Workforce planning · October 2026 Edition
Planful vs Rippling
Two of fourteen models named Planful first on the direct prompt; one named Rippling. Planful was named by seven of the fourteen models and Rippling by thirteen and Planful carries 15 labels and Rippling 29, so the shares are not directly comparable.
Named in one category this edition.
Named in twenty-nine categories this edition.
First-choice share5%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 15; printed, not drawn.
Labels1529A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Planful 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 Planful · ChartHop vs Rippling · Homebase vs Planful
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.
PlanfulFirst choices, of fourteen modelsRippling
Direct21
Paraphrase00
Comparative01
Budget-constrained01
Scale-constrained10
Negative001 against Planful · 3 against Rippling
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Planful and Rippling 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 | | | |
Planful Rippling first choice named as an alternative argued againstblank: not namedEach cell is one answer, Planful on the left and Rippling on the right.The direct prompt
The plain question, one answer per model, grouped by where Planful and Rippling stood in it.
Planful first, Rippling not the choice
2 of 14 modelsRippling 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
Rippling first, Planful not the choice
1 of 14 modelsPlanful was named in the answer but not as the choice, or not at all.Grok 4.1 FastHiBob, Rippling alternatives: ChartHop
Neither was the first choice, one was named
5 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
GPT-5.4 miniWorkday Adaptive Planning alternatives: Anaplan, HiBob, Rippling
Qwen 3.7 FlashChartHop alternatives: Planful, Rippling, Visier
Kimi K2ChartHop alternatives: Abacum, Paylocity, Planful, Workday Adaptive Planning
MiniMax M2.5HiBob alternatives: ChartHop, Paylocity, Rippling
Neither was named
6 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
Perplexity SonarPaylocity alternatives: ChartHop, Drivetrain, HiBob, Workday Adaptive Planning
Mistral SmallChartHop alternatives: Anaplan, Paylocity, Visier
Llama 4 Maverickno first choice
GLM 4.7 FlashXChartHop alternatives: Anaplan, Paylocity, Visier, Workday Adaptive Planning
GPT-6 LunaTeamOhana alternatives: Pigment, Workday Adaptive 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
Rippling leads by eight points.
Rippling8%#3 of 13Planful0%#– of 13Mid-marketThe figures above
The order flips: Planful leads at mid-market.
Planful5%#6 of 15Rippling4%#8 of 15Enterprise
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
What the models said about Rippling
No label in this category carried a quote.
Also compared
ChartHop vs PlanfulChartHop vs RipplingHomebase vs PlanfulHomebase vs RipplingAbacum vs PlanfulAbacum vs RipplingWorkday Adaptive Planning vs PlanfulWorkday Adaptive Planning vs RipplingTeamOhana vs PlanfulTeamOhana vs RipplingPlanful vs HiBobHiBob 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.