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Workforce planning · November 2026 Edition

Planful vs Workday Adaptive Planning

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.

Planful

accepted challenger

Named in one category this edition.

Workday Adaptive Planning

criticized challenger

Named in two categories this edition.

First-choice share4%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 20; printed, not drawn.
Labels3143A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Planful reading right to left. Rank and label count are printed, not drawn.ChartHop was named alongside these two in twelve of the fourteen direct answers. ChartHop vs Planful · ChartHop vs Workday Adaptive Planning · Pigment vs Planful

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PlanfulFirst choices, of fourteen modelsWorkday Adaptive Planning
Direct011 against Workday Adaptive Planning
Paraphrase212 against Workday Adaptive Planning
Comparative03
Budget-constrained003 against Workday Adaptive Planning
Scale-constrained00
Negative007 against Workday Adaptive Planning
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Planful and Workday Adaptive Planning stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Planful Workday Adaptive Planning first choice named as an alternative argued againstblank: not namedEach cell is one answer, Planful on the left and Workday Adaptive Planning on the right.

The direct prompt

The plain question, one answer per model, grouped by where Planful and Workday Adaptive Planning stood in it.

Workday Adaptive Planning first, Planful not the choice

1 of 14 modelsPlanful was named in the answer but not as the choice, or not at all.
GPT-5.4 miniWorkday Adaptive Planning alternatives: Anaplan, HiBob, Rippling

Neither was the first choice, one was named

10 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5ChartHop, Paylocity alternatives: HiBob, Planful, Rippling, Vena, Visier Workforce Planning
Gemini 3.5 FlashChartHop, Pigment, TeamOhana alternatives: Cube, Planful, Vena, Workday Adaptive Planning
Perplexity SonarChartHop alternatives: HiBob, Planful, Runn, Saviom, TeamOhana
Mistral SmallDisprz alternatives: ChartHop, Orgvue, Planful
DeepSeek V4 FlashChartHop alternatives: Pigment, Planful, TeamOhana, Workday Adaptive Planning
Qwen 3.7 FlashChartHop alternatives: 4PLAN HR, Abacum, Deel Workforce Planning, Monday.com, Planful, Rotageek, Visier Workforce Planning, Workday Adaptive Planning
Kimi K2ChartHop alternatives: 4PLAN HR, Abacum, Dayforce, Planful, TeamOhana, UKG Pro Workforce Management
MiniMax M2.5Disprz alternatives: ChartHop, HiBob, Orgvue, Planful, TeamOhana
GPT-6 LunaPigment alternatives: Adaptive from Workday, Planful, TeamOhana
Muse Glimmer 30BChartHop alternatives: 4PLAN HR, Centage, Disprz, Orgvue, Planful, Prophix, Vena

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Grok 4.20ChartHop alternatives: Anaplan, Rippling, Visier Workforce Planning
Llama 4 MaverickChartHop alternatives: Vena
GLM 4.7 FlashXChartHop alternatives: 4PLAN HR, Dayforce, UKG Pro Workforce Management, Visier Workforce Planning

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.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Planful0%#– of 15
Workday Adaptive Planning0%#14 of 15
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Planful4%#6 of 20
Workday Adaptive Planning4%#7 of 20
The full mid-market standing →
Enterprise
Workday Adaptive Planning leads by twenty-four points.
Workday Adaptive Planning24%#2 of 14
Planful0%#10 of 14
The full enterprise standing →

What the models said about Planful

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

What the models said about Workday Adaptive Planning

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
Also compared

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.