One of fourteen models named JumpCloud first on the direct prompt; zero named Google Cloud Identity. JumpCloud was named by fourteen of the fourteen models and Google Cloud Identity by seven and JumpCloud carries 49 labels and Google Cloud Identity 10, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in three 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 Google Cloud Identity were named in the same answer forty-three times, of the 407 answers naming JumpCloud and the 63 naming Google Cloud Identity. In those answers Google Cloud Identity took the first choice three times and JumpCloud twenty-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 4.20 | ||||||
| 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. Three of three in this category shown.
“Already use Google Workspace? Start with Google Cloud Identity Free. Google offers a free edition for core identity” GPT-6 Luna · budget prompt · first choice
“It can be a sensible fit when Google is already the center of workplace IT” GPT-6 Luna · comparative prompt · alternative
“Best if you're Google Workspace‑centric: Google Cloud Identity” GLM 4.7 FlashX · budget 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.