Zero of fourteen models named OneLogin first on the direct prompt; zero named Google Cloud Identity. OneLogin was named by thirteen of the fourteen models and Google Cloud Identity by seven and OneLogin carries 41 labels and Google Cloud Identity 10, so the shares are not directly comparable.
Named in five 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, OneLogin and Google Cloud Identity were named in the same answer twenty-two times, of the 127 answers naming OneLogin and the 63 naming Google Cloud Identity. In those answers Google Cloud Identity took the first choice zero times and OneLogin 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. 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
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.