Beyond the Invoice: Mapping AI Costs to Teams and Products

Provider invoices aggregate AI costs by model and billing period, masking which internal teams or products are actually responsible for spending. Request-level cost attribution links every API call to structured owner metadata, enabling teams to answer cost questions in minutes instead of days. This shift from invoice-based guessing to granular tracking is critical as companies scale AI adoption and need real cost governance.