Five of fourteen models named Auth0 first on the direct prompt; four named LoginRadius. Auth0 was named by fourteen of the fourteen models and LoginRadius by ten and Auth0 carries 60 labels and LoginRadius 22, so the shares are not directly comparable.
Named in eight categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the customer identity and access management page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Budget Trap to Avoid: Auth0 (Okta) ... it is not recommended for companies on a limited budget” Gemini 3.5 Flash · budget prompt · hard negative
“The Catch: It can become exceptionally expensive. Because its pricing scales heavily on Monthly Active Users (MAUs), a growing customer base can lead to a highly ballooned bill.” Gemini 3.5 Flash · comparative prompt · soft negative
“Auth0 has issued advisories about misconfigurations, account creation fraud, credential attacks, MFA bypass, and session/token hijacking.” GLM 4.7 FlashX · negative prompt · soft negative
“Frontegg (if multi-tenant org management is a priority) or Auth0 (if you want the most mature, proven platform) are the strongest overall picks” DeepSeek V4 Flash · direct prompt · first choice
“Medium (Standard Devs) | Fully Managed Cloud<br>Best balance of speed, security, and ease of use. | Auth0 (Okta), AWS Cognito, Firebase Auth” Qwen 3.7 Flash · scale prompt · first choice
“Choose Auth0 if you want to get a product to market quickly and value developer flexibility over on-prem control.” GLM 4.7 FlashX · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Organizations give up some features and control ... there aren't many connectors for third-party fraud prevention features” Claude Haiku 4.5 · negative prompt · soft negative
“Prioritize platforms with strong mid-market fit like LoginRadius (simplicity) or FusionAuth (cost-effective self-hosting).” Grok 4.1 Fast · scale prompt · first choice
“LoginRadius is the managed-simplicity pick for mid-market teams that want CIAM without heavy engineering.” Muse Glimmer 30B · direct prompt · first choice
“LoginRadius is frequently highlighted as the best customer identity platform for mid-market B2B companies” Mistral Small · direct prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.