Four of fourteen models named Prophix first on the direct prompt; one named Workday Adaptive Planning. Prophix was named by thirteen of the fourteen models and Workday Adaptive Planning by fourteen and Prophix carries 39 labels and Workday Adaptive Planning 52, so the shares are not directly comparable.
Named in nine categories this edition.
Named in seven categories 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 corporate performance management page.
Across every category in the October 2026 Edition, Prophix and Workday Adaptive Planning were named in the same answer ninety-four times, of the 244 answers naming Prophix and the 445 naming Workday Adaptive Planning. In those answers Workday Adaptive Planning took the first choice ten times and Prophix eight.
| 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 | ||||||
| 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. Two of two in this category shown.
“easy to roll out and maintain but "doesn't allow for deep customization."” Muse Glimmer 30B · comparative prompt · soft negative
“Prophix is the strongest overall EPM option in these results because it is specifically described as a low-cost entry” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“it is recommended to avoid defaulting to Workday Adaptive if cost predictability across thousands of users is a top priority” Llama 4 Maverick · negative prompt · hard negative
“Adaptive Insights (if you want a clean web interface). These two cover the vast majority of mid-sized B2B use cases effectively.” Qwen 3.7 Flash · paraphrase 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.