Snowflake vs Databricks: AI features compared

They give different answers on 14 of 82 questions: Snowflake is ahead on 5, Databricks on 9.

Scored from each tool’s public documentation · Version 1 · Last updated Oct 30, 2026 · Documentation as of Oct 26, 2026

Prompt your agent about thisClaudeChatGPT
MeasureSnowflakeDatabricks
AI Feature Score8889
Rank of 15#2#1
Built-in AI8685
External AI8991
Other8597
Analysis7583
Building and maintaining assets9899
Context and connections96100
Reliability and controls8474

Areas are out of 100 and average to the score. Snowflake’s score breakdown · Databricks’s

Where they differ

Analysis · 4 differences

Does the answer say which specific tables, columns or metrics it was built from?

Snowflake Not found
Nothing in the docs settles this.
Databricks Yes
Found relevant data: When applicable, shows the specific tables or data sources Genie identified as relevant to your question.
source · checked Oct 26, 2026

Can the AI produce a forecast and expose the assumptions behind it?

Snowflake Yes preview
CoCo infers everything else (task type, target column, evaluation metric, train/test split strategy) and asks you to confirm before proceeding.
source · checked Oct 26, 2026
Databricks Partly
"Generate a forecast of product demand for the next 6 months from the @inventory dataset, including confidence intervals."
source · checked Oct 26, 2026

Can the AI calculate and compare what-if scenarios, each with its changed assumptions stated?

Snowflake Not found
Nothing in the docs settles this.
Databricks Partly preview
Run advanced analyses, such as statistical analysis, forecasting, and what-if scenarios.
source · checked Oct 26, 2026

Does the answer expose data freshness or staleness to the user?

Snowflake Not found
Nothing in the docs settles this.
Databricks Partly preview
Each set of insights shows when it was generated, such as Generated 5 minutes ago.
source · checked Oct 26, 2026

Building and maintaining assets · 1 differences

Can an outside coding agent read the contents of existing BI content?

Snowflake Partly
These interfaces return metadata, not content.
source · checked Oct 26, 2026
Databricks Yes
The Workspace Export API GET /api/2.0/workspace/export allows you to export the contents of a dashboard as a file.
source · checked Oct 26, 2026

Context and connections · 2 differences

Can you mark a table, field or answer as deprecated or off-limits to the AI?

Snowflake Partly
- Reject all questions about salary data and tell the user this information is not available.
source · checked Oct 26, 2026
Databricks Yes
Hiding a column removes it from the Genie Agents's context, so Genie won't reference it when generating SQL or answering questions.
source · checked Oct 26, 2026

Is there a documented owner or approval workflow for business context?

Snowflake Partly
Merge: Review and merge changes through your standard pull request process.
source · checked Oct 26, 2026
Databricks Yes
Positive feedback on responses that join tables or use SQL expressions can prompt Genie to suggest new SQL snippets (such as measures, joins, or filters) to agent managers for review and approval.
source · checked Oct 26, 2026

Reliability and controls · 7 differences

Can you pin which model version the built-in assistant uses?

Snowflake Yes
You can pick a specific model, or one of these Auto options that choose a model for you:
source · checked Oct 26, 2026
Databricks No
When partner-powered AI features are disabled, AI assistive features use Databricks-hosted models, which are entirely Databricks-selected and Databricks-managed.
source · checked Oct 26, 2026

Can customers measure the built-in AI’s response time on their own workload by agent, model or evaluation run?

Snowflake Yes
Use the agent-observability-report sub-skill of the CoCo agent-studio skill in the CoCo CLI to generate a report on agent monitoring metrics pulled from SNOWFLAKE.LOCAL.AI_OBSERVABILITY_EVENTS, including usage and adoption, latency percentiles, token economics, tool execution stats, conversation depth and completion, and a breakdown of user feedback.
source · checked Oct 26, 2026
Databricks Partly preview
Query system.ai_gateway.usage to analyze model requests by user, model, or workspace, including token usage, latency, and errors.
source · checked Oct 26, 2026

Can the built-in assistant’s change to a governed analytical asset be held for human approval before it takes effect?

Snowflake Partly
Cortex Code pauses at key checkpoints for your review and approval.
source · checked Oct 26, 2026
Databricks Yes
Positive feedback on responses that join tables or use SQL expressions can prompt Genie to suggest new SQL snippets (such as measures, joins, or filters) to agent managers for review and approval.
source · checked Oct 26, 2026

Do your existing row-level security and column permissions apply to what the BUILT-IN assistant returns?

Snowflake Yes
Seamless governance: Automatically inherits and respects all existing Snowflake data governance controls, including row-access policies and column-level security.
source · checked Oct 26, 2026
Databricks Partly
Row filters and column masks defined in Unity Catalog are automatically enforced per user.
source · checked Oct 26, 2026

Does the product documentation say which services receive AI prompts or data, and what they receive?

Snowflake Partly
Data stays within Snowflake’s governance boundary. By default, Cortex Analyst is powered by Snowflake-hosted LLMs from Mistral and Meta, ensuring that no data, including metadata or prompts, leaves Snowflake’s governance boundary.
source · checked Oct 26, 2026
Databricks Yes
Our model partners do not retain data you submit through these features, even for abuse monitoring.
source · checked Oct 26, 2026

Does the product documentation say where AI requests are processed and stored?

Snowflake Partly
Your customer data remains stored only in the region where your account is located.
source · checked Oct 26, 2026
Databricks Yes
Importantly, your data is not stored outside of your workspace's Geo regardless of this setting.
source · checked Oct 26, 2026

Can an administrator restrict which data the assistant may use, separately from user permissions?

Snowflake Yes
Admin-managed RSS: An administrator sets AGENT_RESTRICTED_SESSION_SCOPE on a session policy, then attaches that policy to the account or to specific users.
source · checked Oct 26, 2026
Databricks Partly
A Genie Agent uses only the data sources explicitly attached under its Sources.
source · checked Oct 26, 2026

Where they match

Both yes (58)
Both partly (10)