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Model consumption analysis

The Model consumption analysis report breaks down how different AI models are used across the organization. It shows each user's model preferences — for example Opus, Sonnet, and Haiku — alongside a detailed ledger of token volumes and costs. Use it to understand model adoption and to audit spend for FinOps.

Visualizations

  • Token-based model mix by user bar chart: A horizontal stacked bar chart of the tokens each user consumed, segmented by the models they used. It helps identify power users, their model-tier preferences, and adoption trends.

Values displayed:

  • Y-axis: user name

  • X-axis: tokens consumed (total tokens)

  • Color: model name

  • Model consumption details table: A granular table of user-and-model consumption records, with licensing context, recent activity, the input and output token split, and the resulting cost. Suited to FinOps auditing and data exports.

Values displayed:

  • Model name
  • User
  • Email
  • Type of license allocated (derived from feature name)
  • Last active date
  • Has usage (Yes or No, indicating whether compute was consumed)
  • Total input tokens
  • Total output tokens
  • Total token consumption
  • Total cost consumption