LLM cost visibility
LLM cost visibility is the ability to see who is spending what, why, and how it is changing. It is the prerequisite for every other FinOps activity: budgeting, optimization, chargeback, and governance. Without it, you are flying blind.
The visibility stack
Visibility has three layers:
- Collection — tag every request and gather logs, invoices, and telemetry.
- Aggregation — roll the raw data into metrics that humans can read.
- Distribution — put the right metrics in front of the right people.
What the dashboard should show
A good LLM cost dashboard answers four questions:
- What are we spending? — total and trend.
- Who is driving it? — team, feature, and model breakdown.
- Is it getting more efficient? — cost per task over time.
- What needs attention? — anomalies, spikes, and budget breaches.
Who needs to see what
- Engineering teams — their own spend, cost per request, and error rates.
- Finance — budget vs. actual, variance, and spend concentration.
- Product — cost per user and cost per successful task.
- Executives — top-line trend and the three largest drivers.
From visibility to action
Visibility is not the end goal. The goal is to act on it. Use dashboards to set budgets, trigger alerts, and identify optimization candidates. Once you can see the cost, you can manage it. For the tracking mechanics, see LLM cost tracking.
Want this applied to your own LLM spend? FinOps LLM runs a free audit of your AI costs and shows where the savings are. Book free audit →