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Workforce planning · September 2026 Edition

Rippling vs Planful

Two of twelve models named Rippling first on the direct prompt; two named Planful. Rippling was named by eleven of the twelve models and Planful by ten and Rippling carries 26 labels and Planful 23, so the shares are not directly comparable.

Rippling

accepted challenger

Named in twenty-eight categories this edition.

Planful

accepted challenger

Named in one category this edition.

First-choice share10%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%4%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 13; printed, not drawn.
Labels2623A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Rippling reading right to left. Rank and label count are printed, not drawn.Workday Adaptive Planning was named alongside these two in eight of the twelve direct answers. ChartHop vs Rippling · ChartHop vs Planful · Homebase vs Rippling

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve models made each the first choice, per way of asking, and how many argued against it.
RipplingFirst choices, of twelve modelsPlanful
Direct22
Paraphrase12
Comparative00
Budget-constrained201 against Planful
Scale-constrained00
Negative102 against Rippling
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Every model, every framing

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

The direct prompt

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

Rippling first, Planful an alternative

2 of 12 modelsPlanful was named in the answer but not as the choice, or not at all.
Grok 4.1 FastRippling alternatives: ChartHop, Paylocity, Planful, Workday Adaptive Planning
Kimi K2Rippling alternatives: ADP Workforce Now, HiBob, Paylocity, Pigment, Workday Adaptive Planning

Planful first, Rippling not the choice

2 of 12 modelsRippling was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashPlanful, Workday Adaptive Planning alternatives: ADP Workforce Now, ChartHop, Paylocity, Pigment, Visier
Qwen 3.7 FlashPlanful alternatives: Abacum, Orgvue, Paylocity, Visier, Workday Adaptive Planning

Neither was the first choice, one was named

5 of 12 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniHiBob alternatives: Anaplan, Rippling, Workday Adaptive Planning
Gemini 3.5 FlashChartHop alternatives: Abacum, Mosaic, Pigment, Rippling, TeamOhana
Mistral SmallWorkday Adaptive Planning alternatives: ADP Workforce Now, HiBob, Paylocity, Planful, Visier
Llama 4 MaverickWorkday Adaptive Planning alternatives: Abacum, HiBob, Paylocity, Planful, Visier
GLM 4.7 FlashXHiBob alternatives: Planful, Visier

Neither was named

3 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5ChartHop alternatives: Deel, HiBob, Paylocity, Pigment
Perplexity SonarWorkday Adaptive Planning alternatives: Abacum, HiBob, Paylocity, Visier
MiniMax M2.5Dayforce, Visier alternatives: Workday

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
Rippling leads by eighteen points.
Rippling18%#2 of 12
Planful0%#– of 12
The full small business standing →
Mid-marketThe figures above
Rippling leads by two points.
Rippling10%#3 of 13
Planful8%#5 of 13
The full mid-market standing →
Enterprise
The order flips: Planful leads at enterprise.
Planful2%#– of 9
Rippling0%#– of 9
The full enterprise standing →

What the models said about Rippling

No label in this category carried a quote.

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/PlanGuru — but these are usually more expensive” GPT-5.4 mini · budget prompt · soft negative
“Planful often being the better fit if you want a more approachable mid-market FP&A tool that includes workforce planning” GPT-5.4 mini · paraphrase prompt · first choice
“I'd recommend starting with Planful if you have 200+ employees and want strong finance integration” MiniMax M2.5 · paraphrase prompt · first choice
“Best Overall for Finance & HR Collaboration: Planful” Qwen 3.7 Flash · direct 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.