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Our guides and analyses on RAG and AI assistants in production.

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Enterprise RAG: 5 mistakes that show up after the POCGuide

Enterprise RAG: 5 mistakes that show up after the POC

Shipping an enterprise RAG is relatively easy. Making it a useful, stable product is a much bigger challenge. Here are the five most common production pitfalls—and how to get ahead of them.

5 min
RAGAIEnterprise
Getting AI automation right: use as little AI as possibleGuide

Getting AI automation right: use as little AI as possible

What is AI automation? Benefits, examples, tasks worth automating, and key steps to do it right while using as little AI as possible in production.

5 min
AutomationAIProductivity
Your databases are a gold mine, AI gives you the shovelsProduct

Your databases are a gold mine, AI gives you the shovels

Juggling enterprise systems, getting a simple answer often takes twenty minutes (or a Teams ping to the “person who knows”). Your real data lives in structured databases: it’s often reliable, up to date… but also inaccessible. Most companies seem to overlook it, yet AI can query it in plain language and cross-reference documents and databases in seconds.

3 min
AIDataSQL
How MCP accelerates agentic AIGuide

How MCP accelerates agentic AI

Discover how MCP enables AI agents to dynamically use tools without custom integrations. This article clarifies key concepts including function calling, skills, and MCP apps.

4 min
AgenticMCPSkills
How a Failed Demo Forced Us to Rethink Our Embedding StrategyConcepts

How a Failed Demo Forced Us to Rethink Our Embedding Strategy

ATG’s lessons learned from our embedding solutions in production

4 min
EmbeddingsRAGAI
Open-Source in AI: The Big MisunderstandingConcepts

Open-Source in AI: The Big Misunderstanding

Open-source vs open-weight: why LLMs can't be truly open-source like Linux, and what you actually get when a model releases its weights.

3 min
AIOpen-SourceOpen-Weight
What if the United States Turned Off Your Digital Tap?Digital Sovereignty

What if the United States Turned Off Your Digital Tap?

How dependence on U.S. infrastructure exposes Europe to growing strategic risks - and what to do to protect yourself.

3 min
SovereigntyCloudSecurity