Every category where a model named Rippling 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
Contractor payments	Spend and procurement	7%	4 of 83	11%	27	accepted challenger
Business bill pay	Treasury and cash	0%	12 of 69	0%	5	under 10 labels · led by BILL at 35%
Procure-to-pay	Spend and procurement	0%	67 of 85	50%	2	under 10 labels · led by Procurify at 45%
Cross-border payments and FX	Treasury and cash	0%	39 of 83	0%	1	under 10 labels · led by Wise Business at 35%

Movement

This is the first edition on this tier, so no move can be computed for Rippling 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 Rippling across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

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

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

Direct13 labels3

Paraphrase11 labelsNone

Comparative31 labelsNone

Budget-constrained8 labelsNone

Scale-constrained20 labels2

Negative19 labels1not counted in share

First choiceAlternativeMentionNegative102 labels in all, every segment counted; 5 of the 6 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.

“Start with Rippling if you're B2B with mixed workforce/HR needs—it's the most comprehensive for mid-market growth.” Grok 4.1 Fast · Contractor payments · direct prompt · first choice

“Best for Unified HR, IT, and Finance: Rippling ... Rippling is the market leader.” Gemini 3.5 Flash · Contractor payments · direct prompt · first choice

“Rippling (HR-integrated)” Grok 4.1 Fast · Contractor payments · scale prompt · first choice

“Choose Rippling if you are a modern tech startup and want one login to manage laptops, software licenses, and payments” Qwen 3.7 Flash · Contractor payments · comparative 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.

“All-in-one software suites like Rippling offer excellent unified systems, but they can be a poor fit for companies primarily looking to pay contractors.” Gemini 3.5 Flash · Contractor payments · negative prompt · soft negative

“While generally a strong HR/payroll platform, some small business reviews mention holds or reconciliation issues.” GLM 4.7 FlashX · Contractor payments · negative prompt · soft negative

“the sources note lighter procurement depth, fewer multi-entity controls, or less enterprise-grade coverage” Perplexity Sonar · Procure-to-pay · negative prompt · soft negative

“May be heavier than needed if you only want payouts” GPT-5.4 mini · Contractor payments · comparative prompt · soft negative

Named alongside

The products named in the same answers as Rippling, over the 102 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rippling was named but was not.

ProductSame answerTook the first choice insteadHead to head

Deel72 of 10223Not in the top three

Remote48 of 1024Not in the top three

Tipalti43 of 1028Not in the top three

Gusto40 of 10212Not in the top three

Papaya Global33 of 1028Not in the top three

Wise Business28 of 1021Not in the top three

BILL26 of 1027Not in the top three

Worksuite26 of 1021Not in the top three

Payoneer21 of 1020Not in the top three

Melio15 of 1026Not 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 Rippling. 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 83 of the 102 answers that named Rippling and are not a share of its labels.

Domains cited

learn.g2.com45

remote.com43

worksuite.com39

contractor-of-record.com38

guideflow.com28

g2.com26

deel.com25

papayaglobal.com23

rippling.comYour site22

wingspan.app19

286 of the 308 domain citations in answers naming Rippling came from somebody else's page.

Pages cited

contractor-of-record.com/software/contractor-payouts38

remote.com/blog/payroll/best-contractor-payment-tools38

learn.g2.com/best-contractor-payment-software36

worksuite.com/resources/insights/best-contractor-payment-software36

guideflow.com/blog/contractor-payment-software21

papayaglobal.com/blog/10-best-contractor-payment-software19

wingspan.app/articles/best-contractor-payroll-services16

deel.com/blog/best-contractor-management-software-for-global-payments13

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 Rippling'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 Rippling, 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 rippling.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.