# Visier vs ChartHop: which do AI models recommend for people analytics, September 2026

HR AI Recommendation Index, September 2026 Edition, People analytics. Three of twelve models named Visier first on the direct prompt; two named ChartHop. Page: https://hr-ai-index.com/planning/people-analytics/visier-vs-charthop/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Visier | 11% | #4 of 12 | 44% | 48 | 12 of 12 |
| ChartHop | 8% | #5 of 12 | 10% | 29 | 9 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: visier first (first choices: Visier) (alternatives: ChartHop, Crunchr, Workday Peakon)
- Qwen 3.7 Flash: visier first (first choices: Visier) (alternatives: Culture Amp, HiBob, Looker, Tableau)
- MiniMax M2.5: visier first (first choices: Visier) (alternatives: Lattice, Workday HCM)
- DeepSeek V4 Flash: charthop first (first choices: ChartHop, Crunchr) (alternatives: Culture Amp, Lattice, Leapsome, Orgnostic)
- Llama 4 Maverick: charthop first (first choices: ChartHop)
- Gemini 3.5 Flash: neither first, one named (first choices: Knoetic) (alternatives: ChartHop, Culture Amp, Illoominus, Paradox)
- Perplexity Sonar: neither first, one named (first choices: Crunchr, HiBob) (alternatives: ChartHop, Culture Amp)
- Grok 4.1 Fast: neither first, one named (first choices: Crunchr) (alternatives: ChartHop, Lattice)
- Kimi K2: neither first, one named (first choices: Crunchr) (alternatives: ChartHop, Visier)
- GLM 4.7 FlashX: neither first, one named (first choices: Crunchr) (alternatives: BambooHR, ChartHop, Personio)
- Claude Haiku 4.5: neither named (first choices: HiBob) (alternatives: Rippling, UKG People Analytics)
- Mistral Small: neither named (first choices: Crunchr) (alternatives: HiBob, Lattice)

## What the models said about Visier

- "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)

## What the models said about ChartHop

- "avoid it if your main goal is engagement analytics, sentiment analysis, or performance management" (Perplexity Sonar, negative prompt, hard negative)
- "*Warning:* While the entry cost is low, ChartHop is highly modular... which can quickly drive up the price." (Gemini 3.5 Flash, budget prompt, soft negative)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.