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Workforce planning · November 2026 Edition

TeamOhana vs Planful

One of fourteen models named TeamOhana first on the direct prompt; zero named Planful. TeamOhana was named by nine of the fourteen models and Planful by thirteen and TeamOhana carries 17 labels and Planful 31, so the shares are not directly comparable.

TeamOhana

accepted challenger

Named in two categories this edition.

Planful

accepted challenger

Named in one category this edition.

First-choice share5%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 20; printed, not drawn.
Labels1731A 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 Planful · 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 modelsPlanful
Direct10
Paraphrase22
Comparative00
Budget-constrained00
Scale-constrained00
Negative00
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 Planful were named in the same answer sixteen times, of the 45 answers naming TeamOhana and the 51 naming Planful. In those answers Planful took the first choice zero times and TeamOhana two.

Every model, every framing

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

The direct prompt

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

TeamOhana first, Planful an alternative

1 of 14 modelsPlanful 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

Neither was the first choice, one was named

9 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5ChartHop, Paylocity alternatives: HiBob, Planful, Rippling, Vena, Visier Workforce Planning
Perplexity SonarChartHop alternatives: HiBob, Planful, Runn, Saviom, TeamOhana
Mistral SmallDisprz alternatives: ChartHop, Orgvue, Planful
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
Muse Glimmer 30BChartHop alternatives: 4PLAN HR, Centage, Disprz, Orgvue, Planful, Prophix, Vena

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniWorkday Adaptive Planning alternatives: Anaplan, HiBob, Rippling
Grok 4.20ChartHop alternatives: Anaplan, Rippling, Visier Workforce Planning
Llama 4 MaverickChartHop alternatives: Vena
GLM 4.7 FlashXChartHop alternatives: 4PLAN HR, Dayforce, UKG Pro Workforce Management, Visier Workforce Planning

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
Planful0%#– of 15
The full small business standing →
Mid-marketThe figures above
TeamOhana leads by two points.
TeamOhana5%#4 of 20
Planful4%#6 of 20
The full mid-market standing →
Enterprise
TeamOhana leads by two points.
TeamOhana2%#7 of 14
Planful0%#10 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 Planful

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

“For most mid-sized B2B companies, Planful, Abacum, or ChartHop are the best starting points” Mistral Small · paraphrase prompt · first choice
“For a typical growing B2B company, Planful is usually the strongest choice.” Qwen 3.7 Flash · paraphrase prompt · first choice
“A strong alternative if you want workforce planning as part of a more finance-led budgeting and forecasting suite” GPT-6 Luna · direct prompt · alternative
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.