Zero of fourteen models named Planful first on the direct prompt; one named Workday Adaptive Planning. Planful was named by thirteen of the fourteen models and Workday Adaptive Planning by fourteen and Planful carries 31 labels and Workday Adaptive Planning 43, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 workforce planning page.
Across every category in the November 2026 Edition, Planful and Workday Adaptive Planning were named in the same answer thirty-seven times, of the 51 answers naming Planful and the 142 naming Workday Adaptive Planning. In those answers Workday Adaptive Planning took the first choice seven times and Planful one.
| 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.
“For most mid-sized B2B companies, Planful, Abacum, or ChartHop are the best starting points” Mistral Small · paraphrase prompt · first choice
“For a typical growing B2B company, Planful is usually the strongest choice.” Qwen 3.7 Flash · paraphrase prompt · first choice
“A strong alternative if you want workforce planning as part of a more finance-led budgeting and forecasting suite” GPT-6 Luna · direct prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Steep learning curve requiring significant training - Complex setup challenges often requiring professional help” MiniMax M2.5 · negative prompt · hard negative
“Avoid starting with Anaplan, Workday Adaptive Planning, or similar enterprise platforms” Perplexity Sonar · direct prompt · hard negative
“Avoid enterprise platforms such as Anaplan, Workday Adaptive Planning, or Visier” Perplexity Sonar · budget prompt · hard negative
“I'd usually recommend Workday Adaptive Planning if your priority is a straightforward, finance-friendly headcount planning process” GPT-5.4 mini · paraphrase prompt · first choice
“Anaplan, Workday Adaptive Planning, and Oracle are best when you need a flexible, finance‑aligned planning engine.” GLM 4.7 FlashX · comparative prompt · first choice
“Start with Anaplan or Workday Adaptive Planning due to the need for complex financial controls.” Qwen 3.7 Flash · comparative 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.