# How does Blackwell improve Zilliz Cloud cost-per-query economics?

Source: https://zilliz.com/ai-faq/how-does-blackwell-improve-zilliz-cloud-costperquery-economics
Author: zilliz

Blackwell reduces Zilliz Cloud query costs by up to 25x through improved GPU efficiency and higher throughput per unit of compute.

## Per-Query Cost Reduction

Blackwell's 10x tokens-per-watt efficiency translates directly to lower Zilliz Cloud pricing per query. A query costing $0.01 on previous-generation infrastructure costs $0.0004 on Blackwell. Large-scale deployments (millions of daily queries) see savings exceeding $100K annually.

## Compute Resource Efficiency

Zilliz Cloud allocates compute resources (vCPU, GPU memory) based on workload characteristics. Blackwell's extreme performance means lower resource allocation meets SLA targets. Users right-size deployments downward, reducing monthly bills.

## Peak Load Handling

Traffic spikes that would require scaling to 10x normal capacity on older hardware require only 2-3x scaling on Blackwell. Zilliz Cloud's autoscaling incurs fewer billable events, lower peak charges, and more predictable costs.

## Enterprise Pricing Leverage

Blackwell's cost advantage enables Zilliz Cloud to offer premium features (advanced analytics, compliance certifications, enhanced SLAs) at competitive pricing. Enterprise deals improve margins without price increases.

## Related Resources

- [Zilliz Cloud pricing](https://zilliz.com/pricing)
- [Zilliz Cloud managed vector database](https://zilliz.com/what-is-zilliz-cloud)