How AI answer engines name Happy Money

By engine

Answers each engine gave to buyer questions about Consumer Finance, and how many of them named Happy Money.

By question type

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

Week by week

Happy Money was named in at least one answer in 10 of the 11 weeks on record; the latest was the week of November 2, 2026.

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

Named first

When an answer named Happy Money alongside another brand in this record, it was named first in 11 of 13 (84.6%).

Named alongside

• Upstart: named together in 8 answers
• Achieve: named together in 5 answers
• Prosper: named together in 1 answer
• TD Bank: named together in 1 answer

Other sources the engines cited when they named Happy Money

Domains other than Happy Money's own sites, ranked by the number of answers that named Happy Money and cited each domain. Own-site citations are shown separately below.

Happy Money's own site (happymoney.com) was cited in 1 of 42 (2.4%).

Across every answer run in the Machine Relations Index, not only the answers that named Happy Money, happymoney.com was cited in 1 of 37,140 (0.00%), by 1 of the 6 engines it observes. The Index is still collecting evidence on happymoney.com before it grades or ranks it.

Across every Consumer Finance buyer question, not only the answers that named Happy Money, the Machine Relations Index ranks which sources AI engines cite for Consumer Finance 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.

Window-to-window brand movement is unmeasured. The stored counts do not establish unchanged prompts, collection instruments and sampling weights across periods. Historical counts and weekly rows are descriptive, not a matched trend.

Source: Machine Relations Index.

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