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FP&A platforms · November 2026 Edition

Prophix vs Aleph

One of fourteen models named Prophix first on the direct prompt; three named Aleph. Prophix was named by twelve of the fourteen models and Aleph by twelve and Prophix carries 34 labels and Aleph 25, so the shares are not directly comparable.

Prophix

accepted challenger

Named in eight categories this edition.

Aleph

accepted challenger

Named in five categories this edition.

First-choice share14%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 14; printed, not drawn.
Labels3425A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Prophix reading right to left. Rank and label count are printed, not drawn.Pigment was named alongside these two in ten of the fourteen direct answers. Pigment vs Prophix · Pigment vs Aleph · Prophix vs Cube

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.
ProphixFirst choices, of fourteen modelsAleph
Direct13
Paraphrase61
Comparative00
Budget-constrained00
Scale-constrained11
Negative001 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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Prophix and Aleph 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
Prophix Aleph first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prophix on the left and Aleph on the right.

The direct prompt

The plain question, one answer per model, grouped by where Prophix and Aleph 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

Aleph first, Prophix an alternative

2 of 14 modelsProphix was named in the answer but not as the choice, or not at all.
MiniMax M2.5Aleph, Pigment alternatives: Prophix, Vena
Muse Glimmer 30BAleph, Pigment alternatives: Centage, Cube, Datarails, Prophix, Vena

Neither was the first choice, one was named

7 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
Perplexity SonarPigment alternatives: Aleph, Planful, Prophix
Mistral SmallPlanful alternatives: Pigment, Prophix
DeepSeek V4 FlashPigment alternatives: Aleph, Prophix
Kimi K2Pigment alternatives: Aleph, Datarails, Prophix, Vena
GLM 4.7 FlashXPigment alternatives: Aleph, Prophix

Neither was named

4 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
GPT-6 LunaPigment alternatives: Adaptive from Workday, Planful, 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
Aleph leads by five points.
Aleph5%#5 of 17
Prophix0%#– of 17
The full small business standing →
Mid-marketThe figures above
The order flips: Prophix leads at mid-market.
Prophix14%#2 of 14
Aleph9%#4 of 14
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Prophix0%#13 of 14
Aleph0%#– of 14
The full enterprise standing →

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

What the models said about Aleph

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

“I'd suggest starting with Aleph if your team is spreadsheet-centric and wants quick implementation” MiniMax M2.5 · direct prompt · first choice
“Currently showing high market share... Look closely at Aleph or Cubesoftware.” Qwen 3.7 Flash · scale prompt · first choice
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.