Zero of fourteen models named JumpCloud first on the direct prompt; zero named Jamf. JumpCloud was named by nine of the fourteen models and Jamf by fourteen and JumpCloud carries 19 labels and Jamf 41, so the shares are not directly comparable.
Named in ten 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 unified endpoint management page.
Across every category in the October 2026 Edition, JumpCloud and Jamf were named in the same answer thirty-five times, of the 336 answers naming JumpCloud and the 141 naming Jamf. In those answers Jamf took the first choice zero times and JumpCloud one.
| 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. One of one in this category shown.
“JumpCloud offers the best balance of features, pricing, and ease of use for mid-sized companies” MiniMax M2.5 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“most directly suited to Apple-centric environments rather than organizations seeking one UEM platform for a broad mix of operating systems” Claude Haiku 4.5 · comparative prompt · soft negative
“If you are Apple-heavy, Jamf is praised for app deployment and security baselines, but it is Apple-focused” Muse Glimmer 30B · direct prompt · soft negative
“The complete absence of Windows and Android support makes it a non-starter for mixed OS environments” Claude Haiku 4.5 · negative prompt · soft negative
“Top Picks: Jamf Pro or Kandji ... Jamf is the historical gold standard” Gemini 3.5 Flash · scale prompt · first choice
“mostly Apple devices, Jamf can be a better fit, but it is often more specialized than budget-focused” GPT-5.4 mini · budget prompt · alternative
“Gold standard for Apple (same-day OS support, deep scripting). | Apple-only; pricier for non-Apple.” Grok 4.1 Fast · paraphrase prompt · alternative
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.