ZenLLM

AI Cost Per Workflow for Teams That Need Route-Level Accountability

ZenLLM helps teams break AI spend down by workflow, route, and feature so the invoice maps back to product behavior instead of one blended provider total.

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 spend per workflow, route, and product surface.

See which automations are paying premium-model prices or retry tax.

Give finance a cleaner path from invoice to workflow-level accountability.

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 visibility: Start with request-level cost visibility before comparing workflows.

Model routing optimization: Fix the workflow-level routes paying premium prices first.

AI margin protection: See how workflow-level cost drift translates into margin pressure.