AWS Cognito

How often 10 AI models recommend AWS Cognito, what they say about it, and who they recommend instead, on the 1 buying question where it came up.

Mention rate
50%of all answers on this question
Best standing
#9of 46 on Best authentication services for web apps
Buying questions
1where 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. Claude Haiku 5.550%
  2. GPT-6 Luna50%
  3. Gemini 4 Argon50%
  4. Qwen 3.8 Flash50%
  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 authentication services for web apps 10
  • Claude Haiku 5.5Scales well and integrates tightly with AWS services.
  • GPT-6 LunaCost-effective AWS-native authentication with strong scalability and deep cloud integration.
  • Gemini 4 ArgonUnbeatable cost-efficiency at massive scale with native AWS ecosystem integration.
  • Qwen 3.8 FlashDeep AWS integration, pay-as-you-go, very scalable.
  • DeepSeek V4 ProTight AWS ecosystem fit, scales effortlessly, fine-grained access control via IAM.
  • GLM-5.3Cheap, scalable, deeply AWS-integrated; clunky UX and tooling.
  • Kimi K3Deep AWS integration, scalable user pools, cost-effective at volume.
  • MiniMax M3AWS-native, scales massively, ideal for existing AWS workloads.
  • Mistral Large 4Deep AWS integration, cost-effective at scale, serverless-friendly.
  • Nemotron 3 UltraEnterprise-grade, scales massively, deep AWS integration

Against the competition

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

Mention rate by model and question

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

QuestionClaude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Best authentication services for web apps50505050505050505050

Does the wording matter?

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

QuestionList requestBuyer asking for adviceSearch queryWorth paying for?
Best authentication services for web apps100100

Head to head

Against the products named most often on the same questions

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