Abacum vs Planful
Two of fourteen models named Abacum first on the direct prompt; two named Planful. Abacum was named by eight of the fourteen models and Planful by seven and Abacum carries 12 labels and Planful 15, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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
AbacumFirst choices, of fourteen modelsPlanful
Across every category in the October 2026 Edition, Abacum and Planful were named in the same answer nine times, of the 18 answers naming Abacum and the 27 naming Planful. In those answers Planful took the first choice zero times and Abacum two.
Every model, every framing
| 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 | | |
Abacum Planful first choice named as an alternative argued againstblank: not namedEach cell is one answer, Abacum on the left and Planful on the right.The direct prompt
Both were the first choice
2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.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
Abacum0%#– of 13Planful0%#– of 13Planful2%#– of 10Abacum0%#– of 10What the models said about Abacum
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“avoid Abacum/Rippling for large enterprises” Grok 4.1 Fast · negative prompt · soft negative
“If you need Finance and HR to plan in the same model with scenario what-ifs and budget alignment, start with Abacum.” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd recommend Abacum as the top pick if you need cross-functional planning with solid finance integration” DeepSeek V4 Flash · paraphrase prompt · first choice
“Planful or Abacum will deliver the strongest value without enterprise-level costs and complexity.” DeepSeek V4 Flash · direct 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. 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
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.