ZenLLM

Support Bot Cost Optimization Without Killing Quality

ZenLLM helps support and product teams see where bot cost is driven by retries, retrieval overhead, and overpowered model choices before margins get squeezed.

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.

Find the conversations and routes driving the highest support-bot cost.

Compare cheaper model paths without losing answer quality where it matters.

Surface retry churn, prompt bloat, and expensive retrieval patterns quickly.

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.

OpenAI cost optimization: Useful when support flows are concentrated on OpenAI models.

Anthropic cost optimization: Useful when Claude workloads power support or copilots.