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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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