Six of fourteen models named Planful first on the direct prompt; one named Cube. Planful was named by fourteen of the fourteen models and Cube by nine and Planful carries 42 labels and Cube 15, so the shares are not directly comparable.
Named in ten categories this edition.
Named in nine 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 corporate performance management page.
Across every category in the November 2026 Edition, Planful and Cube were named in the same answer 134 times, of the 402 answers naming Planful and the 352 naming Cube. In those answers Cube took the first choice seventeen times and Planful nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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.
“Options to AVOID on a Limited Budget ... | Planful | ~$60K–$250K+/year” DeepSeek V4 Flash · budget prompt · hard negative
“Choose Planful if you want a browser-based, structured platform with strong multi-entity consolidation, financial close and rolling forecasts.” Muse Glimmer 30B · direct prompt · first choice
“Choose Planful if you want a unified planning, reporting and consolidation platform with stronger native modeling and self-service” Muse Glimmer 30B · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Perform especially rigorous reference checks, security reviews, roadmap validation, and integration testing.” Perplexity Sonar · negative prompt · soft negative
“Choose tools like Cube, Datarails, or Centage, which can be configured internally or with minimal vendor onboarding support.” Gemini 3.5 Flash · budget prompt · first choice
“If you need a paid tool, shortlist Cube for a lean finance team that mainly needs budgeting, forecasting, and reporting.” GPT-6 Luna · budget prompt · first choice
“Start with Cube or LiveFlow — they integrate with tools you already use and have lower implementation costs.” Kimi K2 · 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.