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FP&A platforms · November 2026 Edition

Planful vs Workday Adaptive Planning

Three of fourteen models named Planful first on the direct prompt; one named Workday Adaptive Planning. Both were named by all fourteen models and Planful carries 54 labels and Workday Adaptive Planning 62, so the shares are not directly comparable.

Planful

accepted challenger

Named in ten categories this edition.

Workday Adaptive Planning

criticized challenger

Named in seven categories this edition.

First-choice share7%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%35%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 14; printed, not drawn.
Labels5462A 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.Prophix was named alongside these two in ten of the fourteen direct answers. Pigment vs Planful · Pigment vs Workday Adaptive Planning · Prophix 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 FP&A platforms 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
Direct311 against Workday Adaptive Planning
Paraphrase13
Comparative011 against Workday Adaptive Planning
Budget-constrained003 against Planful · 7 against Workday Adaptive Planning
Scale-constrained003 against Workday Adaptive Planning
Negative005 against Planful · 10 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 223 times, of the 402 answers naming Planful and the 498 naming Workday Adaptive Planning. In those answers Workday Adaptive Planning took the first choice twenty times and Planful nineteen.

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.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Qwen 3.7 FlashPlanful, Workday Adaptive Planning alternatives: Centage, Cube, Vena

Planful first, Workday Adaptive Planning not the choice

2 of 14 modelsWorkday Adaptive Planning was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Planful alternatives: Cube, Prophix, Vena
Mistral SmallPlanful alternatives: Pigment, Prophix

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniVena alternatives: Anaplan, Datarails, Planful, Workday Adaptive Planning
Gemini 3.5 FlashAbacum, Mosaic alternatives: Cube, Pigment, Planful, Prophix, Vena
Perplexity SonarPigment alternatives: Aleph, Planful, Prophix
Grok 4.20Cube alternatives: Centage, Maxio, Planful, Vena
Llama 4 MaverickAleph, Pigment, Prophix alternatives: Cube, Datarails, Workday Adaptive Planning
GPT-6 LunaPigment alternatives: Adaptive from Workday, Planful, Vena

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
DeepSeek V4 FlashPigment alternatives: Aleph, Prophix
Kimi K2Pigment alternatives: Aleph, Datarails, Prophix, Vena
GLM 4.7 FlashXPigment alternatives: Aleph, Prophix
MiniMax M2.5Aleph, Pigment alternatives: Prophix, Vena
Muse Glimmer 30BAleph, Pigment alternatives: Centage, Cube, Datarails, Prophix, Vena

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
Planful leads by two points.
Planful2%#11 of 17
Workday Adaptive Planning0%#16 of 17
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Planful7%#5 of 14
Workday Adaptive Planning7%#6 of 14
The full mid-market standing →
Enterprise
The order flips: Workday Adaptive Planning leads at enterprise.
Workday Adaptive Planning11%#3 of 14
Planful4%#6 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 three in this category shown.

“60% of FP&A professionals expressed criticism about Planful. Users report that "the planning feature was almost impossible to use".” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid the mid-market "contact us" vendors (Anaplan, Workday Adaptive Planning, Pigment, Planful)” Kimi K2 · budget prompt · hard negative
“Planful is best for horizontal mid-market and enterprise finance teams that value packaged AI features and integrated FP&A plus close, and is a G2 Leader” Claude Haiku 4.5 · direct prompt · first choice

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. Two of two in this category shown.

“Avoid the mid-market "contact us" vendors (Anaplan, Workday Adaptive Planning, Pigment, Planful)” Kimi K2 · budget prompt · hard negative
“Workday Adaptive Planning and Prophix One are the most recommended due to their balance of functionality, scalability, and user-friendliness” Mistral Small · paraphrase 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.