Snowflake is Adding New Capabilities Designed to Help Enterprises Improve the Economics of AI as Usage Scales

Snowflake, the AI Data Cloud company, is launching dynamic model routing within Cortex AI Gateway and Snowflake's flagship AI products, alongside expanding access to leading open models.

According to the company, “Snowflake's innovations help enterprises reduce unnecessary AI spend and improve what Snowflake calls intelligence efficiency, measuring how effectively companies turn compute, models, data, and context into business impact.”

The new capabilities are building upon Cortex AI Gateway, which Snowflake announced in July 2026 as a unified foundation for governing agent connections, intelligently routing requests, and optimizing AI consumption.

With the addition of dynamic model routing, Cortex AI Gateway can automatically select the specific model with the optimal balance of quality and cost for the task at hand.

Dynamic model routing is also integrated across Snowflake's flagship AI products, including Snowflake CoCo and Snowflake CoWork, and is available to third-party AI agents using Cortex AI Gateway.

This new capability directs lower-complexity or repetitive tasks to more efficient models, while work that requires deeper reasoning is routed to frontier models. This helps customers reduce unnecessary inference spend, without having to manage model selection for each request themselves, said the vendor.

Snowflake will also be expanding customers' access to leading open models, including DeepSeek-V4-Flash 0731and GLM-5.3, through Snowflake Cortex AI. This adds to Snowflake's extensive model library, giving customers even more options to balance model quality and cost, while keeping governed data secure within Snowflake.

"Enterprises are becoming much more rigorous about the economics of AI. The question is no longer how much AI they are using, but whether that AI is translating into meaningful business value," said Sridhar Ramaswamy, CEO, Snowflake. "Achieving intelligence efficiency requires the flexibility to use the best model for each task as the landscape evolves. Snowflake's role is to absorb that complexity so customers can focus on outcomes while we optimize model choice underneath."

The addition of dynamic model routing in Cortex AI Gateway is designed to help enterprises use costly frontier models only when they materially improve an outcome across Snowflake CoCo, Snowflake CoWork, and third-party AI agents. Beyond automatically selecting a model for each request, dynamic model routing gives customers control over which models and providers are available to their users. This is particularly important for global organizations navigating regional model availability or for regulated industries with specific compliance requirements.

Together with models from providers including Anthropic, OpenAI, Google, SpaceXAI, Meta, and Mistral, this portfolio gives customers more freedom to choose the right combination of performance and cost for each workload.

Snowflake continuously evaluates and optimizes how these models are served and used across its AI products, helping customers take advantage of advances in the open model ecosystem without having to repeatedly rework their apps or infrastructure. As a result, customers can benefit from newer and more capable models, while applying consistent access controls and governance across both open and proprietary options.

For more information about this news, visit www.snowflake.com.