Five of fourteen models named Frontegg first on the direct prompt; five named Auth0. Frontegg was named by twelve of the fourteen models and Auth0 by fourteen and Frontegg carries 30 labels and Auth0 60, so the shares are not directly comparable.
Named in two categories this edition.
Named in eight 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.
Across every category in the October 2026 Edition, Frontegg and Auth0 were named in the same answer seventy-one times, of the 97 answers naming Frontegg and the 268 naming Auth0. In those answers Auth0 took the first choice twenty-two times and Frontegg eighteen.
| 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. Three of three in this category shown.
“If you want to minimize development time and avoid building customer-facing administrative dashboards from scratch, Frontegg is a top choice.” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd recommend evaluating Frontegg or Descope as starting points, as they're specifically optimized for mid-market B2B needs” Claude Haiku 4.5 · direct prompt · first choice
“Frontegg and Clerk are particularly well-suited due to their B2B-focused features and ease of integration” Mistral Small · paraphrase prompt · first choice
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
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.