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Toktra Blog
Field notes for governing AI at the device level.
Practical analysis on shadow AI, token cost controls, IP audit trails, and how enterprise teams turn AI usage into a managed business resource.
76%
of organizations report active shadow AI usage
47 days
average terminated-employee LLM access window
4–7
AI tools used simultaneously by the average enterprise
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