Amazon CognitovsLogto
How 10 AI models weigh Amazon Cognito against Logto on the 1 buying question where both came up.
- Amazon Cognito
- 85%of answers named it
- Logto
- 1%of answers named it
- Placed higher
- 36–0times Amazon Cognito vs Logto, over 36 model rankings that listed either
- Models leaning
- 10–0toward Amazon Cognito vs Logto
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 | Amazon Cognito | Logto | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 75% | 0% | 3–0 | Amazon Cognito |
| GPT-6 Luna | 83% | 0% | 4–0 | Amazon Cognito |
| Gemini 4 Argon | 100% | 0% | 4–0 | Amazon Cognito |
| Qwen 3.8 Flash | 83% | 0% | 4–0 | Amazon Cognito |
| DeepSeek V4.1 Flash | 83% | 0% | 3–0 | Amazon Cognito |
| GLM-5.3 | 92% | 8% | 4–0 | Amazon Cognito |
| Kimi K3 | 83% | 0% | 4–0 | Amazon Cognito |
| MiniMax M3 | 83% | 0% | 3–0 | Amazon Cognito |
| Mistral Large 4 | 92% | 0% | 4–0 | Amazon Cognito |
| Nemotron 3.5 Super VL | 75% | 0% | 3–0 | Amazon Cognito |
What the models say about Amazon Cognito
One reason per model, from the shared questions
- Claude Haiku 5.5
Scales well and integrates tightly with AWS services.
- GPT-6 Luna
Cost-effective AWS-native authentication with strong scalability and deep cloud integration.
- Gemini 4 Argon
Unbeatable cost-efficiency at massive scale with native AWS ecosystem integration.
- Qwen 3.8 Flash
Deep AWS integration, pay-as-you-go, very scalable.
- DeepSeek V4.1 Flash
Cheap, scalable AWS-native user pools with solid federation support.
- GLM-5.3
Cheap, scalable, deeply AWS-integrated; clunky UX and tooling.
- Kimi K3
Deep AWS integration, scalable user pools, cost-effective at volume.
- MiniMax M3
AWS-native, scales massively, ideal for existing AWS workloads.
- Mistral Large 4
Deep AWS integration, cost-effective at scale, serverless-friendly.
- Nemotron 3.5 Super VL
Deep AWS integration, scalable user pools, and supports social and enterprise identity providers.
What the models say about Logto
One reason per model, from the shared questions
- GLM-5.3
Open-source, self-hostable alternative with modern DX.
Over time
Share of answers that named each, on the questions where both came up, each time the panel answered
| Panel run | Amazon Cognito | Logto |
|---|---|---|
| October 26, 2026 | 85% | 1% |
| October 25, 2026 | 33% | 2% |
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 | Amazon Cognito | Logto |
|---|---|---|
| Best authentication services for web apps | 85% #3 | 1% #40 |