Five of fourteen models named Auth0 first on the direct prompt; one named Descope. Auth0 was named by fourteen of the fourteen models and Descope by eleven and Auth0 carries 60 labels and Descope 20, so the shares are not directly comparable.
Named in eight categories this edition.
Named in four 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, Auth0 and Descope were named in the same answer forty-nine times, of the 268 answers naming Auth0 and the 64 naming Descope. In those answers Descope took the first choice six times and Auth0 sixteen.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Prioritize platforms like Stytch, Descope, or Ping Identity for simpler, privacy-focused alternatives” Grok 4.1 Fast · negative prompt · first choice
“I'd recommend starting with either Descope or Clerk due to their generous free tiers” MiniMax M2.5 · budget prompt · first choice
“Descope is widely recommended as the best overall affordable option.” Claude Haiku 4.5 · 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.