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nao vs Snowflake Cortex

Explore nao, the first open source analytics agent, as an alternative to Snowflake Cortex. Compare their context options, features, pricing, and more.

nao
Snowflake Cortex
Snowflake Cortex

About Snowflake Cortex

Snowflake Cortex is Snowflake’s built-in AI and text-to-SQL layer. You create a view, pick tables, and add a prompt, with broader rollout managed via Snowflake Intelligence.

Why choose nao over Snowflake Cortex?

  • Works for your whole company, not limited to users with Snowflake credentials
  • Fully flexible context options, not limited to warehouse and Snowflake semantics
  • Built-in evaluation framework to measure and improve answer accuracy

Our review of Snowflake Cortex agent

Snowflake Cortex is very easy to turn on if your Snowflake is on the right cloud: you create a semantic view, add tables, and write a prompt, and you are up and running. The semantics live entirely inside Snowflake and are disconnected from your existing dbt or external semantic layer, and Cortex only works for users with Snowflake accounts, with broader rollout done via Snowflake Intelligence and SQL configuration. There is no native evaluation framework, so reliability remains hard to measure.

Feature comparison

FeaturenaoSnowflake Cortex
End user UX
Chat interface, transparent SQL, interactive charts
Basic chat UI: minimal, designed for data engineers not business users
Data team UX
Synchronized context, built-in evaluation
Needs to create Snowflake semantic views before the agent can be used
Reliability
Evaluation framework + context versioning
No evaluation layer, accuracy depends on Snowflake defaults
Context flexibility
File system context
Limited options, prompt and table sampling in Snowflake only
Monitoring
Audit logs, usage tracking, feedback loop
Snowflake query history only
Cost
Open source / self-hosted
Snowflake credits (metered)

Context options

Context sourcenaoSnowflake Cortex
Table sampling
dbt
Prompt
Rules
Skills
Any semantic layer
Snowflake semantics only
MCPs

Why choose nao

  • Works for your whole company, not limited to users with Snowflake credentials
  • Fully flexible context options, not limited to warehouse and Snowflake semantics
  • Built-in evaluation framework to measure and improve answer accuracy

Why choose Snowflake Cortex

  • Fast POC option for teams already on Snowflake
  • Data stays inside Snowflake, strong compliance argument for regulated industries
  • More suited to data teams than to business end users

Frequently asked questions

What is Snowflake Cortex?
Snowflake Cortex is Snowflake's built-in AI feature set. Its text-to-SQL capability lets you create a semantic view over your Snowflake tables and ask natural language questions. It is available natively inside Snowflake, no separate product to deploy.
Does Snowflake Cortex support dbt?
No. Snowflake Cortex does not have a native dbt integration. The semantic context lives inside Snowflake's semantic views, separate from your dbt project. To use dbt documentation as context, you would need to manually re-document your models inside Snowflake.
Can business users access Snowflake Cortex without a Snowflake account?
Broader rollout to users without Snowflake credentials requires Snowflake Intelligence, which involves additional SQL-based configuration. Cortex itself is accessible to users with Snowflake accounts.
How does nao work alongside Snowflake?
nao connects to Snowflake as a data source and adds a context engineering layer on top: it reads your dbt project, lets you define rules and skills, and includes a built-in evaluation framework. Snowflake remains the query execution layer; nao is the analytics agent interface on top of it.