Two of fourteen models named Frontegg first on the direct prompt; zero named Keycloak. Frontegg was named by thirteen of the fourteen models and Keycloak by ten and Frontegg carries 32 labels and Keycloak 15, so the shares are not directly comparable.
Named in two 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. Three of four in this category shown.
“For most mid-market B2B SaaS companies today: Start with Frontegg if you want to ship a complete customer experience” Qwen 3.7 Flash · direct prompt · first choice
“My top pick for most mid-market B2B companies is Frontegg” DeepSeek V4 Flash · direct prompt · first choice
“the strongest default recommendation is Frontegg” Perplexity Sonar · 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.