Two of twelve models named HiBob first on the direct prompt; three named Visier. Both were named by all twelve models and HiBob carries 22 labels and Visier 48, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in eight categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 people analytics page.
| 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 |
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. One of one in this category shown.
“HiBob is designed for fast-growing mid-market companies (typically 50–2,000 employees) that want an all-in-one HRIS with embedded people analytics” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“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 · 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 · direct prompt · hard negative
“Avoid enterprise tools. Visier, Workday, and Eightfold AI typically require 500\u20131,000+ employees” DeepSeek V4 Flash · budget prompt · hard negative
“The category standard. Pre-built people-data model, deep metric library, 30M+ employee benchmarks, strong forecasting. Very powerful but complex.” Kimi K2 · comparative prompt · first choice
“| 1 | Visier | Large enterprises with complex, multi‑source workforce data | Deep workforce analytics, AI‑powered insights” GLM 4.7 FlashX · comparative prompt · first choice
“Market leader in people analytics, known for workforce planning, talent acquisition, and employee engagement.” Mistral Small · comparative prompt · first choice
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.