Five of fourteen models named Frontegg first on the direct prompt; one named Descope. Frontegg was named by twelve of the fourteen models and Descope by eleven and Frontegg carries 30 labels and Descope 20, so the shares are not directly comparable.
Named in two 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, Frontegg and Descope were named in the same answer twenty-six times, of the 97 answers naming Frontegg and the 64 naming Descope. In those answers Descope took the first choice two times and Frontegg four.
| 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. 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.