AWSvsMongoDB Atlas
How 10 AI models weigh AWS against MongoDB Atlas on the 1 buying question where both came up.
- AWS
- 96%of answers named it
- MongoDB Atlas
- 3%of answers named it
- Placed higher
- 40–0times AWS vs MongoDB Atlas, over 40 model rankings that listed either
- Models leaning
- 10–0toward AWS vs MongoDB Atlas
Which models prefer which
Share of each model's answers that named each product, and how often its ranking put one above the other (a product listed beats one left off) · On the 1 shared question, every wording
| Model | AWS | MongoDB Atlas | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 100% | 0% | 4–0 | AWS |
| GPT-6 Luna | 100% | 0% | 4–0 | AWS |
| Gemini 4 Argon | 100% | 0% | 4–0 | AWS |
| Qwen 3.8 Flash | 67% | 0% | 4–0 | AWS |
| DeepSeek V4.1 Flash | 100% | 25% | 4–0 | AWS |
| GLM-5.3 | 100% | 0% | 4–0 | AWS |
| Kimi K3 | 100% | 0% | 4–0 | AWS |
| MiniMax M3 | 100% | 0% | 4–0 | AWS |
| Mistral Large 4 | 100% | 0% | 4–0 | AWS |
| Nemotron 3.5 Super VL | 92% | 0% | 4–0 | AWS |
What the models say about AWS
One reason per model, from the shared questions
- Claude Haiku 5.5
Deepest service catalog and startup credits; the default choice for most startups.
- GPT-6 Luna
Broadest service ecosystem, global reach, and mature startup credits make it a versatile default.
- Gemini 4 Argon
Unmatched service breadth, industry-standard scalability, and massive startup credit programs.
- Qwen 3.8 Flash
Deepest services, best pricing tools, massive startup ecosystem.
- DeepSeek V4.1 Flash
Deepest service catalog and startup credits; scales from MVP to IPO.
- GLM-5.3
Deepest service catalog, free credits, and scaling headroom as the startup grows.
- Kimi K3
Broadest services, deepest ecosystem, proven scale, and generous startup credits.
- MiniMax M3
Industry leader with unmatched scalability, services, and startup credits.
- Mistral Large 4
Unmatched global scale, breadth of services, and startup credits program.
- Nemotron 3.5 Super VL
Industry leader with vast services and startup credits
What the models say about MongoDB Atlas
One reason per model, from the shared questions
- DeepSeek V4.1 Flash
Managed document database with a free tier that scales smoothly.
Over time
Share of answers that named each, on the questions where both came up, each time the panel answered
| Panel run | AWS | MongoDB Atlas |
|---|---|---|
| October 26, 2026 | 96% | 3% |
| October 25, 2026 | 96% | 0% |
Question by question
Share of all answers that named each, every wording pooled, with its place among every product named · Both-named questions first
| Question | AWS | MongoDB Atlas |
|---|---|---|
| Best cloud platforms for startups | 96% #2 | 3% #19 |
| Best caching tools for web apps | · | 3% #30 |