One of fourteen models named JumpCloud first on the direct prompt; zero named OneLogin. JumpCloud was named by fourteen of the fourteen models and OneLogin by thirteen and JumpCloud carries 49 labels and OneLogin 41, so the shares are not directly comparable.
Named in twelve 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 Workforce identity and SSO page.
Across every category in the November 2026 Edition, JumpCloud and OneLogin were named in the same answer eighty-six times, of the 407 answers naming JumpCloud and the 127 naming OneLogin. In those answers OneLogin took the first choice three times and JumpCloud thirty-five.
| 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. Four of four in this category shown.
“JumpCloud for large, highly complex enterprises if you need deep governance... its main strength is combining directory, SSO, and device management for small and midsize organizations.” Perplexity Sonar · negative prompt · soft negative
“JumpCloud — ask what changed after its 2023 incident.” GPT-6 Luna · negative prompt · soft negative
“JumpCloud is the clear leader, recommended by 48% of AI models for small businesses due to its affordability and robust features” Mistral Small · budget prompt · first choice
“The Best All-Rounder for Small Teams: JumpCloud ... frequently cited as a clear leader for small businesses and startups” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Since being acquired by One Identity, product priorities and support experiences have shifted.” Gemini 3.5 Flash · negative prompt · soft negative
“viable for very basic needs but rank lower in overall reviews for features and support” Grok 4.20 · budget prompt · soft negative
“History of a severe breach... makes it riskier for mission-critical environments” Grok 4.20 · negative prompt · soft negative
“JumpCloud or OneLogin would be the best starting points for a budget-conscious company” MiniMax M2.5 · budget prompt · first choice
“OneLogin is the best independent value proposition for mid-market teams.” DeepSeek V4 Flash · paraphrase prompt · first choice
“The balanced mid-market default is OneLogin” Muse Glimmer 30B · paraphrase 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.