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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ChartHop | 8% | #5 of 12 | 10% | 29 | 9 of 12 |
| Lattice | 4% | #6 of 12 | 9% | 22 | 11 of 12 |

## The direct prompt, model by model

- DeepSeek V4 Flash: charthop first (first choices: ChartHop, Crunchr) (alternatives: Culture Amp, Lattice, Leapsome, Orgnostic)
- Llama 4 Maverick: charthop first (first choices: ChartHop)
- GPT-5.4 mini: neither first, one named (first choices: Visier) (alternatives: ChartHop, Crunchr, Workday Peakon)
- 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)
- Mistral Small: neither first, one named (first choices: Crunchr) (alternatives: HiBob, 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)
- MiniMax M2.5: neither first, one named (first choices: Visier) (alternatives: Lattice, Workday HCM)
- Claude Haiku 4.5: neither named (first choices: HiBob) (alternatives: Rippling, UKG People Analytics)
- Qwen 3.7 Flash: neither named (first choices: Visier) (alternatives: Culture Amp, HiBob, Looker, Tableau)

## 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)

## What the models said about Lattice

- "Best Dedicated People Analytics Platform ... Lattice is widely considered one of the most accessible people ops platforms for growing companies." (Qwen 3.7 Flash, budget prompt, first choice)

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.