| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| People analytics | Workforce planning and analytics | 11% | 4 of 99 | 44% | 48 | criticized challenger |
| Workforce planning | Workforce planning and analytics | 2% | 9 of 89 | 22% | 27 | accepted challenger |
| Pay equity | Compensation and total rewards | 0% | 22 of 60 | 0% | 5 | under 10 labels · led by Syndio at 17% |
| Talent intelligence | Performance and talent management | 0% | 41 of 77 | 0% | 2 | under 10 labels · led by Pin at 17% |
| Compensation benchmarking data | Compensation and total rewards | 0% | 121 of 144 | 0% | 1 | under 10 labels · led by Payscale at 24% |
| Compensation management | Compensation and total rewards | 0% | 124 of 189 | 0% | 1 | under 10 labels · led by Pave at 18% |
| Org charts and org design | Workforce planning and analytics | 0% | 41 of 81 | 0% | 1 | under 10 labels · led by ChartHop at 27% |
| Skills intelligence | Performance and talent management | 0% | 113 of 162 | 0% | 1 | under 10 labels · led by TalentGuard at 19% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 2 | 4 |
| GPT-5.4 mini | 3 | 0 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 4 | 7 |
| Perplexity Sonar | 1 | 3 | 2 | 2 | 8 |
| Grok 4.1 Fast | 1 | 2 | 1 | 4 | 8 |
| Mistral Small | 2 | 1 | 4 | 1 | 8 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 7 | 11 |
| Llama 4 Maverick | 0 | 1 | 3 | 1 | 5 |
| Qwen 3.7 Flash | 4 | 3 | 0 | 2 | 9 |
| Kimi K2 | 1 | 2 | 1 | 2 | 6 |
| GLM 4.7 FlashX | 1 | 3 | 3 | 2 | 9 |
| MiniMax M2.5 | 3 | 2 | 3 | 0 | 8 |
Verbatim evidence the judge attached to positive labels.
“The category standard. Pre-built people-data model, deep metric library, 30M+ employee benchmarks, strong forecasting. Very powerful but complex.” Kimi K2 · People analytics · comparative prompt · first choice
“| 1 | Visier | Large enterprises with complex, multi‑source workforce data | Deep workforce analytics, AI‑powered insights” GLM 4.7 FlashX · People analytics · comparative prompt · first choice
“Best overall for enterprise analytics, offering robust pay equity analytics... It scores highest in features and value.” Mistral Small · Pay equity · comparative prompt · first choice
“Market leader in people analytics, known for workforce planning, talent acquisition, and employee engagement.” Mistral Small · People analytics · comparative prompt · first choice
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.
“Enterprise platforms like Visier offer custom enterprise pricing and implementation complexity that make them a poor fit for small to mid-market organizations.” Claude Haiku 4.5 · People analytics · direct prompt · hard negative
“Platforms to Avoid in the Mid-Market ... Visier or One Model ... generally poor fits for the mid-market” Gemini 3.5 Flash · People analytics · direct prompt · hard negative
“Avoid enterprise tools. Visier, Workday, and Eightfold AI typically require 500\u20131,000+ employees” DeepSeek V4 Flash · People analytics · budget prompt · hard negative
“Avoid Enterprise Tools: Steer clear of heavy hitters like Visier, OneModel, or Workday VantagePoint.” Qwen 3.7 Flash · People analytics · budget prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 211 of the 255 answers that named Visier and are not a share of its labels.
634 of the 634 domain citations in answers naming Visier 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 Visier'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 Visier, 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 visier.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.