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Blog

Technical perspectives on AI in business settings, with a focus on data control, data protection, local processing, integration, and secure operation.

Helium balloons at a ceiling with benchmark scores from 98.6 to 99.4 overlaid, illustrating benchmark saturation in AI models.

When several models cluster near the upper ceiling of a benchmark, the test can lose discriminative power.

Putting AI Benchmarks in Context: What They Show - and What They Don’t

Why High Benchmark Scores Do Not Automatically Mean a Model Is Better Suited to a Specific Application

September 10, 2026·9 Minuten Reading time·AI in Business

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IOWIS and JADE IT

Partnership with JADE IT

Introducing AI Properly in Companies

June 08, 2026·6 Minuten Reading time·Company

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Vacuum cleaner sucking up dollar bills as a visual metaphor for rising AI usage costs caused by token-based billing and large context processing.

When AI is no longer billed at a flat rate, the cost factor often sits in the background: the more context systems process, the more the budget gets vacuumed up.

The Tokenman Cometh

Why unlimited AI usage is shifting toward token-based billing, and why locally operated AI is becoming more important for companies

May 04, 2026·10 Minuten Reading time·Operations and Costs

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