OneLogin vs JumpCloud
Five of fourteen models named OneLogin first on the direct prompt; three named JumpCloud. OneLogin was named by twelve of the fourteen models and JumpCloud by thirteen and OneLogin carries 41 labels and JumpCloud 44, so the shares are not directly comparable.
Named in six categories this edition.
Named in ten 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.
By framing
OneLoginFirst choices, of fourteen modelsJumpCloud
Across every category in the October 2026 Edition, OneLogin and JumpCloud were named in the same answer seventy-three times, of the 131 answers naming OneLogin and the 336 naming JumpCloud. In those answers JumpCloud took the first choice twenty-six times and OneLogin five.
Every model, every framing
| 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 | | | | |
OneLogin JumpCloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, OneLogin on the left and JumpCloud on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.OneLogin first, JumpCloud an alternative
4 of 14 modelsJumpCloud was named in the answer but not as the choice, or not at all.JumpCloud first, OneLogin an alternative
2 of 14 modelsOneLogin was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
JumpCloud48%#1 of 9OneLogin5%#4 of 9OneLogin20%#3 of 8JumpCloud9%#4 of 8What the models said about OneLogin
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“This is currently the highest-risk scenario for enterprises... your costs may skyrocket; if you are looking to buy, the long-term roadmap is opaque.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid OneLogin if you are a fast-growing enterprise with complex hybrid-cloud environments” Gemini 3.5 Flash · negative prompt · hard negative
“It is recommended to avoid OneLogin for primary workforce identity use cases.” Mistral Small · negative prompt · hard negative
“the most practical workforce identity choice in the results is OneLogin (by One Identity), which is explicitly described as the budget-tier choice” Perplexity Sonar · budget prompt · first choice
“OneLogin is a strong fit for mid-market companies that want enterprise-grade SSO and MFA without the implementation timeline of the largest suites.” Muse Glimmer 30B · direct prompt · first choice
“OneLogin - A strong fit for mid-market companies that want enterprise-grade SSO and MFA without the implementation timeline of the largest suites.” Llama 4 Maverick · paraphrase prompt · first choice
What the models said about JumpCloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“It has had a major nation-state incident and ongoing external security findings.” Muse Glimmer 30B · negative prompt · soft negative
“Treat that as a prompt to examine its incident report and current controls” GPT-6 Luna · negative prompt · soft negative
“JumpCloud: Highly popular in the mid-market. It uniquely combines Cloud Directory, SSO, MFA, and Device Management (MDM)... ideal if you want to consolidate multiple IT tools” Gemini 3.5 Flash · scale prompt · first choice
“The Best All-Rounder for Small/Mid-Sized Teams: JumpCloud ... JumpCloud is the best value.” GLM 4.7 FlashX · 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.