Tracking ROI on AI coding tools is underrated. The key metric most people miss is not just tokens spent but time-to-merge on PRs before and after adoption. Cost without velocity context is meaningless.

If you run multiple agents concurrently, session-level cost attribution becomes critical fast. Knowing which project or task burned your budget helps you tune context length and model choice strategically rather than just watching a monthly bill grow.