| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer identity and access management | Identity and access | 4% | 6 of 74 | 9% | 32 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 1 | 4 |
| Perplexity Sonar | 0 | 2 | 1 | 0 | 3 |
| Grok 4.1 Fast | 0 | 1 | 4 | 0 | 5 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 1 | 2 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“the best starting point is Microsoft Entra External ID if you're already in the Microsoft ecosystem” GLM 4.7 FlashX · CIAM · budget prompt · first choice
“Arguably the most budget-friendly option if you're Microsoft-centric” DeepSeek V4 Flash · CIAM · budget prompt · first choice
“deeply integrated into the Azure/Microsoft ecosystem... The developer experience and documentation lag behind developer-first platforms.” Gemini 3.5 Flash · CIAM · comparative prompt · alternative
“A robust enterprise option, especially if your architecture is already heavily integrated with the Microsoft ecosystem.” Gemini 3.5 Flash · CIAM · scale prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“If you are starting a new project, do not build it on Azure AD B2C.” Gemini 3.5 Flash · CIAM · negative prompt · hard negative
“Free up to 50K MAUs, in-preview federation, but historically more painful to customize (custom policies).” DeepSeek V4 Flash · CIAM · paraphrase prompt · soft negative
“if cost and cloud-native integration matter more than polished CIAM workflow and enterprise B2B features” GPT-5.4 mini · CIAM · paraphrase prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 79 of the 92 answers that named Microsoft Entra External ID and are not a share of its labels.
352 of the 352 domain citations in answers naming Microsoft Entra External ID came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Microsoft Entra External ID's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Microsoft Entra External ID, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at microsoft.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.