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Cost governance

What belongs in an enterprise AI cost baseline

Combine subscriptions, API usage, idle capacity, and administration time before deciding what to optimize.

2026-06-19 · 6 min read

Subscription fees are only the start

Total AI cost also includes API usage, duplicate procurement, idle capacity, access administration, purchasing effort, and support time. A useful baseline should identify ownership and purpose.

Establish comparable dimensions

Start with employee, team, project, model, and month, then add Agents, tasks, and outcomes as data maturity improves.

Optimization is not simple cost cutting

Prioritize duplicate, idle, and unexplained spend while protecting investment that improves business quality and speed.

Apply the method to your operating environment

Book an architecture conversation around your models, team, cost, and data requirements.

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