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Workforce planning · October 2026 Edition

Workday Adaptive Planning vs TeamOhana

One of fourteen models named Workday Adaptive Planning first on the direct prompt; one named TeamOhana. Workday Adaptive Planning was named by twelve of the fourteen models and TeamOhana by eight and Workday Adaptive Planning carries 36 labels and TeamOhana 13, so the shares are not directly comparable.

Workday Adaptive Planning

criticized challenger

Named in two categories this edition.

TeamOhana

accepted challenger

Named in two categories this edition.

First-choice share5%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 15; printed, not drawn.
Labels3613A 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 TeamOhana · 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 modelsTeamOhana
Direct112 against Workday Adaptive Planning
Paraphrase124 against Workday Adaptive Planning
Comparative30
Budget-constrained002 against Workday Adaptive Planning
Scale-constrained10
Negative001 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 October 2026 Edition, Workday Adaptive Planning and TeamOhana were named in the same answer eighteen times, of the 131 answers naming Workday Adaptive Planning and the 40 naming TeamOhana. In those answers TeamOhana took the first choice five times and Workday Adaptive Planning one.

Every model, every framing

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

The direct prompt

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

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

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.
GPT-6 LunaTeamOhana alternatives: Pigment, 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.
Gemini 3.5 FlashChartHop alternatives: Aleph, Cube, Lative, Mosaic, Pigment, Runn, TeamOhana
Perplexity SonarPaylocity alternatives: ChartHop, Drivetrain, HiBob, Workday Adaptive Planning
DeepSeek V4 FlashAbacum, Planful alternatives: ADP Workforce Now, Workday Adaptive Planning
Kimi K2ChartHop alternatives: Abacum, Paylocity, Planful, Workday Adaptive Planning
GLM 4.7 FlashXChartHop alternatives: Anaplan, Paylocity, Visier, Workday Adaptive Planning
Muse Glimmer 30BAbacum, Planful alternatives: ChartHop, Paylocity, Vena, Visier, Workday Adaptive Planning

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5ChartHop, HiBob alternatives: Paylocity, Planful, Visier
Grok 4.1 FastHiBob, Rippling alternatives: ChartHop
Mistral SmallChartHop alternatives: Anaplan, Paylocity, Visier
Llama 4 Maverickno first choice
Qwen 3.7 FlashChartHop alternatives: Planful, Rippling, Visier
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
TeamOhana leads by two points.
TeamOhana2%#8 of 13
Workday Adaptive Planning0%#12 of 13
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Workday Adaptive Planning5%#4 of 15
TeamOhana5%#5 of 15
The full mid-market standing →
Enterprise
The order flips: Workday Adaptive Planning leads at enterprise.
Workday Adaptive Planning29%#2 of 10
TeamOhana4%#– of 10
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. 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 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.

“I'd start with TeamOhana. It's purpose-built to connect Finance, HR, and Talent around a shared hiring plan” GPT-6 Luna · direct prompt · first choice
“My default recommendation: TeamOhana” GPT-6 Luna · paraphrase prompt · first choice
“## Top Recommendation: TeamOhana” MiniMax M2.5 · 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.