The platform runs 32+ agents continuously across potentially many products, each consuming Anthropic API tokens and deducting credits. Currently, users have a credit balance display in the sidebar but there is no breakdown of: which agents consumed how many tokens, which products cost the most, cost per feature shipped, or cost-per-pipeline-run trends over time. The billing engine tracks usage but the data is not surfaced as a usable dashboard. Enterprise customers evaluating SaaS Factory vs Devin or Factory.ai will demand this transparency before committing budget. It also enables the platform itself to optimize agent selection based on cost-efficiency.