Four of twelve models named Workday Adaptive Planning first on the direct prompt; two named HiBob. Workday Adaptive Planning was named by twelve of the twelve models and HiBob by nine and Workday Adaptive Planning carries 39 labels and HiBob 14, so the shares are not directly comparable.
Named in two categories this edition.
Named in sixteen 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 workforce planning 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“you do not need the extreme complexity, high licensing costs, and long implementation times of enterprise legacy tools like Anaplan or Workday Adaptive Planning” Gemini 3.5 Flash · direct prompt · soft negative
“without the extreme cost and complexity of enterprise tools (like Anaplan or Workday Adaptive Planning)” Gemini 3.5 Flash · paraphrase prompt · soft negative
“avoid the heavy implementation overhead of enterprise tools like Workday Adaptive Planning or Anaplan” Kimi K2 · paraphrase prompt · soft negative
“Best for: Finance-led headcount planning... making it the best option for aligning recruiting plans directly with the CFO's budget.” Gemini 3.5 Flash · comparative prompt · first choice
“the best default choice is usually Workday Adaptive Planning if you need serious headcount, scenario, and budget planning” Perplexity Sonar · direct prompt · first choice
“Ideal if you're already using Workday HCM and want seamless integration for workforce planning alongside financial planning.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Easy to use and intuitive, but customization limits and reporting depth are common complaints.” GLM 4.7 FlashX · negative prompt · soft negative
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.