ZenLLM
AI Unit Economics for Teams Protecting Margin
ZenLLM turns AI spend into customer-level and workflow-level unit economics so margin drift is visible before it becomes a pricing problem.
Start with the free audit
Start with a free, self-serve cost read before connecting telemetry or creating a workspace.
Start the free audit immediately instead of stopping at a capture form.
Save company context only if you want the benchmark prefilled and the follow-up saved.
Measure AI spend per customer, workflow, and product surface.
Spot accounts or features where AI usage is growing faster than value.
Give finance a clearer view of AI gross margin and cost-to-serve risk.
What to evaluate next
Use the audit result to move from a broad cost question into the specific routing, ownership, or chargeback issue most worth validating.
AI cost per customer: Break the bill down to the customer and account level first.
LLM FinOps: Connect unit economics to the operating controls that reduce spend.
AI budget forecasting: Project how unit-economics shifts will hit next month's budget.