Three of twelve models named Lattice first on the direct prompt; two named Moveworks. Lattice was named by nine of the twelve models and Moveworks by ten and Lattice carries 18 labels and Moveworks 21, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Enterprise-focused with six-figure annual contracts; overkill for mid-sized companies” Kimi K2 · paraphrase prompt · hard negative
“Enterprise platforms (Moveworks, Leena AI, ServiceNow, etc.) — $50K+/yr, usually overkill” DeepSeek V4 Flash · scale prompt · soft negative
“cost-effective compared to enterprise solutions like Moveworks or Workday Assistant” Mistral Small · direct prompt · soft negative
“If you want to stop spending 80% of your time answering repetitive questions: Choose Leena AI or Moveworks.” GLM 4.7 FlashX · comparative prompt · first choice
“Choose Moveworks (for heavy, complex integrations)... Unmatched enterprise-grade security and actionability.” Gemini 3.5 Flash · comparative prompt · first choice
“Moveworks leads for mid-market organizations and plugs into Workday, ServiceNow, and Slack” Claude Haiku 4.5 · direct prompt · first choice
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.