Four of fourteen models named MeBeBot first on the direct prompt; zero named Ask BambooHR. MeBeBot was named by ten of the fourteen models and Ask BambooHR by twelve and MeBeBot carries 18 labels and Ask BambooHR 21, 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, MeBeBot and Ask BambooHR were named in the same answer eleven times, of the 35 answers naming MeBeBot and the 64 naming Ask BambooHR. In those answers Ask BambooHR took the first choice two times and MeBeBot six.
| 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. Three of four in this category shown.
“MeBeBot is likely the best overall choice due to its balance of accuracy, speed, and cost-effectiveness” Mistral Small · paraphrase prompt · first choice
“MeBeBot is considered a good option for SMBs, with a price range of $3.50-4.00 per employee per month.” Llama 4 Maverick · paraphrase prompt · first choice
“My default pick would be MeBeBot if your main goal is to answer routine employee questions” GPT-6 Luna · paraphrase prompt · first choice
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
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.