Five of twelve models named Auth0 first on the direct prompt; five named Frontegg. Auth0 was named by twelve of the twelve models and Frontegg by eleven and Auth0 carries 67 labels and Frontegg 32, so the shares are not directly comparable.
Named in four 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 twelve 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.
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. Five of six in this category shown.
“Developers report massive price increases of 300% to 1,500% on renewal” DeepSeek V4 Flash · negative prompt · hard negative
“it is generally not recommended for startups on a limited budget” Gemini 3.5 Flash · budget prompt · hard negative
“### 1. Auth0 (Okta Customer Identity Cloud) ... Pick Auth0/Olata if developer experience and speed-to-market matter most” Qwen 3.7 Flash · comparative prompt · first choice
“Offers a free tier with 25,000 monthly active users (MAUs), making it a strong choice for startups and small businesses” Mistral Small · budget prompt · first choice
“Auth0 and Ping Identity are the top recommendations due to their maturity, scalability, and broad feature sets” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Frontegg stands out for B2B SaaS specifically: Frontegg is the fastest path for B2B SaaS teams that need to ship enterprise-grade identity features” Claude Haiku 4.5 · direct prompt · first choice
“Frontegg is built specifically for B2B SaaS with multi-tenancy and self-service admin, ideal for teams that need production-ready CIAM” Claude Haiku 4.5 · paraphrase prompt · first choice
“If you want to offload user interface development entirely, Frontegg is the winner.” Gemini 3.5 Flash · paraphrase prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.