Payments & BNPL,
according to AI
Every week we ask ChatGPT, Claude and Gemini the questions real UK consumers ask about payments & bnpl — and record exactly which brands they put forward. Right now, Apple Pay owns the conversation.
0 AI answers this run · 0 brands named · measured, never estimated
Apple Pay is the default answer.
Named in 48% of payments & bnpl answers, typically in position 2.1. Google Pay follows at 48%, PayPal at 47%.
Every brand AI names, ranked.
Visibility is the share of answers naming the brand; citation share is its slice of all brand-owned pages cited; read→cited is how often its pages convert a read into a citation.
| # | Brand | Visibility | Avg. position | Citation share | Read→cited |
|---|---|---|---|---|---|
| 1 | Apple Pay | 48% | 2.1 | 9% | 17% |
| 2 | Google Pay | 48% | 2.8 | 17% | 26% |
| 3 | PayPal | 47% | 2.8 | 12% | 24% |
| 4 | Revolut | 33% | 3.2 | 9% | 14% |
| 5 | Monzo | 25% | 2.6 | 5% | 33% |
| 6 | Checkout.com | 23% | 2.6 | 2% | 50% |
| 7 | Wise | 23% | 3.4 | 17% | 17% |
| 8 | Samsung Pay | 17% | 3.1 | 9% | 13% |
| 9 | Starling Bank | 15% | 3.3 | 0% | 0% |
| 10 | Visa | 12% | 5.1 | 0% | 0% |
| 11 | Mastercard | 12% | 5.9 | 0% | — |
| 12 | Klarna | 10% | 1.7 | 5% | 8% |
| 13 | Barclaycard | 10% | 4.5 | 0% | — |
| 14 | ClearPay | 8% | 2.4 | 2% | 50% |
| 15 | Stripe | 8% | 5.0 | 3% | — |
Apple Pay is named most. That is not the same as being wanted.
Being named is visibility. Underneath it, asked to rate each brand directly, the AI assistants judge it three ways — how much it stands out, how much it belongs, and how much it is returned to. They put 17% of the 35 brands rated above indifference. Monzo leads the brands the answers name, at 79% of maximum Desire. On attachment, the most divided driver, Monzo indexes 139 against Affirm at 68, on a category average of 100.
Each whorl lights one ring per index threshold cleared (84 / 92 / 100 / 108 / 116). Above indifference means Desire above two-thirds of its maximum. See the full payments & bnpl desire edition →
The referees of payments & bnpl.
The independent sources AI models cite when answering payments & bnpl questions — the places a brand needs to be seen, reviewed and ranked.
Monzo converts reads into citations. Klarna doesn't.
When Claude or ChatGPT opens a brand's own pages while answering, does the page make the cited-sources list? Monzo converts 33% of reads; Klarna just 8%. That gap is a content problem, not a visibility problem.
Full data table
| # | Brand | Visibility | Avg. position | Citation share | Read→cited |
|---|---|---|---|---|---|
| 1 | Apple Pay | 48% | 2.1 | 9% | 17% |
| 2 | Google Pay | 48% | 2.8 | 17% | 26% |
| 3 | PayPal | 47% | 2.8 | 12% | 24% |
| 4 | Revolut | 33% | 3.2 | 9% | 14% |
| 5 | Monzo | 25% | 2.6 | 5% | 33% |
| 6 | Checkout.com | 23% | 2.6 | 2% | 50% |
| 7 | Wise | 23% | 3.4 | 17% | 17% |
| 8 | Samsung Pay | 17% | 3.1 | 9% | 13% |
| 9 | Starling Bank | 15% | 3.3 | 0% | 0% |
| 10 | Visa | 12% | 5.1 | 0% | 0% |
| 11 | Mastercard | 12% | 5.9 | 0% | — |
| 12 | Klarna | 10% | 1.7 | 5% | 8% |
| 13 | Barclaycard | 10% | 4.5 | 0% | — |
| 14 | ClearPay | 8% | 2.4 | 2% | 50% |
| 15 | Stripe | 8% | 5.0 | 3% | — |
The models do not agree on who leads.
Ask about payments & bnpl and the brand you are shown depends on the assistant: Claude → Google Pay, Gemini → Apple Pay, ChatGPT → Apple Pay. Their top-five lists share just 57% of names.
Brands whose visibility swings most between models — the bar per model, widest gap on the right.
The data behind this chart
| Brand | Claude | Gemini | ChatGPT | Spread |
|---|---|---|---|---|
| Barclaycard | 5% | 25% | 0% | 25pp |
| Starling Bank | 5% | 30% | 10% | 25pp |
| PayPal | 35% | 55% | 50% | 20pp |
| Apple Pay | 40% | 55% | 50% | 15pp |
| Monzo | 20% | 35% | 20% | 15pp |
| Checkout.com | 15% | 30% | 25% | 15pp |
| Visa | 5% | 20% | 10% | 15pp |
| Mastercard | 5% | 20% | 10% | 15pp |
| Chase | 0% | 15% | 0% | 15pp |
| Google Pay | 45% | 55% | 45% | 10pp |
How-to guides carry payments & bnpl.
Every page AI opened while answering, classified by what kind of page it is. How-to guides supply the most citations; faq convert best — 100% of the ones models opened were actually cited.
The data behind this chart
| Page type | Cited | Read but not cited | Conversion |
|---|---|---|---|
| How-to guides | 123 | 12 | 91% |
| Editorial | 100 | 21 | 83% |
| Comparisons | 62 | 8 | 89% |
| Product pages | 43 | 3 | 93% |
| Documentation | 36 | 17 | 68% |
| News | 18 | 2 | 90% |
| faq | 13 | 0 | 100% |
| Other | 12 | 13 | 48% |
Structured data is what separates cited from ignored.
Of the payments & bnpl pages models actually opened, how much more often each feature's pages ended up in the cited sources. Structured data is worth 18 percentage points; cites its sources pages fare 39pp worse. Measured within the read population, so selection can't flatter it.
The data behind this chart
| Feature | Pages with | Cited % | Pages without | Cited % | Difference |
|---|---|---|---|---|---|
| Structured data | 428 | 87% | 119 | 69% | +18pp |
| Answer up front | 335 | 85% | 212 | 81% | +4pp |
| Named author | 262 | 84% | 285 | 83% | +1pp |
| Updated this year | 244 | 81% | 303 | 85% | -5pp |
| Comparison table | 154 | 78% | 393 | 85% | -8pp |
| Hard statistics | 167 | 77% | 380 | 86% | -9pp |
| Cites its sources | 40 | 48% | 507 | 86% | -39pp |
Payoneer builds pages AI can quote.
Readiness scores each brand's own pages on the structure models reward — a direct answer up front, tables, hard numbers, named authors, structured data, recency, specifications. Checkout.com is the widest gap: well-built pages that still aren't converting into citations.
| Brand | Readiness | Pages cited | Pages profiled |
|---|---|---|---|
| Payoneer | 53 | 25% | 4 |
| Airwallex | 50 | 33% | 9 |
| Worldpay | 46 | 67% | 3 |
| Wise | 40 | 27% | 82 |
| Samsung Pay | 39 | 58% | 12 |
| Checkout.com | 35 | 3% | 102 |
| Remitly | 33 | 33% | 6 |
| Barclaycard | 27 | 0% | 6 |
| PayPal | 26 | 47% | 32 |
| Revolut | 26 | 8% | 122 |
Readiness is the share of eight measurable structural signals present on a brand's profiled pages. It is a build-quality measure, not a ranking of the brand.
The questions payments & bnpl pages have to settle.
Read straight off the pages AI cited: the consumer questions cited content answers most often. Content that fails to settle these is content models have no reason to quote.
Nineteen more categories.
Method: 20 unbranded consumer prompts per category, spread across the buying journey, run weekly against ChatGPT, Claude and Gemini. Read→cited uses Claude and ChatGPT only (Gemini does not separate the two). Correlational observations of model behaviour at the time of the run. Data from the run completed Sat, 17 Oct 2026 13:11:46 GMT.