Two of fourteen models named Planful first on the direct prompt; two named Cube. Planful was named by fourteen of the fourteen models and Cube by thirteen and Planful carries 60 labels and Cube 51, so the shares are not directly comparable.
Named in eight categories this edition.
Named in eight categories 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 FP&A platforms page.
Across every category in the October 2026 Edition, Planful and Cube were named in the same answer 141 times, of the 370 answers naming Planful and the 365 naming Cube. In those answers Cube took the first choice twenty-five times and Planful eleven.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Another enterprise-grade solution that may be unnecessarily complex and expensive for smaller teams.” Mistral Small · negative prompt · hard negative
“Planful, Pigment, and Oracle Essbase generated the most negative feedback overall” Claude Haiku 4.5 · negative prompt · hard negative
“should be avoided or approached with caution... 3. Planful” Llama 4 Maverick · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Options to Avoid on a Limited Budget ... Cube — Starts around $1,250–$2,000/month” DeepSeek V4 Flash · budget prompt · hard negative
“These are usually priced per *user*... For 10+ users, the cost will escalate rapidly” Qwen 3.7 Flash · budget prompt · soft negative
“Best for: Lean finance teams ($20M–$150M in revenue) looking for rapid implementation... exceptionally fast "time-to-first-forecast"” Gemini 3.5 Flash · paraphrase prompt · first choice
“Cube is the strongest default recommendation because it is repeatedly positioned as the best small-business FP&A option” Perplexity Sonar · budget 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.