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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.

Company
Operations and Costs

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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