# HR AI assistants for small business buyers: what AI models recommend, October 2026

Gane Index, October 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 small B2B company. Page: https://www.gane.ai/index/hr/experience/hr-ai-assistants/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/hr/experience/hr-ai-assistants/smb/index.md

**Standing:** Ask BambooHR leads with 32% of first choices; verdict contested. 50 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Ask BambooHR](https://www.gane.ai/index/hr/vendors/ask-bamboohr/index.md) | 32% | 4% | 46 |
| 2 | [MeBeBot](https://www.gane.ai/index/hr/vendors/mebebot/index.md) | 20% | 0% | 18 |
| 3 | [Gusto](https://www.gane.ai/index/hr/vendors/gusto/index.md) | 8% | 0% | 26 |
| 4 | [ChatGPT](https://www.gane.ai/index/hr/vendors/chatgpt/index.md) | 6% | 23% | 22 |
| 6 | [Claude](https://www.gane.ai/index/hr/vendors/claude/index.md) | 6% | 21% | 14 |
| 8 | [Factorial](https://www.gane.ai/index/hr/vendors/factorial/index.md) | 2% | 0% | 12 |
| 9 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 2% | 24% | 17 |
| 17 | [Personio](https://www.gane.ai/index/hr/vendors/personio/index.md) | 0% | 0% | 11 |
| 105 | [Paradox](https://www.gane.ai/index/hr/vendors/paradox/index.md) | 0% | 50% | 10 |
| 117 | [Leena AI](https://www.gane.ai/index/hr/vendors/leena-ai/index.md) | 0% | 60% | 15 |
| 119 | [Workday Illuminate](https://www.gane.ai/index/hr/vendors/workday-illuminate/index.md) | 0% | 100% | 10 |

Rank is by share of first choices among all 119 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: Ask BambooHR; alternatives Gusto, Lattice
- GPT-5.4 mini: Ask BambooHR; alternatives Gusto, Workday's Self-Service Agent / HR Service Agent
- Gemini 3.5 Flash: Risotto; alternatives Ask BambooHR, ChatGPT, Claude, Gusto
- Perplexity Sonar: BambooHR’s Ask BambooHR; alternatives Factorial, Gusto
- Grok 4.20: Ask BambooHR; alternatives Gusto, Personio
- Mistral Small: Ask BambooHR
- DeepSeek V4 Flash: Ask BambooHR, Gusto
- Llama 4 Maverick: Ask BambooHR; alternatives Paradox
- Qwen 3.7 Flash: Rippling; alternatives Gusto, Paradox
- Kimi K2: Ask BambooHR; alternatives Carly, Manatal
- GLM 4.7 FlashX: Ask BambooHR; alternatives Lattice, Rippling
- MiniMax M2.5: Ask BambooHR; alternatives ChatGPT, Paradox
- GPT-6 Luna: Ask BambooHR; alternatives Gusto, Rippling
- Muse Glimmer 30B: BambooHR – Ask BambooHR; alternatives Gusto – Gus AI assistant, Personio

## Sources the answers cite

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

- peoplemanagingpeople.com: 32 answers, 47 citations
- gusto.com: 30 answers, 40 citations
- wonderchat.io: 28 answers, 37 citations
- firsthr.app: 28 answers, 35 citations
- moveworks.com: 24 answers, 26 citations
- resources.rework.com: 23 answers, 29 citations
- workativ.com: 18 answers, 27 citations
- rippling.com: 17 answers, 25 citations

Pages named in the most answers:

- https://gusto.com/resources/guides/best-ai-hr-tools (28 answers)
- https://firsthr.app/compare/core-hr/hr-ai-tools (24 answers)
- https://resources.rework.com/tools/ai-tools/best-ai-tools-for-hr-2026 (22 answers)
- https://wonderchat.io/blog/compare-ai-hr-assistants (21 answers)
- https://moveworks.com/us/en/resources/blog/best-hr-chatbot-software (16 answers)
- https://workativ.com/hr/blog/hr-chatbots-for-smbs (16 answers)
- https://herothemes.com/blog/hr-chatbots (15 answers)
- https://peoplemanagingpeople.com/tools/best-hr-chatbots (15 answers)
- https://rippling.com/blog/hr-ai-tools (15 answers)
- https://miniloop.ai/blog/best-hr-chatbots-2026 (13 answers)

## Warned against

- Workday Illuminate: 10 of 10 labels negative. "Workday must face discrimination claims... software was specifically accused of screening candidates using proxies like employment gaps, potentially disadvantaging protected groups." (Muse Glimmer 30B, negative prompt)
- Leena AI: 9 of 15 labels negative. "Avoid enterprise options like Leena AI or Moveworks (custom/expensive)." (Grok 4.20, paraphrase prompt)
- ChatGPT: 5 of 22 labels negative. "Free consumer tools (like standard ChatGPT, Claude, Gemini, or generic custom GPTs found online)... Why to avoid: PII Leaks and Hallucinations." (Gemini 3.5 Flash, negative prompt)
- HireVue: 5 of 6 labels negative. "the category itself is controversial and difficult to defend in court or with the public" (DeepSeek V4 Flash, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: Gusto (29%) to Ask BambooHR (30%). Margin 21 points, beyond the floor.

- Gusto: 29% to 9%, −20. Cleared the floor by 7 points · rank 1 → 3 of 107.
- Ask BambooHR: 12% to 30%, +18. Cleared the floor by 5 points · rank 3 → 1 of 107.
- Claude: 0% to 7%, +7. Inside the floor by 6 points · rank 18 → 6 of 107.
- ChatGPT: 2% to 7%, +5. Inside the floor by 8 points · rank 8 → 4 of 107.
- Rippling: 0% to 2%, +2. Inside the floor by 11 points · rank 15 → 7 of 107.
- Leena AI: 2% to 0%, −2. Inside the floor by 11 points · rank 7 → 105 of 107.
- MeBeBot: 21% to 21%, ±0. Inside the floor by 13 points · rank 2 of 107, unchanged.
- Workativ Assistant: 7% to 7%, ±0. Inside the floor by 13 points · rank 4 → 5 of 107.
- Factorial: 0% to 0%, ±0. Inside the floor by 13 points · rank 16 → 15 of 107.
- Personio: 0% to 0%, ±0. Inside the floor by 13 points · rank 47 → 16 of 107.
- Paradox: 0% to 0%, ±0. Inside the floor by 13 points · rank 77 → 88 of 107.
- Moveworks: 0% to 0%, ±0. Inside the floor by 13 points · rank 98 → 106 of 107.

## Record

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