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FP&A platforms · November 2026 Edition

Pigment vs Prophix

Eight of fourteen models named Pigment first on the direct prompt; one named Prophix. Pigment was named by fourteen of the fourteen models and Prophix by twelve and Pigment carries 44 labels and Prophix 34, so the shares are not directly comparable.

Pigment

accepted challenger

Named in eight categories this edition.

Prophix

accepted challenger

Named in eight categories this edition.

First-choice share19%14%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%3%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 14; printed, not drawn.
Labels4434A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Pigment reading right to left. Rank and label count are printed, not drawn.Vena was named alongside these two in nine of the fourteen direct answers. Pigment vs Cube · Pigment vs Aleph · Pigment vs Planful

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PigmentFirst choices, of fourteen modelsProphix
Direct81
Paraphrase36
Comparative10
Budget-constrained003 against Pigment
Scale-constrained011 against Pigment
Negative102 against Pigment · 1 against Prophix
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

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

The eighty-four answers behind the chart above, one cell each: where Pigment and Prophix stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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

The plain question, one answer per model, grouped by where Pigment and Prophix stood in it.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Llama 4 MaverickAleph, Pigment, Prophix alternatives: Cube, Datarails, Workday Adaptive Planning

Pigment first, Prophix an alternative

7 of 14 modelsProphix was named in the answer but not as the choice, or not at all.
Perplexity SonarPigment alternatives: Aleph, Planful, Prophix
DeepSeek V4 FlashPigment alternatives: Aleph, Prophix
Kimi K2Pigment alternatives: Aleph, Datarails, Prophix, Vena
GLM 4.7 FlashXPigment alternatives: Aleph, Prophix
MiniMax M2.5Aleph, Pigment alternatives: Prophix, Vena
GPT-6 LunaPigment alternatives: Adaptive from Workday, Planful, Vena
Muse Glimmer 30BAleph, Pigment alternatives: Centage, Cube, Datarails, Prophix, Vena

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.
Claude Haiku 4.5Planful alternatives: Cube, Prophix, Vena
Gemini 3.5 FlashAbacum, Mosaic alternatives: Cube, Pigment, Planful, Prophix, Vena
Mistral SmallPlanful alternatives: Pigment, Prophix

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniVena alternatives: Anaplan, Datarails, Planful, Workday Adaptive Planning
Grok 4.20Cube alternatives: Centage, Maxio, Planful, Vena
Qwen 3.7 FlashPlanful, Workday Adaptive Planning alternatives: Centage, Cube, Vena

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Pigment0%#14 of 17
Prophix0%#– of 17
The full small business standing →
Mid-marketThe figures above
Pigment leads by five points.
Pigment19%#1 of 14
Prophix14%#2 of 14
The full mid-market standing →
Enterprise
Pigment leads by seven points.
Pigment7%#4 of 14
Prophix0%#13 of 14
The full enterprise standing →

What the models said about Pigment

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“65% of FP&A professionals raising concerns about this platform... substantial negative sentiment among practitioners.” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid the mid-market "contact us" vendors (Anaplan, Workday Adaptive Planning, Pigment, Planful)” Kimi K2 · budget prompt · hard negative
“What to Avoid on a Limited Budget ... Pigment | ~$74,000/year” DeepSeek V4 Flash · budget prompt · hard negative
“If you want the safest all-around choice for mid-market B2B, Pigment offers the best balance of power, modern UI, and scalability.” DeepSeek V4 Flash · direct prompt · first choice
“For most mid-market B2B companies, Pigment offers the best balance of modern functionality, ease of use, and mid-market pricing.” GLM 4.7 FlashX · direct prompt · first choice
“or Pigment if you want the most comprehensive AI-native platform and have the budget for it” MiniMax M2.5 · 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. One of one in this category shown.

“Prophix often receives significantly fewer positive mentions and lower "positive-to-negative" ratios” Qwen 3.7 Flash · negative prompt · soft negative
Also compared

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.