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AI Features Have a Visibility Problem

Billing exports only show the invoice, not the behavior behind it

Shared GPUs, LLM gateways, and ephemeral jobs strip out the context tags need, so tagging can't close the gap. This ebook makes the architectural case for runtime observability over instrumentation, backed by real numbers: $1.3M in losses and 360+ margin-negative accounts tag-based tools missed entirely.

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Written by

  • Eduardo Mota, Sr. Cloud Architect III

    Eduardo Mota is a Senior Cloud AI Architect at DoiT, specializing in GenAI and data platforms on AWS and Google Cloud. He speaks at Google Cloud Next and AWS Community Days, and teaches O'Reilly and Udacity courses on RAG and agentic AI systems.