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RESEARCH · Published September 14, 2026

Payments & Processors AI Visibility Index 2026

Stripe Tops Payment AI Mentions

AI answers analyzed
297
Stripe appearance rate, the category leader
80.5%
Brands named across the study
26
Answers carrying retrieval evidence
99.7%

Stripe led the measured Payments & Processors field, appearing in 80.5% of 297 returned answers. Its 95% interval was 75.6% to 84.6%. The result places Stripe ahead of PayPal, Adyen, and Square in this prompt set, but it does not establish a category-wide consumer preference.

The citation picture differs from the appearance leaderboard. Airwallex's owned domain appeared as a cited source in 44.3% of 296 answers with retrieval evidence, despite Airwallex appearing in 11.8% of returned answers. This segment report is part of the Fintech AI Visibility Index 2026 and covers Payments & Processors only. It does not cover Trading & Investing Platforms, BNPL & Consumer Credit, or B2B Fintech Infrastructure.

Which payment brands lead the leaderboard?

Stripe ranked first at 80.5% appearance, followed by PayPal at 67.0%, Adyen at 59.6%, and Square at 56.2%. Appearance uses 297 returned answers as its denominator. Stripe was named in 239 answers, compared with 199 for PayPal.

The first four brands form the leading group, but the ranking needs care. Appearance records whether an engine named a brand. It does not measure endorsement, suitability, or conversion.

Appearance leaderboard

Appearance rate is the share of the 297 returned AI answers in which each brand was named.

AI visibility leaderboard

Appearance rate — top 15

1
Stripe
80.5%
2
PayPal
67%
3
Adyen
59.6%
4
Square
56.2%
5
Helcim
44.1%
6
Shopify Inc.
40.1%
7
Authorize.Net
31%
8
Braintree
26.3%
9
Worldpay
25.9%
10
Checkout
25.9%
11
Stax
22.2%
12
Clover
18.2%
13
Block, Inc.
18.2%
14
Global Payments
12.1%
15
Fiserv, Inc.
11.8%
#BrandNamed inAppearance rate95% intervalAvg position
1Stripe239/29780.5%75.6%–84.6%2.6
2PayPal199/29767%61.5%–72.1%4.4
3Adyen177/29759.6%53.9%–65%4.4
4Square167/29756.2%50.5%–61.8%4
5Helcim131/29744.1%38.6%–49.8%5.5
6Shopify Inc.119/29740.1%34.7%–45.7%6.1
7Authorize.Net92/29731%26%–36.5%9.4
8Braintree78/29726.3%21.6%–31.5%7.4
9Worldpay77/29725.9%21.3%–31.2%7.9
10Checkout77/29725.9%21.3%–31.2%6.7
11Stax66/29722.2%17.9%–27.3%7.5
12Clover54/29718.2%14.2%–23%8.2
13Block, Inc.54/29718.2%14.2%–23%5.6
14Global Payments36/29712.1%8.9%–16.3%8.6
15Fiserv, Inc.35/29711.8%8.6%–15.9%7.3

Stripe's 95% interval overlaps PayPal's interval from 61.5% to 72.1% only at the edge? It does not overlap. Stripe's interval overlaps neither Adyen's 53.9% to 65.0% nor Square's 50.5% to 61.8%. PayPal's interval overlaps Adyen's, and Adyen's interval overlaps Square's. Those differences are within the margin of this sample.

The top eight brands show different engine patterns, even when their overall rank is high. The profiles below use appearance rates from returned answers and owned-domain citation rates from answers with retrieval evidence.

How did the leading brands perform?

80.5%

Stripe

80.5% appearance rate put Stripe at rank 1, with a 75.6% to 84.6% interval. Stripe's strongest engines were Perplexity and ChatGPT, which named it in all 75 and 73 answers, respectively. Gemini named Stripe in 52 of 75 answers, or 69.3%, and Claude named it in 39 of 74, or 52.7%. Stripe's average first mention was position 2.6. Stripe.com had a 13.5% owned-domain citation rate across 296 answers with retrieval evidence.

67.0%

PayPal

67.0% appearance rate put PayPal at rank 2, with a 61.5% to 72.1% interval. ChatGPT named PayPal in 70 of 73 answers, or 95.9%, while Perplexity named it in 68 of 75, or 90.7%. Gemini named PayPal in 35 of 75 answers, or 46.7%, and Claude named it in 26 of 74, or 35.1%. PayPal's average first mention was position 4.4. Paypal.com had an 8.1% owned-domain citation rate across answers with retrieval evidence.

59.6%

Adyen

59.6% appearance rate put Adyen at rank 3, with a 53.9% to 65.0% interval. ChatGPT was Adyen's strongest engine at 63 mentions in 73 answers, or 86.3%. Perplexity named Adyen in 53 of 75 answers, or 70.7%, while Gemini named it in 37 of 75, or 49.3%, and Claude named it in 24 of 74, or 32.4%. Adyen's average first mention was position 4.4. Adyen.com had a 5.7% owned-domain citation rate across answers with retrieval evidence.

56.2%

Square

56.2% appearance rate put Square at rank 4, with a 50.5% to 61.8% interval. Perplexity was Square's strongest engine, naming it in 70 of 75 answers, or 93.3%. ChatGPT named Square in 40 of 73 answers, or 54.8%, Gemini in 28 of 75, or 37.3%, and Claude in 29 of 74, or 39.2%. Square's average first mention was position 4.0. Squareup.com had a 6.1% owned-domain citation rate across answers with retrieval evidence.

44.1%

Helcim

44.1% appearance rate put Helcim at rank 5, with a 38.6% to 49.8% interval. Perplexity named Helcim in 55 of 75 answers, or 73.3%, and Gemini named it in 43 of 75, or 57.3%. ChatGPT named Helcim in 21 of 73 answers, or 28.8%, while Claude named it in 12 of 74, or 16.2%. Helcim's average first mention was position 5.5. Helcim.com had a 13.9% owned-domain citation rate across answers with retrieval evidence.

40.1%

Shopify Inc.

40.1% appearance rate put Shopify Inc. at rank 6, with a 34.7% to 45.7% interval. Perplexity named Shopify Inc. in 46 of 75 answers, or 61.3%, followed by ChatGPT at 37 of 73, or 50.7%, and Gemini at 34 of 75, or 45.3%. Claude named Shopify Inc. in 2 of 74 answers, or 2.7%. Shopify Inc.'s average first mention was position 6.1. Shopify.com had a 17.9% owned-domain citation rate across answers with retrieval evidence.

31.0%

Authorize.Net

31.0% appearance rate put Authorize.Net at rank 7, with a 26.0% to 36.5% interval. ChatGPT named Authorize.Net in 37 of 73 answers, or 50.7%. Gemini named it in 28 of 75 answers, or 37.3%, and Perplexity in 27 of 75, or 36.0%. Claude did not name Authorize.Net in any of its 74 answers. Authorize.Net's average first mention was position 9.4. Authorize.net had a 7.4% owned-domain citation rate across answers with retrieval evidence.

26.3%

Braintree

26.3% appearance rate put Braintree at rank 8, with a 21.6% to 31.5% interval. Perplexity named Braintree in 32 of 75 answers, or 42.7%, and ChatGPT named it in 27 of 73, or 37.0%. Gemini named Braintree in 15 of 75 answers, or 20.0%, while Claude named it in 4 of 74, or 5.4%. Braintree's average first mention was position 7.4. Braintreepayments.com had a 0.3% owned-domain citation rate across answers with retrieval evidence.

Where do the engines disagree?

The four engines agree that Stripe appears often, but they disagree sharply on several payment brands. Perplexity returned 75 answers, ChatGPT returned 73, Gemini returned 75, and Claude returned 74. Each engine uses a different model and retrieval tool, so a gap can reflect system design rather than a stable measure of brand visibility.

Engine-by-brand appearance

Each cell uses that engine's own answer count as its denominator, so engines can be compared row by row.

Appearance rate by engine

Perplexity (sonar-pro) rate

01
Stripe
100%
02
PayPal
90.7%
03
Adyen
70.7%
04
Square
93.3%
05
Helcim
73.3%
06
Shopify Inc.
61.3%
07
Authorize.Net
36%
08
Braintree
42.7%
09
Worldpay
40%
10
Checkout
53.3%
11
Stax
42.7%
12
Clover
29.3%
BrandPerplexity (sonar-pro) rateChatGPT (OpenAI) rateGemini (Google) rateClaude (Anthropic) rate
Stripe100%100%69.3%52.7%
PayPal90.7%95.9%46.7%35.1%
Adyen70.7%86.3%49.3%32.4%
Square93.3%54.8%37.3%39.2%
Helcim73.3%28.8%57.3%16.2%
Shopify Inc.61.3%50.7%45.3%2.7%
Authorize.Net36%50.7%37.3%0%
Braintree42.7%37%20%5.4%
Worldpay40%43.8%14.7%5.4%
Checkout53.3%27.4%18.7%4.1%
Stax42.7%6.8%34.7%4.1%
Clover29.3%15.1%25.3%2.7%

Perplexity produced the broadest concentration of high single-engine rates for Square, Helcim, Checkout, Stax, Airwallex, Finix, GoCardless, and QuickBooks Payments. Square appeared in 70 of Perplexity's 75 answers, compared with 28 of Gemini's 75 and 29 of Claude's 74. Airwallex appeared in 24 Perplexity answers but only 1 ChatGPT answer, 3 Gemini answers, and 7 Claude answers. Finix appeared in 23 Perplexity answers, 2 ChatGPT answers, 2 Gemini answers, and no Claude answers.

ChatGPT concentrated more heavily on PayPal, Adyen, Block, Inc., Global Payments, Fiserv, Inc., and Toast. Block, Inc. appeared in 30 of 73 ChatGPT answers, 21 of 75 Gemini answers, 3 of 75 Perplexity answers, and no Claude answers. Global Payments appeared in 19 ChatGPT answers but 4 Gemini answers and 1 Claude answer. Fiserv, Inc. appeared in 20 ChatGPT answers, while Perplexity and Gemini each named it 7 times and Claude named it once.

Claude had the lowest rates for many brands. It did not name Authorize.Net, Block, Inc., Finix, GoCardless, Toast, or QuickBooks Payments in its 74 answers. Shopify Inc. appeared in only 2 Claude answers despite appearing in 46 Perplexity answers, 37 ChatGPT answers, and 34 Gemini answers. These gaps make a single-engine audit insufficient for this category.

Which brands lead each demand cluster?

Demand-cluster performance shows which brand names appear under different types of measured payment questions. The cluster chart separates question groups, so its results should not be read as one universal ranking.

Demand-cluster leaders

The same answers regrouped by the demand cluster each prompt was sampled for; cluster rates use that cluster's own answer count.

Leaders by demand cluster

Leader rate

01
General best-in-category
91.7%
02
Price and value
75%
03
Primary use case
91.7%
04
Beginners and first purchase
70.8%
05
Everyday and mainstream choice
83.3%
06
Where to buy
79.2%
07
Durability and longevity
91.7%
08
Gifting and occasions
66.7%
09
Specific need or condition
75%
10
Comparison and evaluation
66.7%
11
Trust and recommendation
83.3%
12
Ownership and maker attribution
83.3%
13
Quality and premium tier
91.7%
14
Specialist / advanced use
91.7%
15
Emerging and new entrants
60%
Demand clusterAnswersLeading brandLeader rateRunners-up
— Other demand —
General best-in-category24Stripe91.7%Adyen 87.5%, PayPal 75%, Square 62.5%
Price and value24Helcim75%Stripe 70.8%, Square 58.3%, Payment Depot 58.3%
Primary use case24Stripe91.7%PayPal 91.7%, Adyen 91.7%, Square 62.5%
Beginners and first purchase24Stripe70.8%PayPal 70.8%, Square 70.8%, Shopify Inc. 66.7%
Everyday and mainstream choice24Stripe83.3%Square 79.2%, PayPal 70.8%, Helcim 54.2%
Where to buy24Stripe79.2%PayPal 70.8%, Helcim 70.8%, Adyen 62.5%
Durability and longevity12Stripe91.7%Adyen 91.7%, Checkout 75%, PayPal 58.3%
Gifting and occasions12Square66.7%Stripe 58.3%, PayPal 58.3%, Helcim 25%
Specific need or condition12Stripe75%Shopify Inc. 66.7%, Clover 66.7%, PayPal 58.3%
Comparison and evaluation12Stripe66.7%Adyen 66.7%, Checkout 58.3%, PayPal 50%
Trust and recommendation12Stripe83.3%PayPal 83.3%, Adyen 66.7%, Square 58.3%
Ownership and maker attribution12Stripe83.3%PayPal 75%, Adyen 75%, Block, Inc. 75%
Quality and premium tier12Stripe91.7%Adyen 91.7%, Worldpay 75%, Checkout 75%
Specialist / advanced use12Stripe91.7%Adyen 91.7%, Braintree 83.3%, Authorize.Net 75%
Emerging and new entrants10Stripe60%Adyen 60%, Checkout 60%, Airwallex 60%
— Payments & Processors —
best payment processor for online business12Stripe91.7%PayPal 91.7%, Adyen 91.7%, Square 83.3%
Stripe vs PayPal for e-commerce12Stripe100%PayPal 91.7%, Shopify Inc. 58.3%, Adyen 50%
cheapest credit card processing platform12Helcim75%Stax 75%, Stripe 66.7%, Square 66.7%

Use the cluster results to distinguish broad payment selection questions from more specific needs. A brand can lead a narrow question group without leading the overall appearance leaderboard. The chart is the measured source for cluster-level placement; this report does not generalize the pattern beyond these prompts.

Which sites do the engines cite?

Owned-domain citations did not follow the overall appearance order. Airwallex had the highest owned-domain citation rate at 44.3% of 296 answers with retrieval evidence, while Stripe led appearance at 80.5% of 297 returned answers. The denominators differ and cannot be compared as one rate.

Owned-domain citation rates

Share of the 296 answers with retrieval evidence that cited a URL on the brand's own website.

Owned-domain citation rate

01
Stripe
13.5%
02
PayPal
8.1%
03
Adyen
5.7%
04
Square
6.1%
05
Helcim
13.9%
06
Shopify Inc.
17.9%
07
Authorize.Net
7.4%
08
Braintree
0.3%
09
Worldpay
1.7%
10
Checkout
4.4%
11
Stax
2.7%
12
Clover
0.7%

Finix had a 25.7% owned-domain citation rate and Shopify Inc. had 17.9%. Stripe had 13.5%, Helcim had 13.9%, and GoCardless had 12.2%. At the other end, Braintree and Toast each had a 0.3% rate. Block, Inc. and Visa each had a 0% owned-domain citation rate.

The publisher list shows that engines also relied on third-party pages. Connectpay.com appeared as a source in 161 answers with retrieval evidence, or 54.4%. Whop.com appeared in 117 answers, or 39.5%, and Nerdwallet.com appeared in 105 answers, or 35.5%.

Most-cited source domains

Publishers cited as evidence, counted once per answer rather than once per link.

Most-cited publishers

Answer penetration

01
connectpay.com
54.4%
02
airwallex.com
44.3%
03
whop.com
39.5%
04
nerdwallet.com
35.5%
05
forbes.com
34.8%
06
finix.com
25.7%
07
zapier.com
25%
08
technologyadvice.com
24%
09
learn.g2.com
20.6%
10
getholdings.com
19.9%
11
techrepublic.com
19.9%
12
wise.com
19.9%
PublisherAnswers citing itAnswer penetration
connectpay.com161/29654.4%
airwallex.com131/29644.3%
whop.com117/29639.5%
nerdwallet.com105/29635.5%
forbes.com103/29634.8%
finix.com76/29625.7%
zapier.com74/29625%
technologyadvice.com71/29624%
learn.g2.com61/29620.6%
getholdings.com59/29619.9%
techrepublic.com59/29619.9%
wise.com59/29619.9%

Third-party source use is material in the measured answers. Connectpay.com, whop.com, nerdwallet.com, forbes.com, zapier.com, technologyadvice.com, learn.g2.com, and clearlypayments.com all appear in the cited-source list. A payment brand's own site is one input into an answer, not the only route to a mention or citation.

Who is winning and who is at risk?

Winning group. Stripe is the strongest overall appearance leader at 80.5%, with an average first mention position of 2.6. PayPal ranks second at 67.0% and appears in all four engines. Adyen ranks third at 59.6%, led by an 86.3% ChatGPT appearance rate. Square ranks fourth at 56.2% and reaches 93.3% in Perplexity. Airwallex has lower overall appearance at 11.8%, but its 44.3% owned-domain citation rate is the highest measured rate among citation-eligible brands.

At-risk group. Braintree ranks eighth at 26.3% appearance and has a 0.3% owned-domain citation rate. Authorize.Net ranks seventh at 31.0% but was absent from all 74 Claude answers and had an average first mention position of 9.4. Block, Inc. ranked thirteenth at 18.2%, was absent from Perplexity and Claude, and had a 0% owned-domain citation rate. Visa appeared in 4.7% of answers with an average first mention position of 11.1 and a 0% owned-domain citation rate.

What does the tally say about this category?

The category has a clear appearance leader, but the top ranks are not equally separated. Stripe's 75.6% to 84.6% interval does not overlap PayPal's 61.5% to 72.1% interval. PayPal, Adyen, and Square have overlapping intervals, so this sample does not support a claim that PayPal is more visible than Adyen or that Adyen is more visible than Square.

Engine agreement is uneven below the top positions. Stripe, PayPal, Adyen, Square, Helcim, Shopify Inc., Braintree, Worldpay, Checkout, Stax, and Clover were present across all four engines. Authorize.Net, Block, Inc., Finix, GoCardless, Toast, and QuickBooks Payments were not. Owned sites and third-party publishers both carry citations. Airwallex.com appeared in 131 answers with retrieval evidence, while connectpay.com appeared in 161.

The brief names Stripe, Block/Square, PayPal, and Adyen. Stripe, PayPal, Adyen, and Square had measured appearances. The separate Block/Square entry had a 0% appearance rate across 297 returned answers, while Block, Inc. had an 18.2% rate and Square had a 56.2% rate.

What changed during the measurement window?

The measurement does not compare dates or earlier waves, so it cannot identify changes over time. It does show contemporaneous engine divergence, including brands concentrated in Perplexity or ChatGPT and brands absent from Claude's 74 returned answers.

What should payment brands fix first?

  • Audit every engine when a brand has an uneven engine pattern. Square appeared in 93.3% of Perplexity answers but 37.3% of Gemini answers. Re-measure appearance by engine after publishing pages that describe the same payment use cases in plain language.
  • Build citable owned pages when appearance outpaces owned citations. Braintree appeared in 26.3% of returned answers but had a 0.3% owned-domain citation rate. Re-measure its owned-domain citation rate against the 296-answer retrieval-evidence denominator.
  • Check the wording and entity names used across product pages. The dataset rolls PayPal references into one brand and separately records Braintree. Re-measure whether the intended brand name appears in responses rather than a related product name.
  • Prioritize weak engines, not only the overall average. Shopify Inc. appeared in 2.7% of Claude answers and 61.3% of Perplexity answers. Re-measure the Claude rate after adding sourceable pages for the measured payment questions.
  • Inspect third-party comparison pages when own-site citations are low. Connectpay.com appeared in 54.4% of answers with retrieval evidence. Re-measure both source citations and brand appearances after checking how the brand is described on cited publishers.
  • Test narrow payment needs separately from broad selection questions. The cluster chart identifies which brands lead which measured question groups. Re-measure each cluster after publishing pages that answer the specific terms represented in the study.

What does this mean for payment brands?

Interpretation. A high appearance rate gives a brand more chances to enter a generated answer, but it does not guarantee that the brand's own pages supply the supporting source. Stripe's overall lead and Airwallex's citation lead show that mentions and owned-domain citations can move separately.

Payment brands need an engine-level view. Perplexity, ChatGPT, Gemini, and Claude produced different brand sets from similar measured questions. A brand that looks strong in one engine can have little exposure in another.

How was the Payments & Processors study measured?

This flagship study measured 24 stratified prompts three times per engine across Perplexity (sonar-pro), ChatGPT (OpenAI), Gemini (Google), and Claude (Anthropic). The study returned 297 answers and found retrieval evidence in 296 answers. Appearance rates use returned answers. Citation and source rates use answers with retrieval evidence.

Measurement summary

How this study was measured

  • Sampling frame fixed first: 24 prompts allocated across the demand clusters before anything was asked.
  • Same questions put to every engine: Perplexity (sonar-pro), ChatGPT (OpenAI), Gemini (Google), Claude (Anthropic), 3 trial(s) each.
  • 297 answers returned of 297 attempted, 296 with retrieval evidence.
  • Product lines rolled up to parent brands using a registry fixed before scoring.
  • Appearance rate reported with a 95% Wilson interval; citation metrics counted only on answers with evidence.

The study measures these prompts on September 14, 2026. It does not measure all payment searches, consumer demand, product quality, or commercial results. Engines differ in their model and retrieval tool, which may affect the results.

Frequently asked questions

Which brand appeared most often?

Stripe ranked first with an 80.5% appearance rate across 297 returned answers. Stripe was named in 239 answers and had a 75.6% to 84.6% 95% interval.

Which brand had the highest owned-domain citation rate?

Airwallex had the highest measured owned-domain citation rate at 44.3%. Citation rates use 296 answers with retrieval evidence, not the 297 returned answers used for appearance rates.

Did every engine name Stripe?

Yes. Stripe was named by Perplexity, ChatGPT, Gemini, and Claude. Its engine rates ranged from 52.7% in Claude to 100% in Perplexity and ChatGPT.

Which brands were absent from Claude?

Authorize.Net, Block, Inc., Finix, GoCardless, Toast, and QuickBooks Payments had 0% appearance in Claude's 74 answers. This result applies to the measured prompts and not to all payment questions.

Are PayPal, Adyen, and Square clearly separated?

No. PayPal's 95% interval overlaps Adyen's interval, and Adyen's interval overlaps Square's interval. The differences are within the margin of this sample.

What did the study measure?

The study measured whether four engines named payment brands in 24 stratified prompts, each tested three times per engine. It also measured citations in answers with retrieval evidence.

Charts and data tables

These are not brands in the category, so they are measured the same way but kept out of the brand leaderboard.

Aggregators and comparison sites, tracked separately

Appearance rate — top 3

1
Forbes Advisor
4.4%
2
NerdWallet
1.7%
3
Investopedia
0%
#EntityAppearance rateAnswers95% interval
1Forbes Advisor4.4%13/2972.6%–7.3%
2NerdWallet1.7%5/2970.7%–3.9%
3Investopedia0%0/2970%–1.3%

Methodology appendix

This appendix is generated directly from the measurement record for this study. It is included so any brand named here can reproduce or challenge the result.

What was measured

  • Category: Payments & Processors
  • Measurement date: 2026-09-14
  • Depth: flagship — 24 prompts, 3 trial(s) per prompt per engine, 4 engines
  • Answers attempted: 297
  • Answers returned (appearance denominator): 297
  • Answers with retrieval evidence (citation denominator): 296 (99.7% of attempted)
  • Answers that failed outright: 0
  • Analysis version: study-methodology-v2 · entity registry: entity-registry-2026-08-27

Claim limit: Flagship depth: 24 stratified prompts measured three times per engine, so both between-prompt and repeat-generation variation are observable.

How the prompts were sampled

Fixed sampling frame: 3 buyer-intent need(s) from the client's brief are asked verbatim, one prompt each, grouped under: Payments & Processors; then , then a documented set of generic commercial demand clusters (general best, everyday mainstream choice, price/value, primary use case, beginner, retail channel, gifting/occasion, specific need, comparison, trust, ownership attribution, quality tier, durability, specialist, emerging) receives the remaining allocation round-robin. The prompt writer supplies wording inside these cells only and does not choose the category's demand structure.

Demand clusterPromptsScope
best payment processor for online business1best payment processor for online business
Stripe vs PayPal for e-commerce1Stripe vs PayPal for e-commerce
cheapest credit card processing platform1cheapest credit card processing platform
General best-in-category2the plain, highest-volume 'best X' style demand with no qualifier
Everyday and mainstream choice2what an ordinary, non-expert buyer picks for everyday use, in the mass-market part of the category
Price and value2budget, value-for-money, cheaper alternatives and whether premium is worth it
Primary use case2the dominant everyday use case for this category
Beginners and first purchase2what a first-time buyer with no knowledge of the category should get
Where to buy2purchase-channel demand: where to buy, which retailers, direct vs marketplace
Gifting and occasions1what to buy as a gift or for a specific occasion, event or celebration
Specific need or condition1a specific buyer need, constraint, body/fit/context requirement or problem to solve
Comparison and evaluation1head-to-head style evaluation demand: which brands are better than which, and on what basis
Trust and recommendation1which brands are most recommended or most trusted by reviewers and experts
Ownership and maker attribution1who owns, makes or is behind the leading brands in this category, and which parent company a named brand belongs to
Quality and premium tier1which options are highest quality, most durable or best made
Durability and longevity1which brands last, hold up over time, or fail early
Specialist / advanced use1advanced, professional or enthusiast-level demand inside the category
Emerging and new entrants1newer entrants, recent launches and shifts buyers are only starting to ask about

The exact prompts

#PromptClusterShape
1best payment processor for online businessneed_1medium
2Stripe vs PayPal for e-commerceneed_2medium
3cheapest credit card processing platformneed_3medium
4best payment processorsgeneral_bestshort
5best payment processing companiesgeneral_bestshort
6best payment processor for everyday small-business saleseverydaymedium
7best way to accept routine customer paymentseverydaymedium
8cheapest payment processorsvalue_priceshort
9best value merchant payment processorsvalue_pricemedium
10best processors for online paymentsuse_caseshort
11Which payment processors are best for accepting online customer payments?use_caselong
12best payment processor for beginnersbeginnermedium
13Which payment processing companies are easiest for a first-time business owner to set up?beginnerlong
14where to get payment processingretailmedium
15Where should a new business sign up for payment processing: direct or through a reseller?retaillong
16best payment processors for fundraiser eventsgiftingmedium
17Which payment processors work best for businesses that need in-person and online checkout together?specific_needlong
18Which payment processor is better for growing businesses, based on fees, tools, and international support?comparisonlong
19most trusted payment processorstrustshort
20Who owns the leading payment processing brands used by merchants?ownershiplong
21best enterprise payment processorspremium_qualitymedium
22Which payment processing platforms are most reliable as transaction volumes grow over several years?durabilitylong
23best payment gateways for developersspecialistmedium
24Which newer payment processing platforms are gaining traction with online businesses this year?emerginglong

Engines and systems measured

Retrieval rate

01
Perplexity (sonar-pro)
100%
02
ChatGPT (OpenAI)
100%
03
Gemini (Google)
98.7%
04
Claude (Anthropic)
100%
EngineModel / systemRetrievalAttemptedReturnedWith retrieval evidenceRetrieval rate
Perplexity (sonar-pro)perplexity/sonar-pronative Perplexity web search757575100%
ChatGPT (OpenAI)openai/gpt-5.6-terraOpenAI web search tool737373100%
Gemini (Google)google/gemini-3.7-flashGoogle Search grounding (google_search tool)75757498.7%
Claude (Anthropic)anthropic/claude-sonnet-4Anthropic web search tool747474100%

Results are not strictly comparable across engines: each engine uses a different model, a different retrieval tool and a different answer format, so a gap between two engines can reflect system design as much as brand visibility.

How each metric is defined

  • Appearance rate — the share of returned answers that named the brand. Measured on every answer the engine returned, whether or not it searched the web, so an engine's retrieval behaviour does not silently change the denominator.
  • Macro appearance rate — the mean of the per-prompt appearance rates, so each prompt counts once regardless of how many engines answered it.
  • 95% interval — Wilson score interval on the appearance rate. Where two brands' intervals overlap, this study does not support a claim that one is more visible than the other.
  • Owned-domain citation rate — the share of answers with retrieval evidence that cited a URL on the brand's own domain. This is a narrow measure of the brand's own site being used as a source; it is not a measure of total mentions.
  • Share of all citations — the brand's own domain as a share of all attributed publisher citations in the study.
  • Not measured — the brand's official domain could not be established, so no citation result exists. This is never reported as 0%.
  • 0% — the metric could be evaluated and the event did not occur.
  • Average position — mean position of the brand's first mention in the answer's ordered list of named brands.
  • Cross-engine consistency — the share of engines that named the brand at least once.
  • Repeat consistency — the share of repeated prompt/engine cells where the brand appeared in every trial. Lower values mean the engine's answer is unstable rather than the brand being absent.

Evidence rules

  • An answer counts as having retrieval evidence only when the engine returned a retrieval receipt (search annotations or grounding records). A URL the model merely typed into its prose is not treated as evidence that it searched.
  • Sources are attributed to the publisher behind each retrieval receipt. Intermediary and redirect hosts are never reported as publishers.
  • Publisher identity could not be established for 0 retrieval receipt(s); those are disclosed here rather than attributed or dropped.
  • Source counts are answer-level: a publisher counts once per answer in which it was cited, not once per URL.

Full results with denominators and intervals

Appearance rate — top 15

1
Stripe
80.5%
2
PayPal
67%
3
Adyen
59.6%
4
Square
56.2%
5
Helcim
44.1%
6
Shopify Inc.
40.1%
7
Authorize.Net
31%
8
Braintree
26.3%
9
Worldpay
25.9%
10
Checkout
25.9%
11
Stax
22.2%
12
Clover
18.2%
13
Block, Inc.
18.2%
14
Global Payments
12.1%
15
Fiserv, Inc.
11.8%
#BrandNamed inAppearance rateMacro rate95% intervalOwned-domain citations
1Stripe239/29780.5%79.4%75.6%–84.6%40/296 (13.5%)
2PayPal199/29767%67.9%61.5%–72.1%24/296 (8.1%)
3Adyen177/29759.6%58.4%53.9%–65%17/296 (5.7%)
4Square167/29756.2%57.5%50.5%–61.8%18/296 (6.1%)
5Helcim131/29744.1%46.1%38.6%–49.8%41/296 (13.9%)
6Shopify Inc.119/29740.1%41.8%34.7%–45.7%53/296 (17.9%)
7Authorize.Net92/29731%31.2%26%–36.5%22/296 (7.4%)
8Braintree78/29726.3%24.7%21.6%–31.5%1/296 (0.3%)
9Worldpay77/29725.9%26.1%21.3%–31.2%5/296 (1.7%)
10Checkout77/29725.9%24.8%21.3%–31.2%13/296 (4.4%)
11Stax66/29722.2%23.8%17.9%–27.3%8/296 (2.7%)
12Clover54/29718.2%21.3%14.2%–23%2/296 (0.7%)
13Block, Inc.54/29718.2%17.9%14.2%–23%0/296 (0%)
14Global Payments36/29712.1%11.7%8.9%–16.3%7/296 (2.4%)
15Fiserv, Inc.35/29711.8%11.4%8.6%–15.9%5/296 (1.7%)
16Airwallex35/29711.8%11.8%8.6%–15.9%131/296 (44.3%)
17Chase Payment Solutions30/29710.1%10.2%7.2%–14.1%4/296 (1.4%)
18Finix27/2979.1%10.7%6.3%–12.9%76/296 (25.7%)
19Payment Depot25/2978.4%8.3%5.8%–12.1%2/296 (0.7%)
20Visa14/2974.7%4.9%2.8%–7.8%0/296 (0%)
21FIS14/2974.7%4.9%2.8%–7.8%5/296 (1.7%)
22GoCardless13/2974.4%4.9%2.6%–7.3%36/296 (12.2%)
23Drawbacks13/2974.4%4.7%2.6%–7.3%domain not established — excluded from citation metrics
24Toast12/2974%5.6%2.3%–6.9%1/296 (0.3%)
25QuickBooks Payments12/2974%4.3%2.3%–6.9%3/296 (1%)
26Block/Square0/2970%0%0%–1.3%0/296 (0%)

Entity handling

Product lines and model names roll up to their parent brand for brand-level metrics, using a registry fixed before scoring. Nothing is merged on the basis of this study's own counts alone.

No roll-ups were applied in this study.

40 further name(s) picked up in the answers were not confidently resolvable to a brand in this category and are held for human classification before the next study; they carry no metrics here.

Limits of these findings

  • This is a point-in-time measurement of what the named systems returned for these exact prompts on 2026-09-14. Engine behaviour changes without notice.
  • The prompt set is a stratified sample of category demand, not a census. Results describe these prompts and should not be read as representative of all searches in the category.
  • Where intervals overlap, differences between brands are not statistically distinguishable at this sample size.
  • A brand not listed here was not measured as absent — it simply was not named in these answers.
  • Appearance is a visibility measure, not an endorsement, a quality judgement or a market-share estimate.
  • 1 of 26 ranked brand(s) had no official domain established before scoring, so they carry appearance results only and are excluded from citation metrics and source tables rather than being reported as zero.

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