Free check · shareable result

Ledger is not cited by AI in your sector yet

Score 0/100 · 10/10 queries with no mention · Neobank / Fintech · 2 September 2026

Free check · Vectra · Neobank / FintechMeasured on 2 September 2026 — model: gpt-5.4

Ledger

Overall AI visibility score

Not visible

10 neutral sector queries, none of them naming the audited brand, put to one model: gpt-5.4. The panel is fixed once per sector and reused on every measurement, so two scores in the same sector are comparable.

Key metrics

Mention rate

Average position

—

Share of voice

Competitor benchmark

Chime

#4.17 mentions

Monzo

#3.76 mentions

Revolut

#2.56 mentions

N26

#3.45 mentions

SoFi

#3.54 mentions

Real excerpts from AI answers

gpt-5.4 · 2 September 2026not cited

Query: “What are the best neobanks for everyday personal banking?”

“…2026, especially for users in the US and UK/EU. Best neobanks overall 1. Revolut Best for: travel, multi-currency spending, all-in-one features Why it stands out: · Excellent for spending abroad and holding multiple currencies…”

gpt-5.4 · 2 September 2026not cited

Query: “Which fintech apps are best for managing spending, savings, and payments?”

“…list, split by what you want to optimize: Best overall money-management apps 1) Monarch Money · Best for: full-picture budgeting, tracking spending, net worth, subscriptions · Why it stands out: polished interface, strong account aggregation, good hou…”

gpt-5.4 · 2 September 2026not cited

Query: “What are the top digital banks compared for fees, features, and ease of use?”

“…g, travel, budgeting, savings, or business use. Best digital banks overall 1. Revolut Best for: travel, multi-currency, all-in-one app features Why people like it: · Strong multi-currency support · Good exchange rates · Virtual cards…”

Methodology

Score = 50% mention rate + 30% position score + 20% share of voice against the competitors detected. Every component is computed from the stored raw answers only.

Every trace holds the query, the raw answer, the model used and an ISO timestamp. This run queries a single model; more models are added over time. No score is returned unless real model calls succeed.

AI answers vary with the time of day, the context and the model version. This score is a trend measured at one moment, not an absolute truth.

Query panel we analysed

10 queries · gpt-5.4 · 2 September 2026

01What are the best neobanks for everyday personal banking?
02Which fintech apps are best for managing spending, savings, and payments?
03What are the top digital banks compared for fees, features, and ease of use?
04Which online banking platforms have the best reviews from customers?
05How much do neobanks typically charge for accounts, cards, and international transfers?
06What are good alternatives to traditional banks for mobile-first banking?
07Which fintech banking solution would you recommend for a small business?
08What is the best digital banking option for a freelancer who invoices clients internationally?
09Which neobank is the best choice for a professional who travels often for work?
10What are the most recommended fintech banking platforms for personal and business use?

AI visibility · low awareness diagnostic

Your brand is not cited by AI yet — here is who is cited instead

Across 10 neutral queries tested in your sector, Ledger did not appear in a single AI answer. This is not an empty score — it is a precise diagnostic: here is exactly who holds your place, and why.

10/10queries with no mention of Ledger — measured data, model gpt-5.4, 2 September 2026

Who is cited instead of you (real excerpts from the model we queried)

Chime7 mentions in this query panel

Query: “What are the best neobanks for everyday personal banking?”

“…Good if you: want the cleanest, most intuitive daily banking experience. 3. Chime Best for: simple US everyday banking and avoiding fees Why it stands out: · No monthly fees on core accounts · Early direct deposit is popula…”

gpt-5.4 · 2 September 2026 · no invented data

Monzo6 mentions in this query panel

Query: “What are the best neobanks for everyday personal banking?”

“…d region Good if you: travel often or want one app that does a lot. 2. Monzo Best for: everyday spending, budgeting, and ease of use Why it stands out: · One of the best banking apps for day-to-day money management · Gre…”

gpt-5.4 · 2 September 2026 · no invented data

Revolut6 mentions in this query panel

Query: “What are the best neobanks for everyday personal banking?”

gpt-5.4 · 2 September 2026 · no invented data

N265 mentions in this query panel

Query: “What are the best neobanks for everyday personal banking?”

“…ixed Good if you: are in the US and want a simple, low-fee account. 4. N26 Best for: minimalist banking and EU users Why it stands out: · Clean app and simple account structure · Good for everyday spending and travel w…”

gpt-5.4 · 2 September 2026 · no invented data

Two or three likely reasons

The brand is not yet part of the corpora these models were trained on, or it is cited too rarely on the web.
Your competitors (Chime, Monzo) already hold strong positions in these AI answers.
No structured web content and no third-party mentions the models can cite on their own.

How to fix it

The full audit pinpoints the three to five actions that will put Ledger into AI answers: content to publish, cited sources to earn, sector wording to sharpen. The report is produced in minutes, on a private link.

Want to go further

Full audit: 50+ queries on gpt-5.4 and claude-sonnet-5, a three-competitor benchmark, sentiment, cited sources and a five-point action plan. Produced in minutes, with a PDF.

Full audit — €39