Finance AI Index
Index Vendors › Papaya · September 2026 Edition
1 category · Ranked

Papaya

10Judge labels
0First choices
3Negative labels
8 of 12Models named it
1Category
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
0% in Business bill pay for mid-market buyers
Rank 46 of 69 in the mid-market standingcriticized challenger
0 of 12 models made it the first choice on the direct prompt; 30% of its 10 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 Papaya 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 cash0%46 of 6930%10criticized challenger

Movement

This is the first edition on this tier, so no move can be computed for Papaya 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 Papaya across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00011
Perplexity Sonar00000
Grok 4.1 Fast01012
Mistral Small00101
DeepSeek V4 Flash00101
Llama 4 Maverick00000
Qwen 3.7 Flash00101
Kimi K200101
GLM 4.7 FlashX00112
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
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative7 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative3 labelsNone
First choiceAlternativeMentionNegative10 labels in all, every segment counted; 0 of the 0 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.

“or Papaya for photo convenience” Grok 4.1 Fast · Business bill pay · 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.

“240 BBB complaints in 3 years ... Reports of processing delays (leading to late fees/disconnections), double charges” Grok 4.1 Fast · Business bill pay · negative prompt · hard negative
“Less information available, but be cautious with any app that isn't widely vetted.” GLM 4.7 FlashX · Business bill pay · negative prompt · soft negative
“Papaya Payments (Proceed with Extreme Caution)” Gemini 3.5 Flash · Business bill pay · negative prompt · soft negative

Named alongside

The products named in the same answers as Papaya, over the 10 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Papaya was named but was not.
ProductSame answerTook the first choice insteadHead to head
Doxo10 of 101Not in the top three
BILL9 of 101Not in the top three
Prism7 of 100Not in the top three
Bank Bill Pay6 of 103Not in the top three
Melio6 of 103Not in the top three
Quicken Bill Manager4 of 100Not in the top three
Ramp4 of 100Not in the top three
AvidXchange3 of 100Not in the top three
MoneyGram2 of 100Not in the top three
Paymentus2 of 100Not 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 Papaya. 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 9 of the 10 answers that named Papaya and are not a share of its labels.

Domains cited

gobankingrates.com8
thepennyhoarder.com8
money.usnews.com7
cashflowpick.com3
gitnux.org3
rippling.com3
wifitalents.com3
worldmetrics.org3
apps.apple.com2
consumer.ftc.gov2

Forty-two of the forty-two domain citations in answers naming Papaya came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as Papaya

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