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Workforce planning · October 2026 Edition
Workday Adaptive Planning vs Planful
One of fourteen models named Workday Adaptive Planning first on the direct prompt; two named Planful. Workday Adaptive Planning was named by twelve of the fourteen models and Planful by seven and Workday Adaptive Planning carries 36 labels and Planful 15, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share5%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 15; printed, not drawn.
Labels3615A 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.ChartHop was named alongside these two in ten of the fourteen direct answers. ChartHop vs Workday Adaptive Planning · ChartHop vs Planful · Homebase 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 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.
Workday Adaptive PlanningFirst choices, of fourteen modelsPlanful
Direct122 against Workday Adaptive Planning
Paraphrase104 against Workday Adaptive Planning
Comparative30
Budget-constrained002 against Workday Adaptive Planning
Scale-constrained11
Negative001 against Workday Adaptive Planning · 1 against Planful
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 October 2026 Edition, Workday Adaptive Planning and Planful were named in the same answer nineteen times, of the 131 answers naming Workday Adaptive Planning and the 27 naming Planful. In those answers Planful took the first choice two times and Workday Adaptive Planning three.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Workday Adaptive Planning and Planful stood in it.
| 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 | | | | |
Workday Adaptive Planning Planful first choice named as an alternative argued againstblank: not namedEach cell is one answer, Workday Adaptive Planning on the left and Planful on the right.The direct prompt
The plain question, one answer per model, grouped by where Workday Adaptive Planning and Planful 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
Planful first, Workday Adaptive Planning an alternative
2 of 14 modelsWorkday Adaptive Planning was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashAbacum, Planful alternatives: ADP Workforce Now, Workday Adaptive Planning
Muse Glimmer 30BAbacum, Planful alternatives: ChartHop, Paylocity, Vena, Visier, Workday Adaptive Planning
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.Claude Haiku 4.5ChartHop, HiBob alternatives: Paylocity, Planful, Visier
Perplexity SonarPaylocity alternatives: ChartHop, Drivetrain, HiBob, Workday Adaptive Planning
Qwen 3.7 FlashChartHop alternatives: Planful, Rippling, Visier
Kimi K2ChartHop alternatives: Abacum, Paylocity, Planful, Workday Adaptive Planning
GLM 4.7 FlashXChartHop alternatives: Anaplan, Paylocity, Visier, Workday Adaptive Planning
GPT-6 LunaTeamOhana alternatives: Pigment, Workday Adaptive Planning
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashChartHop alternatives: Aleph, Cube, Lative, Mosaic, Pigment, Runn, TeamOhana
Grok 4.1 FastHiBob, Rippling alternatives: ChartHop
Mistral SmallChartHop alternatives: Anaplan, Paylocity, Visier
Llama 4 Maverickno first choice
MiniMax M2.5HiBob alternatives: ChartHop, Paylocity, Rippling
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.
Workday Adaptive Planning0%#12 of 13Planful0%#– of 13Mid-marketThe figures above
Level: the same share of first choices.
Workday Adaptive Planning5%#4 of 15Planful5%#6 of 15Enterprise
Workday Adaptive Planning leads by twenty-seven points.
Workday Adaptive Planning29%#2 of 10Planful2%#– of 10What 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.
“Avoid jumping straight to enterprise platforms like ... Workday Adaptive Planning” DeepSeek V4 Flash · paraphrase prompt · hard negative
“$140K–$250K/year; only worth it if already on Workday HCM” Kimi K2 · paraphrase prompt · hard negative
“enterprise-level tools like Workday Adaptive Planning or Anaplan are often too expensive, complex, and slow to implement” Gemini 3.5 Flash · direct prompt · soft negative
“I'd usually recommend Workday Adaptive Planning if you want a strong balance of headcount planning, finance integration, and scenario modeling.” GPT-5.4 mini · paraphrase prompt · first choice
“Best for organizations already on Workday HCM/Finance... Strengths are ease of use, version control and Workday-native integration.” Muse Glimmer 30B · comparative prompt · first choice
“The search results specifically mention this segment as the sweet spot for Workday Adaptive Planning, Planful, Abacum, and Visier.” MiniMax M2.5 · scale prompt · first choice
What the models said about Planful
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Planful has a steep learning curve and an unintuitive user interface” Claude Haiku 4.5 · negative prompt · soft negative
“For most mid-market B2B companies, Planful or Abacum will deliver the strongest value without enterprise-level costs and complexity.” DeepSeek V4 Flash · direct prompt · first choice
“These are the most commonly recommended for mid-market teams that want FP&A grade modeling without enterprise complexity.” Muse Glimmer 30B · direct prompt · first choice
“sweet spot for Workday Adaptive Planning, Planful, Abacum, and Visier” MiniMax M2.5 · scale prompt · first choice
Also compared
ChartHop vs Workday Adaptive PlanningChartHop vs PlanfulHomebase vs Workday Adaptive PlanningHomebase vs PlanfulAbacum vs Workday Adaptive PlanningAbacum vs PlanfulWorkday Adaptive Planning vs TeamOhanaWorkday Adaptive Planning vs HiBobWorkday Adaptive Planning vs RipplingTeamOhana vs PlanfulPlanful vs HiBobPlanful vs RipplingAll twenty-eight head-to-head pages and the full workforce planning standing
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.