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Financial modeling and scenario planning · October 2026 Edition

Drivetrain vs Prophix

Three of fourteen models named Drivetrain first on the direct prompt; zero named Prophix. Drivetrain was named by seven of the fourteen models and Prophix by seven and Drivetrain carries 11 labels and Prophix 10, so the shares are not directly comparable.

Drivetrain

accepted challenger

Named in five categories this edition.

Prophix

accepted challenger

Named in nine categories this edition.

First-choice share6%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate0%10%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#6#7A position in a field of 14; printed, not drawn.

Labels1110A count; the two differ.

The two percentage rows are drawn on one 0 to 100 track, Drivetrain reading right to left. Rank and label count are printed, not drawn.Datarails was named alongside these two in nine of the fourteen direct answers. Microsoft Excel vs Drivetrain · Microsoft Excel vs Prophix · Cube vs Drivetrain

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 financial modeling and scenario planning page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.

DrivetrainFirst choices, of fourteen modelsProphix

Direct30

Paraphrase14

Comparative00

Budget-constrained00

Scale-constrained001 against Prophix

Negative00

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 Drivetrain and Prophix stood in it.

Model	Direct	Paraphrase	Comparative	Budget-constrained	Scale-constrained	Negative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
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

Drivetrain

Prophix

first choice

named as an alternative

argued againstblank: not namedEach cell is one answer, Drivetrain on the left and Prophix on the right.

The direct prompt

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

Drivetrain first, Prophix not the choice

3 of 14 modelsProphix was named in the answer but not as the choice, or not at all.

Grok 4.1 FastCube, Datarails, Drivetrain, Jirav alternatives: Abacum

Kimi K2Drivetrain alternatives: Mosaic, Pigment

MiniMax M2.5Drivetrain alternatives: Abacum, Cube, Datarails, Pigment

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.

Claude Haiku 4.5Datarails alternatives: Cube, Drivetrain, Planful, Prophix One

Muse Glimmer 30BDatarails alternatives: Cube, Drivetrain, Mosaic, Planful

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.

GPT-5.4 miniDatarails, Planful alternatives: Anaplan, Vena

Gemini 3.5 FlashAleph, Cube alternatives: Abacum, Bob Finance, Pigment, Vena

Perplexity SonarDatarails, Limelight alternatives: Abacum, Workday Adaptive Planning

Mistral SmallAbacum alternatives: Cube, Datarails

DeepSeek V4 FlashCube alternatives: Datarails, Jirav, Planful, Vena

Llama 4 Maverickno first choice

Qwen 3.7 FlashVena, Workday Adaptive Planning alternatives: Fathom, PlanGuru

GLM 4.7 FlashXDatarails alternatives: Abacum, Cube, Lucanet xP&A, Mosaic

GPT-6 LunaWorkday Adaptive Planning alternatives: 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

Prophix is not named for this buyer.

Drivetrain#– of 10

Prophixnot named

The full small business standing →

Mid-marketThe figures above

Level: the same share of first choices.

Drivetrain#6 of 14

Prophix#7 of 14

The full mid-market standing →

Enterprise

Drivetrain leads by two points.

Drivetrain#– of 12

Prophix#– of 12

The full enterprise standing →

What the models said about Drivetrain

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

“Choose Drivetrain if you are a fast-growing B2B/SaaS company looking for quick time-to-value, strong AI features, and deep SaaS metric modeling.” Gemini 3.5 Flash · paraphrase prompt · first choice

“Drivetrain – Built specifically for B2B strategic finance, targeting mid-market companies” 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, Oracle Cloud EPM, SAP Analytics Cloud: Full-featured, complex” GLM 4.7 FlashX · scale prompt · soft negative

Also compared

Microsoft Excel vs Drivetrain Microsoft Excel vs Prophix Cube vs Drivetrain Cube vs Prophix Vena vs Drivetrain Vena vs Prophix Datarails vs Drivetrain Datarails vs Prophix Google Sheets vs Drivetrain Google Sheets vs Prophix Drivetrain vs Workday Adaptive Planning Prophix vs Workday Adaptive Planning All twenty-eight head-to-head pages and the full financial modeling standing

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.