Zero of fourteen models named Ask BambooHR first on the direct prompt; one named Workativ Assistant. Ask BambooHR was named by twelve of the fourteen models and Workativ Assistant by eleven and Ask BambooHR carries 21 labels and Workativ Assistant 19, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the HR AI assistants page.
Across every category in the November 2026 Edition, Ask BambooHR and Workativ Assistant were named in the same answer sixteen times, of the 64 answers naming Ask BambooHR and the 48 naming Workativ Assistant. In those answers Workativ Assistant took the first choice zero times and Ask BambooHR one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“starts at about $250 monthly for up to 25 employees, so it may be expensive for very small teams” Perplexity Sonar · budget prompt · soft negative
“If you're locked into another system (e.g., Workday or BambooHR), the AI shines less.” Grok 4.20 · direct prompt · soft negative
“Matram and BambooHR are the best options due to their flat-rate pricing and robust features tailored for HR tasks” Mistral Small · budget prompt · first choice
“Best budget-friendly starting point: BambooHR” GPT-5.4 mini · budget prompt · first choice
“Small or midsize business: an assistant built into the existing HRIS, such as Ask BambooHR, is usually simpler” Perplexity Sonar · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“My default pick to pilot is Workativ” GPT-6 Luna · direct prompt · first choice
“Workativ – Rank 1 ... Combines AI Agents, AI Co-Workers, live system actions, human approvals, and cross-system orchestration.” Muse Glimmer 30B · comparative prompt · alternative
“Runner-Up Options to Consider ... Workativ ... Custom quote (likely more expensive than MeBeBot)” GLM 4.7 FlashX · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.