AI cloud usage intelligence

Usage Intelligence Retainer

Monthly review of AI cloud usage signals so new features do not reopen last quarter’s attribution gaps.

HK$18,600 / month · 3-month minimum

Team working together at desks in a modern office

Audits fix what already drifted. The retainer keeps the next AI feature from shipping without usage tags. Each month includes a scheduled review of upcoming instrumentation, async answers on attribution questions, and a short pulse on volume anomalies we notice in shared views.

We do not operate your cloud console or renegotiate vendor contracts. The work is judgment: clearer usage stories, sharper cost questions, and pushback when a chart is asked to prove something the logs cannot support.

Best for teams already calling AI cloud APIs who want a steady external check before usage intelligence frays again.

Typically included

  • Two scheduled sessions per month
  • Async attribution review
  • Monthly usage pulse note
  • Priority replies for release blockers

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