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Corporate performance management · November 2026 Edition

Workday Adaptive Planning vs Datarails

Two of fourteen models named Workday Adaptive Planning first on the direct prompt; zero named Datarails. Workday Adaptive Planning was named by fourteen of the fourteen models and Datarails by eight and Workday Adaptive Planning carries 53 labels and Datarails 12, so the shares are not directly comparable.

Workday Adaptive Planning

accepted challenger

Named in seven categories this edition.

Datarails

criticized challenger

Named in ten categories this edition.

First-choice share10%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 16; printed, not drawn.
Labels5312A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Workday Adaptive Planning reading right to left. Rank and label count are printed, not drawn.Planful was named alongside these two in ten of the fourteen direct answers. Planful vs Workday Adaptive Planning · Planful vs Datarails · Vena vs Workday Adaptive Planning

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Workday Adaptive PlanningFirst choices, of fourteen modelsDatarails
Direct201 against Workday Adaptive Planning
Paraphrase101 against Workday Adaptive Planning
Comparative001 against Datarails
Budget-constrained024 against Workday Adaptive Planning
Scale-constrained201 against Datarails
Negative204 against Workday Adaptive Planning · 1 against Datarails
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, Workday Adaptive Planning and Datarails were named in the same answer 160 times, of the 498 answers naming Workday Adaptive Planning and the 406 naming Datarails. In those answers Datarails took the first choice twelve times and Workday Adaptive Planning eight.

Every model, every framing

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

The direct prompt

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

Workday Adaptive Planning first, Datarails not the choice

2 of 14 modelsDatarails was named in the answer but not as the choice, or not at all.
GPT-5.4 miniWorkday Adaptive Planning alternatives: Oracle Fusion Cloud EPM, Prophix
Qwen 3.7 FlashWorkday Adaptive Planning alternatives: Anaplan, Cube, OneStream, Planful

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashPigment alternatives: Cube, Mosaic, Planful, Vena, Workday Adaptive Planning
Perplexity SonarPlanful alternatives: Drivetrain, Pigment, Prophix, Vena, Workday Adaptive Planning
DeepSeek V4 FlashPlanful alternatives: Datarails, Prophix, Vena, Workday Adaptive Planning
Kimi K2Cube, Vena alternatives: Datarails, Planful, Prophix
GLM 4.7 FlashXPlanful, Vena alternatives: Board, Oracle Fusion Cloud EPM, Workday Adaptive Planning
MiniMax M2.5Vena alternatives: OneStream, Pigment, Planful, Workday Adaptive Planning
GPT-6 LunaPlanful alternatives: Pigment, Vena, Workday Adaptive Planning

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Grok 4.20Planful alternatives: Drivetrain, OneStream, Prophix
Mistral SmallAnaplan, Empower alternatives: Oracle Fusion Cloud EPM, SAP Analytics Cloud
Llama 4 Maverickno first choice
Muse Glimmer 30BPlanful, Vena alternatives: Prophix, deFacto Global

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
Workday Adaptive Planning leads by two points.
Workday Adaptive Planning7%#4 of 14
Datarails5%#5 of 14
The full small business standing →
Mid-marketThe figures above
Workday Adaptive Planning leads by six points.
Workday Adaptive Planning10%#3 of 16
Datarails4%#7 of 16
The full mid-market standing →
Enterprise
Workday Adaptive Planning leads by five points.
Workday Adaptive Planning5%#4 of 13
Datarails0%#– of 13
The full enterprise standing →

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. Five of five in this category shown.

“Avoid: Enterprise solutions like Anaplan, Workday Adaptive Planning, or Prophix until you scale” Kimi K2 · budget prompt · hard negative
“Options to AVOID on a Limited Budget ... | Adaptive Planning (Workday) | ~$100K+/year” DeepSeek V4 Flash · budget prompt · hard negative
“your sweet spot at 500 employees is mid-market EPM. Top contenders include: ... Workday Adaptive Planning | Planning/FP&A focus, Workday HCM users | Strong trial available” DeepSeek V4 Flash · scale prompt · first choice
“For most mid-to-large enterprises today, Adaptive Insights (Workday), Vena, and Trullio (for specialized uses) are often considered more user-friendly starting points” Qwen 3.7 Flash · negative prompt · first choice
“The Best All-Rounder: Workday Adaptive Planning ... widely considered the gold standard for mid-market to upper-mid-market companies” Qwen 3.7 Flash · direct prompt · first choice

What the models said about Datarails

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Choose tools like Cube, Datarails, or Centage, which can be configured internally or with minimal vendor onboarding support.” Gemini 3.5 Flash · budget 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.