Finance AI Index
Index Vendors › Datarails · September 2026 Edition
10 categories · Ranked

Datarails

273Judge labels
27First choices
36Negative labels
12 of 12Models named it
10Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
19% in Financial modeling for mid-market buyers
Rank 1 of 114 in the mid-market standingaccepted challenger
8 of 12 models made it the first choice on the direct prompt; 5% of its 21 labels there were negative.
By buyer segmentStrongest at mid-market.
In financial modeling · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Datarails 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.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Financial modeling and scenario planningPlanning and analysis19%1 of 1145%21accepted challenger
FP&A platformsPlanning and analysis4%8 of 529%45accepted challenger
Financial reporting and dashboardsPlanning and analysis4%7 of 1330%11accepted challenger
Board and investor reportingPlanning and analysis2%7 of 970%12accepted challenger
Financial consolidationAccounting and close0%16 of 960%11accepted challenger
Corporate performance managementPlanning and analysis0%19 of 950%8under 10 labels · led by Planful at 29%
Financial close managementAccounting and close0%11 of 6814%7under 10 labels · led by FloQast at 60%
Cash flow forecastingTreasury and cash0%34 of 860%2under 10 labels · led by Agicap at 18%
Account reconciliationAccounting and close0%44 of 720%1under 10 labels · led by FloQast at 33%
AI accounting assistantsAccounting and close0%56 of 790%1under 10 labels · led by Sage Intacct at 25%

Movement

This is the first edition on this tier, so no move can be computed for Datarails 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 Datarails across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.504307
GPT-5.4 mini22105
Gemini 3.5 Flash0107219
Perplexity Sonar173011
Grok 4.1 Fast253212
Mistral Small183113
DeepSeek V4 Flash156012
Llama 4 Maverick11215
Qwen 3.7 Flash13307
Kimi K2355013
GLM 4.7 FlashX24208
MiniMax M2.515107

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
Direct75 labels18
Paraphrase33 labels2
Comparative57 labels7not counted in share
Budget-constrained28 labels3
Scale-constrained39 labels4
Negative41 labels4not counted in share
First choiceAlternativeMentionNegative273 labels in all, every segment counted; 27 of the 38 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.

“Datarails is often the strongest all-around pick — Excel-based, strong consolidation and variance analysis, faster to ROI” DeepSeek V4 Flash · FP&A platforms · direct prompt · first choice
“Datarails is widely considered the best financial modeling software for most mid-market B2B companies” MiniMax M2.5 · Financial modeling · direct prompt · first choice
“Start with Datarails or Vena if your team is comfortable in Excel and wants minimal disruption” Kimi K2 · FP&A platforms · paraphrase prompt · first choice
“If you rely heavily on Excel and want a seamless transition, Datarails is the top pick.” Mistral Small · Financial modeling · 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.

“CPM or FP&A Tools Masquerading as Close Management (e.g., Datarails, Cube, Vena) * Avoid If: Your primary bottleneck is transaction matching” Gemini 3.5 Flash · Financial close manageme · negative prompt · hard negative
“The Pitfall (specifically Datarails): ... its pricing has risen significantly... the ROI may not add up.” Gemini 3.5 Flash · FP&A platforms · negative prompt · hard negative
“Avoid pricier dedicated tools like Finmark ($50+/month) or Datarails until revenue grows” Grok 4.1 Fast · Financial modeling · budget prompt · hard negative
“Avoid pricier ones like Jirav (~$10K/year), Cube/Datarails ($1K+/month)” Grok 4.1 Fast · FP&A platforms · budget prompt · hard negative

Named alongside

The products named in the same answers as Datarails, over the 273 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Datarails was named but was not.
ProductSame answerTook the first choice insteadHead to head
Vena158 of 27315Not in the top three
Cube149 of 27317Compare →
Anaplan113 of 27310Not in the top three
Planful113 of 2737Not in the top three
Workday Adaptive Planning112 of 2733Not in the top three
Pigment73 of 2739Not in the top three
Jirav70 of 2736Not in the top three
OneStream68 of 2736Not in the top three
Prophix67 of 2737Not in the top three
Fathom54 of 27315Not 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 Datarails. 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 227 of the 273 answers that named Datarails and are not a share of its labels.

Domains cited

drivetrain.ai105
cubesoftware.com99
datarails.comYour site84
getaleph.com79
golimelight.com78
learn.g2.com68
worldmetrics.org65
cfoshortlist.com64
g2.com59
prophix.com56

673 of the 757 domain citations in answers naming Datarails came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as Datarails

What the judge wrote, as written, with how often. The vendor table decides that these count as Datarails; a claim can dispute any of them.
DataRails 8Datarails (FinanceOS) 4Datarails/FinanceOS 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 Datarails'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 Datarails, 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 datarails.com 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.

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