Six of fourteen models named Auth0 first on the direct prompt; zero named Keycloak. Auth0 was named by fourteen of the fourteen models and Keycloak by ten and Auth0 carries 69 labels and Keycloak 15, so the shares are not directly comparable.
Named in five categories this edition.
Named in five categories 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 4.20 | ||||||
| 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.
“Post‑acquisition pricing increases (2–3× at renewal) reported by long‑term customers... Developer sentiment shows sharp declines in support quality” GLM 4.7 FlashX · negative prompt · hard negative
“its price scales steeply once you leave the free tier... For budget-conscious growth, alternative providers or open-source solutions generally offer a more predictable cost trajectory.” Gemini 3.5 Flash · budget prompt · soft negative
“Sudden Cost Escalation: Auth0 and Okta are market leaders with excellent developer experiences, but their pricing models can scale exponentially” Gemini 3.5 Flash · negative prompt · soft negative
“Excellent for developers, strong in B2C with passwordless, social login, and customization. Great docs and extensibility. Often tops B2C/developer rankings.” Grok 4.20 · scale prompt · first choice
“Auth0 remains the strongest default because of its maturity, enterprise SSO support (critical for B2B), multi-tenant organizations model” DeepSeek V4 Flash · paraphrase prompt · first choice
“Start with Auth0 if you want the most flexible, feature-rich solution with excellent developer experience and strong B2B capabilities.” GLM 4.7 FlashX · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“High Operational Burden: Open-source platforms like Keycloak are feature-complete... you assume 100% of the responsibility for hosting” Gemini 3.5 Flash · negative prompt · soft negative
“Even popular tools like Keycloak (which has seen rising popularity) require significant engineering effort to maintain.” Qwen 3.7 Flash · negative prompt · soft negative
“FusionAuth and Keycloak stand out because they offer free self-hosted options with no per-user fees” Claude Haiku 4.5 · budget prompt · first choice
“Lowest cash spend, higher engineering effort: Keycloak” GPT-5.4 mini · budget 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.