Best authentication services for web apps
46 products named in 118 answers across 4 wordings
In nearly every answer
Contested
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.
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
Scales well and integrates tightly with AWS services.
Cost-effective AWS-native authentication with strong scalability and deep cloud integration.
Unbeatable cost-efficiency at massive scale with native AWS ecosystem integration.
Deep AWS integration, pay-as-you-go, very scalable.
Tight AWS ecosystem fit, scales effortlessly, fine-grained access control via IAM.
Cheap, scalable, deeply AWS-integrated; clunky UX and tooling.
Deep AWS integration, scalable user pools, cost-effective at volume.
AWS-native, scales massively, ideal for existing AWS workloads.
Deep AWS integration, cost-effective at scale, serverless-friendly.
Enterprise-grade, scales massively, deep AWS integration
Each question's products ranked by the share of all answers that named them, AWS Cognito highlighted.
46 products named in 118 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 authentication services for web apps | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 |
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 authentication services for web apps | 100 | 100 |
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.