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Workforce planning · November 2026 Edition

TeamOhana vs Workday Adaptive Planning

One of fourteen models named TeamOhana first on the direct prompt; one named Workday Adaptive Planning. TeamOhana was named by nine of the fourteen models and Workday Adaptive Planning by fourteen and TeamOhana carries 17 labels and Workday Adaptive Planning 43, so the shares are not directly comparable.

TeamOhana

accepted challenger

Named in two categories this edition.

Workday Adaptive Planning

criticized challenger

Named in two categories this edition.

First-choice share5%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#4#7A position in a field of 20; printed, not drawn.
Labels1743A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, TeamOhana 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 TeamOhana · ChartHop vs Workday Adaptive Planning · Pigment vs TeamOhana

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.
TeamOhanaFirst choices, of fourteen modelsWorkday Adaptive Planning
Direct111 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, TeamOhana and Workday Adaptive Planning were named in the same answer twenty-eight times, of the 45 answers naming TeamOhana and the 142 naming Workday Adaptive Planning. In those answers Workday Adaptive Planning took the first choice five times and TeamOhana four.

Every model, every framing

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

The direct prompt

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

TeamOhana first, Workday Adaptive Planning an alternative

1 of 14 modelsWorkday Adaptive Planning was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashChartHop, Pigment, TeamOhana alternatives: Cube, Planful, Vena, Workday Adaptive Planning

Workday Adaptive Planning first, TeamOhana not the choice

1 of 14 modelsTeamOhana 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

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarChartHop alternatives: HiBob, Planful, Runn, Saviom, TeamOhana
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

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5ChartHop, Paylocity alternatives: HiBob, Planful, Rippling, Vena, Visier Workforce Planning
Grok 4.20ChartHop alternatives: Anaplan, Rippling, Visier Workforce Planning
Mistral SmallDisprz alternatives: ChartHop, Orgvue, Planful
Llama 4 MaverickChartHop alternatives: Vena
GLM 4.7 FlashXChartHop alternatives: 4PLAN HR, Dayforce, UKG Pro Workforce Management, Visier Workforce Planning
Muse Glimmer 30BChartHop alternatives: 4PLAN HR, Centage, Disprz, Orgvue, Planful, 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
Level: the same share of first choices.
TeamOhana0%#11 of 15
Workday Adaptive Planning0%#14 of 15
The full small business standing →
Mid-marketThe figures above
TeamOhana leads by two points.
TeamOhana5%#4 of 20
Workday Adaptive Planning4%#7 of 20
The full mid-market standing →
Enterprise
The order flips: Workday Adaptive Planning leads at enterprise.
Workday Adaptive Planning24%#2 of 14
TeamOhana2%#7 of 14
The full enterprise standing →

What the models said about TeamOhana

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

“Choose ChartHop or TeamOhana if HR and Recruiting are heavily involved” Gemini 3.5 Flash · direct prompt · first choice
“Start with TeamOhana if you want a purpose-built, easy-to-implement solution” Kimi K2 · paraphrase prompt · first choice
“My default recommendation: TeamOhana” GPT-6 Luna · paraphrase 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. 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.