# HR AI assistants: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "AI assistant for HR teams" and as "HR chatbot for employee questions", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/hr/experience/hr-ai-assistants

**Standing:** MeBeBot leads with 21% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [MeBeBot](https://www.gane.ai/index/hr/vendors/mebebot/index.md) | 21% | 0% | 18 |
| 2 | [Leena AI](https://www.gane.ai/index/hr/vendors/leena-ai/index.md) | 12% | 10% | 42 |
| 3 | [HiBob](https://www.gane.ai/index/hr/vendors/hibob/index.md) | 12% | 0% | 12 |
| 4 | [ChatGPT](https://www.gane.ai/index/hr/vendors/chatgpt/index.md) | 12% | 18% | 17 |
| 5 | [Claude](https://www.gane.ai/index/hr/vendors/claude/index.md) | 9% | 25% | 12 |
| 6 | [Ask BambooHR](https://www.gane.ai/index/hr/vendors/ask-bamboohr/index.md) | 4% | 10% | 21 |
| 8 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 2% | 5% | 21 |
| 9 | [Workativ Assistant](https://www.gane.ai/index/hr/vendors/workativ-assistant/index.md) | 2% | 0% | 19 |
| 10 | [Paradox](https://www.gane.ai/index/hr/vendors/paradox/index.md) | 2% | 16% | 19 |
| 11 | [Lattice](https://www.gane.ai/index/hr/vendors/lattice/index.md) | 2% | 8% | 12 |
| 23 | [Moveworks](https://www.gane.ai/index/hr/vendors/moveworks/index.md) | 0% | 0% | 19 |
| 27 | [Eightfold AI](https://www.gane.ai/index/hr/vendors/eightfold-ai/index.md) | 0% | 23% | 13 |

Rank is by share of first choices among all 162 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Leena AI; alternatives ChatGPT, HiBob, Lattice, Workable
- GPT-5.4 mini: Leena AI, Zendesk Employee Service Suite; alternatives HiBob, Rippling
- Gemini 3.5 Flash: HiBob; alternatives Ask BambooHR, Lattice, Leena AI, Metaview
- Perplexity Sonar: Leena AI; alternatives Ask BambooHR, Harmony, Lattice, Rippling
- Grok 4.20: HiBob; alternatives Leena AI, Microsoft Copilot, Moveworks, Workativ Assistant
- Mistral Small: MeBeBot; alternatives Harmony, HiBob, Leena AI, Rippling
- DeepSeek V4 Flash: Rippling; alternatives HiBob, Leena AI, MeBeBot
- Llama 4 Maverick: MeBeBot; alternatives Atomicwork, Harmony, HiBob's Bob, Leena AI
- Qwen 3.7 Flash: HiBob; alternatives Harmony, Leena AI, Rippling, eesel AI
- Kimi K2: HiBob; alternatives BambooHR with Bamboo AI, Leena AI, Paradox
- GLM 4.7 FlashX: HiBob, Wisq Harper; alternatives Leena AI, MeBeBot, Rippling
- MiniMax M2.5: HiBob, MeBeBot; alternatives Leena AI, Rippling, Workativ Assistant
- GPT-6 Luna: Workativ Assistant; alternatives MeBeBot, Moveworks, Rippling
- Muse Glimmer 30B: HiBob, MeBeBot; alternatives Atomicwork, Harmony, Leena AI, Paradox

## Sources the answers cite

76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- workativ.com: 20 answers, 24 citations
- peoplemanagingpeople.com: 15 answers, 19 citations
- employsome.com: 15 answers, 16 citations
- gane.ai/index: 13 answers, 14 citations
- moveworks.com: 13 answers, 14 citations
- paycor.com: 12 answers, 15 citations
- wonderchat.io: 11 answers, 13 citations
- firsthr.app: 11 answers, 11 citations

Pages named in the most answers:

- https://employsome.com/best/ai-tools-for-hr (15 answers)
- https://gane.ai/index/hr/experience/hr-ai-assistants (13 answers)
- https://firsthr.app/compare/core-hr/hr-ai-tools (11 answers)
- https://teamspective.com/blog/ai-hr-assistant (11 answers)
- https://elephas.app/blog/best-ai-tools-for-hr.md (10 answers)
- https://humand.co/en/compare/best-ai-powered-hr-software-tools (10 answers)
- https://vizologi.com/best-ai-hr-software-for-mid-market (10 answers)
- https://peoplebox.ai/blog/ai-tools-hr-teams (9 answers)
- https://workativ.com/blog/10-best-hr-ai-agents-for-mid-market-companies-in-2026 (9 answers)
- https://peoplemanagingpeople.com/tools/best-hr-chatbots (8 answers)

## Warned against

- Workday Illuminate: 9 of 16 labels negative. "accused Workday Inc. of programming its artificial intelligence systems and screening tools to disproportionately disqualify applicants who are Black, disabled, or over the age of 40" (Muse Glimmer 30B, negative prompt)
- HireVue: 7 of 14 labels negative. "Public interest groups have filed complaints alleging the tool favored certain facial expressions... disproportionately disadvantaging minority candidates" (GLM 4.7 FlashX, negative prompt)
- Leena AI: 4 of 42 labels negative. "Avoid Leena AI unless you have enterprise-scale complexity and budget" (Kimi K2, paraphrase prompt)
- Eightfold AI: 3 of 13 labels negative. "Avoid enterprise options like Rippling, Workday, Lattice, Paradox (Olivia), Eightfold, or Culture Amp" (Grok 4.20, budget prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: MeBeBot at 21%.

- Rippling: 10% to 2%, −8. Inside the floor by 5 points · rank 3 → 8 of 162.
- Workativ Assistant: 8% to 2%, −6. Inside the floor by 7 points · rank 5 → 9 of 162.
- HiBob: 8% to 12%, +4. Inside the floor by 9 points · rank 4 → 3 of 162.
- ChatGPT: 8% to 12%, +4. Inside the floor by 9 points · rank 6 → 4 of 162.
- Ask BambooHR: 0% to 4%, +4. Inside the floor by 9 points · rank 21 → 6 of 162.
- Lattice: 6% to 2%, −4. Inside the floor by 9 points · rank 7 → 11 of 162.
- Claude: 6% to 9%, +3. Inside the floor by 10 points · rank 8 → 5 of 162.
- Paradox: 0% to 2%, +2. Inside the floor by 11 points · rank 22 → 10 of 162.
- Moveworks: 2% to 0%, −2. Inside the floor by 11 points · rank 9 → 23 of 162.
- MeBeBot: 21% to 21%, ±0. Inside the floor by 13 points · rank 1 of 162, unchanged.
- Leena AI: 12% to 12%, ±0. Inside the floor by 13 points · rank 2 of 162, unchanged.
- Eightfold AI: 0% to 0%, ±0. Inside the floor by 13 points · rank 135 → 27 of 162.

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.