| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Employee engagement surveys | Onboarding and employee experience | 0% | 20 of 77 | 25% | 8 | under 10 labels · led by Culture Amp at 40% |
| People analytics | Workforce planning and analytics | 0% | 70 of 99 | 33% | 3 | under 10 labels · led by HiBob at 15% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Built for Microsoft-centric organizations... Best for: Microsoft-heavy enterprises.” DeepSeek V4 Flash · Employee engagement surv · comparative prompt · alternative
“Microsoft Viva Glint | If you're a Microsoft shop, tight integration” DeepSeek V4 Flash · Employee engagement surv · scale prompt · alternative
“Engagement surveys | Culture Amp, Glint (Microsoft), Peakon” Kimi K2 · People analytics · negative prompt · alternative
“Best if You're Microsoft-Heavy: Microsoft Viva Glint” Kimi K2 · Employee engagement surv · paraphrase 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.
“Avoid enterprise platforms like Culture Amp, Qualtrics, or Microsoft Viva Glint” DeepSeek V4 Flash · Employee engagement surv · budget prompt · hard negative
“Only if you're already deep in the Microsoft 365/LinkedIn ecosystem” DeepSeek V4 Flash · Employee engagement surv · paraphrase prompt · soft negative
“Avoid "Survey-Lite" Platforms if You Need Operational Data” Qwen 3.7 Flash · People analytics · negative 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 30 of the 39 answers that named Microsoft Viva Glint and are not a share of its labels.
117 of the 117 domain citations in answers naming Microsoft Viva Glint 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 Viva Glint'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 Viva Glint, 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.