# Rippling vs Lattice: which do AI models recommend for HR AI assistants, October 2026

HR AI Recommendation Index, October 2026 Edition, HR AI assistants. Four of fourteen models named Rippling first on the direct prompt; three named Lattice. Page: https://hr-ai-index.com/experience/hr-ai-assistants/rippling-vs-lattice/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Rippling | 10% | #3 of 11 | 6% | 16 | 11 of 14 |
| Lattice | 6% | #7 of 11 | 0% | 15 | 10 of 14 |

## The direct prompt, model by model

- Grok 4.1 Fast: rippling first (first choices: Rippling) (alternatives: Ask BambooHR, Gusto, Lattice)
- DeepSeek V4 Flash: rippling first (first choices: Rippling) (alternatives: Ask BambooHR, Deel HR, HiBob, Lattice)
- Qwen 3.7 Flash: rippling first (first choices: Rippling) (alternatives: HiBob, Paradox, Wonderchat)
- GPT-6 Luna: rippling first (first choices: Rippling) (alternatives: ADP Assist, Harmony, Lattice HR Help Desk)
- Mistral Small: lattice first (first choices: HiBob, Lattice) (alternatives: Darwinbox, HR Konnect, Paycor, Rework)
- Llama 4 Maverick: lattice first (first choices: Lattice) (alternatives: Darwinbox, HiBob, Paycor, Rework)
- Muse Glimmer 30B: lattice first (first choices: HiBob, Lattice) (alternatives: BambooHR AI Assistant, Wonderchat Workspace)
- Claude Haiku 4.5: neither first, one named (first choices: Leena AI) (alternatives: Ask BambooHR, HiBob, Lattice)
- Gemini 3.5 Flash: neither first, one named (first choices: Leena AI) (alternatives: Rippling, Sana, Workable)
- Perplexity Sonar: neither first, one named (first choices: HiBob, Leena AI) (alternatives: Rippling)
- Kimi K2: neither first, one named (first choices: HiBob) (alternatives: Ask BambooHR, Lattice, Leena AI)
- GLM 4.7 FlashX: neither first, one named (first choices: Humand) (alternatives: Alignify, Ask BambooHR, Gusto, HiBob, Kriatix, Lattice, Workhuman)
- MiniMax M2.5: neither first, one named (first choices: Workativ Assistant) (alternatives: ChatGPT Lab, HiBob, Lattice, Leena AI)
- GPT-5.4 mini: neither named (first choices: Moveworks, Workday HR Service Agent) (alternatives: MeBeBot, UKG Bryte / assistive AI)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.