One of fourteen models named Rippling first on the direct prompt; one named Workativ Assistant. Rippling was named by twelve of the fourteen models and Workativ Assistant by eleven and Rippling carries 21 labels and Workativ Assistant 19, so the shares are not directly comparable.
Named in thirty-three categories 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.
| 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. One of one in this category shown.
“Avoid enterprise options like Rippling, Workday, Lattice, Paradox (Olivia), Eightfold, or Culture Amp unless scaling up” Grok 4.20 · budget prompt · hard negative
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.