Every category where a model named Drivetrain for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Financial modeling and scenario planning	Planning and analysis	4%	7 of 114	0%	9	under 10 labels · led by Datarails at 19%
Cash flow forecasting	Treasury and cash	4%	9 of 86	0%	8	under 10 labels · led by Agicap at 18%
FP&A platforms	Planning and analysis	2%	15 of 52	0%	5	under 10 labels · led by Vena at 15%
Corporate performance management	Planning and analysis	0%	17 of 95	0%	16	accepted challenger
Financial reporting and dashboards	Planning and analysis	0%	71 of 133	0%	1	under 10 labels · led by Sage Intacct at 27%

Movement

This is the first edition on this tier, so no move can be computed for Drivetrain yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Drivetrain across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	0	2	0	2
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	1	0	0	1
Perplexity Sonar	2	2	0	4
Grok 4.1 Fast	2	4	2	8
Mistral Small	0	1	0	1
DeepSeek V4 Flash	0	4	2	6
Llama 4 Maverick	0	2	3	5
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	1	3	4
GLM 4.7 FlashX	0	4	0	4
MiniMax M2.5	1	1	2	4

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct35 labels11

Paraphrase18 labels6

Comparative13 labels1not counted in share

Budget-constrained2 labelsNone

Scale-constrained11 labelsNone

Negative6 labels1not counted in share

First choiceAlternativeMentionNegative85 labels in all, every segment counted; 17 of the 19 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Drivetrain is one of the strongest contenders... opt for the faster time-to-value of Drivetrain or Cube” Gemini 3.5 Flash · FP&A platforms · direct prompt · first choice

“Drivetrain is also a top contender and is explicitly positioned for enterprise and mid-market use” Perplexity Sonar · Financial modeling · direct prompt · first choice

“For SMEs: Drivetrain, Agicap, or Cushion (strong reviews, quick ROI).” Grok 4.1 Fast · Cash flow forecasting · negative prompt · first choice

“Abacum or Drivetrain are the strongest mid-market options” Perplexity Sonar · Cash flow forecasting · direct prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Drivetrain, over the 85 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Drivetrain was named but was not.

ProductSame answerTook the first choice insteadHead to head

Vena54 of 854Not in the top three

Anaplan48 of 855Not in the top three

Workday Adaptive Planning43 of 853Not in the top three

Planful36 of 857Not in the top three

Cube36 of 856Not in the top three

Pigment30 of 852Not in the top three

Datarails24 of 855Not in the top three

OneStream24 of 854Not in the top three

Prophix21 of 855Not in the top three

Oracle Fusion Cloud EPM18 of 853Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Drivetrain. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 81 of the 85 answers that named Drivetrain and are not a share of its labels.

Domains cited

drivetrain.aiYour site71

cubesoftware.com35

learn.g2.com25

cfoshortlist.com24

gartner.com20

viewpointanalysis.com19

golimelight.com18

worldmetrics.org18

cybersecuritynews.com17

gbhackers.com17

193 of the 264 domain citations in answers naming Drivetrain came from somebody else's page.

Pages cited

drivetrain.ai/solutions/enterprise-performance-management-software29

cybersecuritynews.com/best-endpoint-privilege-management-tools/amp17

gbhackers.com/best-epm-tools-compared-217

thecfoclub.com/tools/best-epm-software14

cyberpress.org/epm-tools-by-business-size-313

drivetrain.ai/solutions/cash-flow-forecasting-software13

drivetrain.ai/solutions/financial-planning-analysis-software13

peoplemanagingpeople.com/tools/epm-software13

Pages are listed as the models cited them.

Names read as Drivetrain

What the judge wrote, as written, with how often. The vendor table decides that these count as Drivetrain; a claim can dispute any of them.

DriveTrain 1

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Drivetrain's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Drivetrain, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at drivetrain.ai is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.