Best cloud data warehouses
22 products named in 120 answers across 4 wordings
In nearly every answer
Contested
By Amazon
How often 10 AI models recommend Amazon Redshift, what they say about it, and who they recommend instead, on the 1 buying question where it came up.
Share of each model's answers that named it, at any position · The black tick marks the panel average
Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.
Each model's one-line reason for recommending it, from its first answer
Mature AWS-native warehouse with deep integration into the AWS data stack.
A proven AWS-native warehouse with flexible deployment choices and deep ecosystem integration.
Deep AWS integration and predictable performance at scale for enterprises already invested in Amazon.
Deep AWS integration, mature and broadly deployed.
Deep AWS integration, excellent price-performance with RA3 nodes, massive scale.
Mature AWS-native warehouse; strong performance, but less seamless than newer rivals.
Deep AWS integration, mature performance, serverless option improving ease of use.
Mature, deep AWS integration, strong for existing AWS workloads.
Deep AWS ecosystem integration and strong price-performance at scale.
Mature AWS ecosystem, RA3 nodes, spectrum
Each question's products ranked by the share of all answers that named them, Amazon Redshift highlighted.
22 products named in 120 answers across 4 wordings
In nearly every answer
Contested
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 |
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 |
Against the products named most often on the same questions
Other Amazon products: Amazon Q Developer, Amazon QuickSight, AWS CodePipeline, Amazon S3, Amazon CloudWatch, Amazon WorkDocs, Amazon Chime, Amazon Athena, Amazon Drive
Work on Amazon Redshift? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.