Workforce identity and SSO · October 2026 Edition
Okta Workforce Identity vs OneLogin
Eight of fourteen models named Okta Workforce Identity first on the direct prompt; five named OneLogin. Okta Workforce Identity was named by fourteen of the fourteen models and OneLogin by twelve and Okta Workforce Identity carries 72 labels and OneLogin 41, so the shares are not directly comparable.
Named in two categories this edition.
Named in six categories this edition.
First-choice share23%20%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate32%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 8; printed, not drawn.
Labels7241A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Okta Workforce Identity reading right to left. Rank and label count are printed, not drawn.Microsoft Entra ID was named alongside these two in eleven of the fourteen direct answers. Microsoft Entra ID vs Okta Workforce Identity · Microsoft Entra ID vs OneLogin · Okta Workforce Identity vs JumpCloud
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Okta Workforce IdentityFirst choices, of fourteen modelsOneLogin
Direct85
Paraphrase432 against Okta Workforce Identity
Comparative100
Budget-constrained039 against Okta Workforce Identity
Scale-constrained10
Negative0012 against Okta Workforce Identity · 5 against OneLogin
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Okta Workforce Identity and OneLogin were named in the same answer ninety-four times, of the 233 answers naming Okta Workforce Identity and the 131 naming OneLogin. In those answers OneLogin took the first choice eleven times and Okta Workforce Identity twenty-two.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Okta Workforce Identity and OneLogin stood in it.
| 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 | | | | | |
Okta Workforce Identity OneLogin first choice named as an alternative argued againstblank: not namedEach cell is one answer, Okta Workforce Identity on the left and OneLogin on the right.The direct prompt
The plain question, one answer per model, grouped by where Okta Workforce Identity and OneLogin stood in it.
Both were the first choice
2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Llama 4 MaverickOkta Workforce Identity, OneLogin
Qwen 3.7 FlashOkta Workforce Identity, OneLogin alternatives: JumpCloud, Microsoft Entra ID
Okta Workforce Identity first, OneLogin an alternative
6 of 14 modelsOneLogin was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Okta Workforce Identity alternatives: JumpCloud, OneLogin, tenfold
GPT-5.4 miniOkta Workforce Identity alternatives: CyberArk Identity, Microsoft Entra ID, Ping Identity
Gemini 3.5 FlashMicrosoft Entra ID, Okta Workforce Identity alternatives: JumpCloud
Perplexity SonarOkta Workforce Identity alternatives: Microsoft Entra ID, OneLogin
Grok 4.1 FastOkta Workforce Identity alternatives: Microsoft Entra ID, OneLogin
GLM 4.7 FlashXOkta Workforce Identity alternatives: Microsoft Entra ID, OneLogin
OneLogin first, Okta Workforce Identity an alternative
3 of 14 modelsOkta Workforce Identity was named in the answer but not as the choice, or not at all.Mistral SmallOneLogin alternatives: Okta Workforce Identity, Ping Identity
MiniMax M2.5JumpCloud, OneLogin alternatives: Microsoft Entra ID, Okta Workforce Identity
Muse Glimmer 30BOneLogin alternatives: Microsoft Entra ID, Okta Workforce Identity
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.DeepSeek V4 FlashJumpCloud alternatives: Microsoft Entra ID, Okta Workforce Identity
Kimi K2JumpCloud, Microsoft Entra ID alternatives: Okta Workforce Identity, OneLogin
GPT-6 LunaMicrosoft Entra ID alternatives: JumpCloud, Okta Workforce Identity
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
OneLogin leads by two points.
OneLogin5%#4 of 9Okta Workforce Identity4%#5 of 9Mid-marketThe figures above
The order flips: Okta Workforce Identity leads at mid-market.
Okta Workforce Identity23%#2 of 8OneLogin20%#3 of 8Enterprise
Okta Workforce Identity leads by forty-two points.
Okta Workforce Identity44%#2 of 9OneLogin2%#4 of 9What the models said about Okta Workforce Identity
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Okta is not recommended unless you have a SaaS portfolio of 50+ applications” Llama 4 Maverick · budget prompt · hard negative
“Multiple high-profile breaches (2022 Lapsus$ attack, 2023 support system credential theft)... Mitigation: If you choose Okta, ensure rigorous tenant security hygiene” GLM 4.7 FlashX · negative prompt · soft negative
“Okta has experienced several security issues... These incidents don't necessarily mean you should avoid Okta... but you should stay current with their security advisories” MiniMax M2.5 · negative prompt · soft negative
“1. Okta Workforce Identity Cloud - Best for: Large enterprises needing a cloud-native, best-of-breed IAM platform with the broadest integration ecosystem.” Mistral Small · comparative prompt · first choice
“Okta and Microsoft Entra lead in overall breadth and ecosystem depth... otherwise Okta for a vendor-neutral, deeply integrated solution.” GLM 4.7 FlashX · comparative prompt · first choice
“If you're app-agnostic with a diverse SaaS portfolio, Okta is the default leader with the largest integration catalog (18,000+ apps).” DeepSeek V4 Flash · scale prompt · first choice
What 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
Also compared
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.