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Power users | Run to reliable on Azure

From running to reliable: help power users integrate Azure solutions with guardrails, release confidence and cost control.

Heavy Users

Who it's for & aim: This page is for people who rely heavily on AI—customer support leads, content teams and finance analysts running large volumes of model calls. It explains how to use AI at high volume without blowing budgets or losing control.

Background problem: High-volume AI use can cause cost blow‑ups, policy drift and makes it harder to spot errors.

Policy overview: Heavy users get more power but must follow stricter guardrails, including mandatory training, cost caps, batch processing and monthly reviews.

What you need to do:
• Complete the designated power-user training before you get elevated access.
• Use batch jobs or off‑peak processing for non‑urgent tasks.
• Respect per-user and per‑team cost caps; your usage is monitored and reviewed monthly.
• Attend a monthly review of usage, errors and cost metrics with your team lead.

Owner & exceptions: Team leads and the policy owner approve heavy-user access and track any exceptions.