Pigment vs Prophix
One of fourteen models named Pigment first on the direct prompt; zero named Prophix. Pigment was named by eleven of the fourteen models and Prophix by eleven and Pigment carries 23 labels and Prophix 29, 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 corporate performance management page.
By framing
PigmentFirst choices, of fourteen modelsProphix
Across every category in the November 2026 Edition, Pigment and Prophix were named in the same answer sixty-two times, of the 230 answers naming Pigment and the 262 naming Prophix. In those answers Prophix took the first choice five times and Pigment fifteen.
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 4.20 | | | | |||
| 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 | | |
Pigment Prophix first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pigment on the left and Prophix on the right.The direct prompt
Pigment first, Prophix not the choice
1 of 14 modelsProphix was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Pigment6%#5 of 16Prophix2%#8 of 16What the models said about Pigment
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
What the models said about Prophix
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid: Enterprise solutions like Anaplan, Workday Adaptive Planning, or Prophix until you scale” Kimi K2 · budget prompt · hard negative
“Recurring negatives include limited cloud/mobile access, an outdated UI, occasional performance or setup hiccups” Claude Haiku 4.5 · negative prompt · soft negative
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.