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German Mittelstand

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Why RAG Becomes Unstable in Enterprises — and How Domain Knowledge Solves It
Philipp Hoffmann
Philipp Hoffmann
13.11.2025

Why RAG Becomes Unstable in Enterprises — and How Domain Knowledge Solves It

AI Innovation AI Strategy

Many enterprise solutions fail with Retrieval-Augmented Generation: irrelevant sources, hallucinations, lack of revision control. We show how Domain Knowledge Capture delivers reliable, auditable knowledge models.

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How AI Will Really Transform the German Mittelstand in 2025
Emilia Morosini
Emilia Morosini
06.11.2025

How AI Will Really Transform the German Mittelstand in 2025

AI AI Strategy Automation

The Mittelstand is in the midst of the transition to autonomous AI systems. We explain why traditional consulting fails, how our 3‑week AI PoC works and how companies can operationalize AI step by step.

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AI Trends 2025 for Mechanical Engineering in Stuttgart: Agentic Systems, Private LLMs & Rethinking Production
Philipp Hoffmann
Philipp Hoffmann
03.11.2025

AI Trends 2025 for Mechanical Engineering in Stuttgart: Agentic Systems, Private LLMs & Rethinking Production

AI AI Strategy Automation

How mechanical engineering in the Stuttgart region can radically accelerate production, service and quotation in 2025 with agentic systems, private LLMs on Hetzner and domain-specific knowledge models.

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Private LLMs for SMEs in 2025: Moving Away from API Dependence
Emilia Morosini
Emilia Morosini
23.10.2025

Private LLMs for SMEs in 2025: Moving Away from API Dependence

AI AI Strategy Digitalization

In 2025, more and more SMEs choose their own domain-specific LLMs instead of external APIs. Why this is more secure, cheaper and more business-relevant — with architecture, tools and a practical roadmap.

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21-Day AI Delivery Framework: How We Deliver Productive AI Systems in Three Weeks
Emilia Morosini
Emilia Morosini
29.09.2025

21-Day AI Delivery Framework: How We Deliver Productive AI Systems in Three Weeks

AI AI Strategy Automation

Our 21-Day AI Delivery Framework brings AI ideas into production within three weeks. This deep dive walks through each week, showing how we distill, harden, and launch use cases.

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