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

Operations and Costs

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 Cost Is in the Context

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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