How AI answer engines name Paymentology

Data through November 1, 2026

Across 1,888 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Fintech between May 10, 2026 and November 1, 2026, Paymentology was named in 15 (0.8%).

Last 28 days: named in 7 of 630 answers in its home categories (1.1%), down 0.2 points from the 28 days before.

By engine

Answers each engine gave to buyer questions about Fintech, and how many of them named Paymentology.

EngineNamedAnswersRate
ChatGPT04420.0%
Claude84421.8%
Gemini04000.0%
Perplexity74421.6%
Google AI Mode01190.0%
Google AI Overviews0430.0%

By question type

The same answers, split by the shape of the buyer question.

Question typeNamedAnswersRate
Best-of02340.0%
Ranked list152306.5%
Head-to-head02300.0%
Is it worth it02330.0%
How to choose02310.0%
Problem first02300.0%
News05000.0%

Week by week

Paymentology was named in at least one answer in 8 of the 18 weeks on record; the latest was the week of October 26, 2026.

Each week's answers to buyer questions about Fintech, Monday to Sunday, newest first, and how many of them named Paymentology. The questions asked can differ from one week to the next.

Week ofNamedAnswersRate
11350.7%
21681.2%
31781.7%
11790.6%
21681.2%
2922.2%
21921.0%
21921.0%
0840.0%
0480.0%
0400.0%
0540.0%
0520.0%
0340.0%
01100.0%
01110.0%
0480.0%
030.0%

Named first

When an answer named Paymentology alongside another brand in this record, it was named first in 1 of 15 (6.7%).

Named alongside

  • Stripe: named together in 15 answers
  • Lithic: named together in 14 answers
  • Fiserv: named together in 3 answers
  • Nium: named together in 2 answers

Sources the engines cited when they named Paymentology

Domains cited in answers that named Paymentology, by the number of those answers that cited them.

Paymentology's own site (paymentology.com) was cited in 3 of 15 (20.0%).

Across every answer run in the Machine Relations Index, not only the answers that named Paymentology, paymentology.com was cited in 3 of 34,788 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on paymentology.com before it grades or ranks it.

Across every Fintech buyer question, not only the answers that named Paymentology, the Machine Relations Index ranks which sources AI engines cite for Fintech questions.

How this is measured

Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.

A brand appears only once it has been named in at least 10 answers on 7 separate days.

A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.

Categories are the Index's buyer-question categories.

Source: Machine Relations Index.

FAQ

Does ChatGPT recommend Paymentology?

ChatGPT did not name Paymentology in any of its 442 answers to buyer questions about Fintech between May 10, 2026 and November 1, 2026.

Which sources do AI engines cite when they mention Paymentology?

The domains cited most often in answers that named Paymentology were dashdevs.com (14 answers), guideflow.com (12 answers) and crassula.io (10 answers).

Which AI engine names Paymentology most often?

Claude, at 1.8%: it named Paymentology in 8 of 442 answers to buyer questions about Fintech.