Finance AI Index
Index Vendors › MineralTree · September 2026 Edition
3 categories · Ranked

MineralTree

22Judge labels
2First choices
2Negative labels
6 of 12Models named it
3Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
2% in Accounts payable automat for mid-market buyers
Rank 8 of 60 in the mid-market standing
1 of 12 models made it the first choice on the direct prompt; 12% of its 8 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In accounts payable automat · 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 MineralTree 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
Accounts payable automationSpend and procurement2%8 of 6012%8under 10 labels · led by Stampli at 19%
Business bill payTreasury and cash2%11 of 690%5under 10 labels · led by BILL at 35%
B2B payment acceptanceReceivables and billing0%31 of 910%2under 10 labels · led by Helcim at 17%

Movement

This is the first edition on this tier, so no move can be computed for MineralTree 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 MineralTree across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.522004
GPT-5.4 mini00000
Gemini 3.5 Flash01102
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small01304
DeepSeek V4 Flash00000
Llama 4 Maverick00101
Qwen 3.7 Flash00000
Kimi K202114
GLM 4.7 FlashX00000
MiniMax M2.500000

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
Direct6 labels2
Paraphrase4 labelsNone
Comparative4 labelsNone
Budget-constrained2 labelsNone
Scale-constrained5 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative22 labels in all, every segment counted; 2 of the 2 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.

“AvidXchange and MineralTree are strong options for mid-market AP and payment automation” Claude Haiku 4.5 · Accounts payable automat · direct prompt · first choice
“MineralTree is recognized as best for mid-market payment automation” Claude Haiku 4.5 · Business bill pay · direct prompt · first choice
“For Traditional Mid-Market ERP Native Processing: MineralTree or AvidXchange.” Gemini 3.5 Flash · Business bill pay · scale prompt · alternative
“MineralTree — Best for ERP Integration Flexibility” Kimi K2 · Accounts payable automat · direct prompt · alternative

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.

“Technical limitations and clunky UX ... Better for simpler AP environments; struggles with complexity and edge cases.” Kimi K2 · Accounts payable automat · negative prompt · soft negative

Named alongside

The products named in the same answers as MineralTree, over the 22 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and MineralTree was named but was not.
ProductSame answerTook the first choice insteadHead to head
BILL19 of 223Not in the top three
Tipalti14 of 222Not in the top three
Ramp13 of 222Not in the top three
Stampli12 of 222Not in the top three
AvidXchange10 of 223Not in the top three
Melio7 of 220Not in the top three
Versapay5 of 221Not in the top three
Airbase5 of 220Not in the top three
Coupa4 of 220Not in the top three
HighRadius3 of 221Not 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 MineralTree. 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 16 of the 22 answers that named MineralTree and are not a share of its labels.

Domains cited

highradius.com8
bill.com7
ramp.com7
rillion.com7
medius.com6
conseroglobal.com5
learn.g2.com4
makershub.com4
stampli.com4
theretailexec.com4

Fifty-six of the fifty-six domain citations in answers naming MineralTree came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

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 MineralTree'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 MineralTree, 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 mineraltree.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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