Amazon CognitovsGoogle Identity
How 10 AI models weigh Amazon Cognito against Google Identity on the 1 buying question where both came up.
- Amazon Cognito
- 85%of answers named it
- Google Identity
- 2%of answers named it
- Placed higher
- 36–1times Amazon Cognito vs Google Identity, over 37 model rankings that listed either
- Models leaning
- 10–0toward Amazon Cognito vs Google Identity
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 | Google Identity | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 75% | 17% | 3–1 | 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% | 0% | 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 Google Identity
One reason per model, from the shared questions
No reasons given.
Over time
Share of answers that named each, on the questions where both came up, each time the panel answered
| Panel run | Amazon Cognito | Google Identity |
|---|---|---|
| October 26, 2026 | 85% | 2% |
| October 25, 2026 | 33% | 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 | Amazon Cognito | Google Identity |
|---|---|---|
| Best authentication services for web apps | 85% #3 | 2% #33 |