Six of fourteen models named Planful first on the direct prompt; one named Pigment. Planful was named by fourteen of the fourteen models and Pigment by eleven and Planful carries 42 labels and Pigment 23, so the shares are not directly comparable.
Named in ten 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 corporate performance management page.
Across every category in the November 2026 Edition, Planful and Pigment were named in the same answer 134 times, of the 402 answers naming Planful and the 230 naming Pigment. In those answers Pigment took the first choice twenty-five times and Planful thirteen.
| 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. One of one in this category shown.
“Best For: Mid-market to upper mid-market B2B tech/SaaS businesses that need flexible multidimensional modeling.” Gemini 3.5 Flash · direct 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.