Attribute every dollar of AI spend to customers, features, and workflows. Set budgets that enforce. Detect agent loops before they drain your account.
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Cost attribution by customer, feature, team, model, workflow. Not just total bills — business economics.
Daily and monthly caps with real enforcement: alert, throttle, downgrade model, or block entirely.
Detect recursion spirals, retry storms, spend spikes. Auto-throttle before damage is done.
Value tied to AI spend under management, not seats.