Snowflake

How often 10 AI models recommend Snowflake, what they say about it, and who they recommend instead, on the 2 buying questions where it came up.

Mention rate

51%of all answers on these questions

Best standing

#1of 22 on Best cloud data warehouses

Buying questions

2where any model named it

Never named it

0of 10 models

Which models recommend it

Share of each model's answers that named it, at any position · The black tick marks the panel average

1. Qwen 3.8 Flash58%
2. Claude Haiku 5.550%
3. GPT-6 Luna50%
4. Gemini 4 Argon50%
5. DeepSeek V4 Pro50%
6. GLM-5.350%
7. Kimi K350%
8. MiniMax M350%
9. Mistral Large 450%
10. Nemotron 3 Ultra50%

Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.

What the models say

Each model's one-line reason for recommending it, from its first answer

Best cloud data warehouses 10

• Claude Haiku 5.5Strong separation of storage and compute, multi-cloud, and a broad data sharing ecosystem.
• GPT-6 LunaExcellent managed analytics warehouse with broad cloud support, strong concurrency, and a mature ecosystem.
• Gemini 4 ArgonUnmatched multi-cloud flexibility, effortless scaling, and the best data-sharing ecosystem in the industry.
• Qwen 3.8 FlashMarket leader; best separation of storage/compute, vast marketplace.
• DeepSeek V4 ProBest separation of storage and compute, near-zero maintenance, strong data sharing.
• GLM-5.3Pioneer of separation of compute and storage; near-universal adoption and workloads.
• Kimi K3Market-leading elasticity, separation of storage and compute, broad ecosystem.
• MiniMax M3Industry leader; separates storage/compute, scales effortlessly, massive ecosystem.
• Mistral Large 4Best-in-class separation of compute and storage, near-zero maintenance, and top scalability.
• Nemotron 3 UltraElastic compute, zero-maintenance, multi-cloud leader

Against the competition

Each question's products ranked by the share of all answers that named them, Snowflake highlighted.

Best cloud data warehouses

22 products named in 120 answers across 4 wordings

In nearly every answer

Amazon RedshiftBigQueryDatabricksSnowflake

Contested

1. 5ClickHouse86%
2. 6Oracle Autonomous Data Warehouse73%
3. 7Firebolt72%
4. 8Azure Synapse Analytics70%
5. 8Microsoft Fabric70%

Best business intelligence tools

21 products named in 120 answers across 4 wordings

In nearly every answer

Microsoft Power BITableauQlikLookerDomo

Contested

1. 6Sisense83%
2. 6ThoughtSpot83%
3. 8Metabase79%
4. 9Sigma Computing45%
5. 10Zoho Analytics42%
6. ⋯
7. 20Snowflake2%

Mention rate by model and question

Share of each model's answers on the question that named it · Hover a cell for the count

Question	Claude Haiku 5.5	GPT-6 Luna	Gemini 4 Argon	Qwen 3.8 Flash	DeepSeek V4 Pro	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3 Ultra
Best cloud data warehouses	100	100	100	100	100	100	100	100	100	100
Best business intelligence tools				17

Does the wording matter?

Share of answers that named it under each way of asking the question · Hover a cell for the exact wording

Question	List request	Buyer asking for advice	Search query	Worth paying for?
Best cloud data warehouses	100	100	100	100
Best business intelligence tools	3		3

Head to head

Against the products named most often on the same questions

Snowflake vs Amazon RedshiftSnowflake vs BigQuerySnowflake vs DatabricksSnowflake vs Microsoft Power BISnowflake vs TableauSnowflake vs Qlik

Compare with another product

Work on Snowflake? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.