Finance AI Index
Index Vendors › Rillion · September 2026 Edition
5 categories · Ranked

Rillion

25Judge labels
1First choices
0Negative labels
9 of 12Models named it
5Categories
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 Business bill pay for mid-market buyers
Rank 9 of 69 in the mid-market standing
0 of 12 models made it the first choice on the direct prompt; 0% of its 7 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In business bill pay · 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 Rillion 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
Business bill payTreasury and cash2%9 of 690%7under 10 labels · led by BILL at 35%
Accounts payable automationSpend and procurement0%19 of 600%4under 10 labels · led by Stampli at 19%
B2B payment acceptanceReceivables and billing0%35 of 910%3under 10 labels · led by Helcim at 17%
Procure-to-paySpend and procurement0%26 of 850%2under 10 labels · led by Procurify at 45%
Cash applicationReceivables and billing0%66 of 830%1under 10 labels · led by HighRadius at 16%

Movement

This is the first edition on this tier, so no move can be computed for Rillion 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 Rillion across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.503104
GPT-5.4 mini00101
Gemini 3.5 Flash00000
Perplexity Sonar03104
Grok 4.1 Fast00101
Mistral Small01001
DeepSeek V4 Flash00000
Llama 4 Maverick10203
Qwen 3.7 Flash00000
Kimi K201102
GLM 4.7 FlashX00000
MiniMax M2.500101

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
Direct8 labelsNone
Paraphrase13 labels1
Comparative3 labelsNone
Budget-constrained0 labelsNone
Scale-constrained1 labelNone
Negative0 labelsNone
First choiceAlternativeMentionNegative25 labels in all, every segment counted; 1 of the 1 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.

“Rillion - Built for mid-market companies that process a high volume of vendor payments” Llama 4 Maverick · Business bill pay · paraphrase prompt · first choice
“A dedicated AP automation software platform with built-in AI that captures invoice data at over 90% accuracy” Claude Haiku 4.5 · Accounts payable automat · paraphrase prompt · alternative
“best for multi-entity or multi-ERP finance teams that want AI-assisted invoice automation and 3-way matching” Perplexity Sonar · Procure-to-pay · direct prompt · alternative
“Rillion is built for mid-market companies that process a high volume of vendor payments” Claude Haiku 4.5 · Business bill pay · 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.

No model argued against it.

Named alongside

The products named in the same answers as Rillion, over the 25 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rillion was named but was not.
ProductSame answerTook the first choice insteadHead to head
BILL14 of 255Not in the top three
HighRadius13 of 257Not in the top three
Tipalti10 of 252Not in the top three
AvidXchange8 of 250Not in the top three
Coupa7 of 251Not in the top three
Stampli6 of 250Not in the top three
Ramp5 of 251Not in the top three
Medius4 of 250Not in the top three
Versapay4 of 250Not in the top three
Stripe3 of 252Not 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 Rillion. 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 25 of the 25 answers that named Rillion and are not a share of its labels.

Domains cited

rillion.comYour site24
highradius.com16
gartner.com10
worldmetrics.org8
zipdo.co7
bill.com6
learn.g2.com6
g2.com5
gitnux.org5
ramp.com5

Sixty-eight of the ninety-two domain citations in answers naming Rillion 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 Rillion'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 Rillion, 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 rillion.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.