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Perspectives on AI, data sovereignty and SMEs.

Digital Sovereignty in the Age of AI: Why Openness is Non-Negotiable
The pursuit of true digital sovereignty in Europe often clashes with the reality of relying on large, proprietary technology stacks, creating profound geopolitical risk.…
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Crossing the GenAI Divide: From Hype to Real Value
The latest State of AI in Business 2025 report from MIT’s Project NANDA revealed a sobering truth: despite billions invested, 95% of companies are still seeing no…
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Vendor Lock-In in AI: A Risk Companies Can’t Afford
As companies race to adopt AI, a new challenge is quietly reshaping the risk landscape: vendor lock-in.
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Why LLMs Struggle with Structured Data, and What They Actually Do Behind the Scenes
At Hainzelman, we regularly meet clients who want to start their AI journey with reporting and numbers.The logic sounds simple: “If ChatGPT can solve math problems in a…
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