The Attribution Blind Spot: How Shared AI APIs Hide Real Costs

As organizations scale AI API spending across multiple teams and workflows, cost visibility breaks down when infrastructure is shared. With 98% of companies now managing AI spend, the inability to track costs at the request level has become a critical operating problem. Without proper request-level tagging and trace metadata, accurate chargeback, anomaly detection, and unit economics remain impossible.