read
What Does an AI Project Actually Cost?
A straight answer on AI project costs: what drives the price, what you can realistically build at each budget, the hidden running costs, and how to de-risk the spend before you commit.
AI Act
9 min read
The EU AI Act: What Mid-Sized Companies Need to Know
The EU AI Act explained without the panic: which of your AI uses are even in scope, what you actually have to do, the timeline, and how it relates to GDPR.
AI Agents
5 min read
What Is an AI Agent?
AI agents perceive their environment, decide on actions, and execute them — repeatedly, without human input. Learn how they work and when to use them.
Enterprise AI
7 min read
Deploying AI in Enterprise
Enterprise AI does not start with models. It starts with process, data, control, and rollout. Learn how to deploy AI where it creates measurable business impact.
RAG
8 min read
RAG Pipelines Explained
RAG systems do not just search and paste. They retrieve, rank, ground, and answer. Learn how a production RAG pipeline works and where teams break it.
LLMs
8 min read
LLM Fine-Tuning Explained
Fine-tuning does not just adapt tone. It shapes behavior, narrows outputs, and can make a model fit a task or fail it. Learn when to fine-tune, when not to, and how teams ship it safely.
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