Zero of fourteen models named Keycloak first on the direct prompt; zero named Firebase Authentication. Keycloak was named by ten of the fourteen models and Firebase Authentication by nine and Keycloak carries 15 labels and Firebase Authentication 12, so the shares are not directly comparable.
Named in five 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.
Across every category in the November 2026 Edition, Keycloak and Firebase Authentication were named in the same answer eighteen times, of the 63 answers naming Keycloak and the 48 naming Firebase Authentication. In those answers Firebase Authentication took the first choice two times and Keycloak one.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“you are likely beyond basic "build-it-yourself" or lightweight authentication (like basic Firebase/Cognito setups)” Gemini 3.5 Flash · scale prompt · soft negative
“Firebase lacks native support for multi-tenancy, tenant-level branding, enterprise SAML/OIDC” Gemini 3.5 Flash · negative prompt · soft negative
“Firebase Authentication for governance-heavy environments. Treat it cautiously” Perplexity Sonar · negative prompt · soft negative
“Supabase Auth or Firebase | Up to 50k free MAUs and pennies per thousand users afterward.” Gemini 3.5 Flash · budget prompt · first choice
“Need maximum free MAUs for a hosted SaaS: WorkOS User Management or Firebase Authentication.” Muse Glimmer 30B · budget prompt · first choice
“Choose Firebase Auth if you are building a mobile app or MVP on Google Cloud” Gemini 3.5 Flash · comparative prompt · alternative
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.