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AI Book Discoverability Index · genre

Personal finance

9,780 citations · 816 distinct domains · Reddit cited 58× here · live index, updated continuously (18 Jul 2026)

The 10 sources AI cites most for personal finance

'Books' = how many distinct audited titles the source was cited for — every ranked domain must span at least two, so one book can never skew the list. Click a domain to see a real cited URL.

1youtube.com60748 bks
2wecu.com54754 bks
3goodreads.com32954 bks
4medium.com30539 bks
5moneywithkatie.com27352 bks
6thepennyhoarder.com21554 bks
7microbank.com20954 bks
8cnbc.com19340 bks
9theconsumers.guide19354 bks
10penguinrandomhouse.com18751 bks
Want the full 816-domain list for personal finance— plus your own book’s AI visibility score?Free check →£29.99 report

Know how to pitch but not where to start? The Get Listed Playbook (£99) turns these sources into worked plays — route, cost, exact link and contact for each.

🔑 Niche kingmakers (outliers)

Domains that punch above their weight inside this genre but barely register globally — the hidden gatekeepers AI trusts here specifically.

wecu.com547× hereacross 54 books#1 in genre · #32 global
moneywithkatie.com273× hereacross 52 books#2 in genre · #76 global
thepennyhoarder.com215× hereacross 54 books#3 in genre · #97 global
microbank.com209× hereacross 54 books#4 in genre · #99 global
cnbc.com193× hereacross 40 books#5 in genre · #104 global
bookweb.org185× hereacross 40 books#6 in genre · #107 global

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Free to republish with attribution — this live card shows personal finance's top sources and updates as the index grows.

Where AI gets its personal finance book recommendations

Personal finance — top sources card

Embed snippet (includes the required attribution link):

<a href="https://visibility.publishing.co.uk/book-index/personal-finance">
  <img src="https://visibility.publishing.co.uk/book-index/embed/genre-personal-finance"
       alt="Where AI gets its personal finance book recommendations" width="600" />
</a>
<p>Source: <a href="https://visibility.publishing.co.uk/book-index/personal-finance">
publishing.co.uk AI Book Discoverability Index</a></p>

Other genres: Psychological thriller · Crime thriller · Cosy crime · Romance · Romantasy · Epic fantasy · Science fiction · Historical fiction · full index →

Built from live citations across the four citation-transparent engines (ChatGPT, Claude, Gemini, Perplexity). A domain must be cited for at least two different audited books to rank; domains sourced ≥70% from one title are excluded. Book-level scores and the full domain list are part of the £29.99 report. Full detail: methodology.