19 institutions named when we asked ChatGPT three money questions twice. Household names took the shortlist.

“What’s the best bank for a small business?” Whose name did AI just answer with?

People ask AI these exact questions every day, and the answers come back with named institutions, mostly the big ones. Honeyb measures how often you are in those answers and does the work to get you named more.

Check your AI visibility free

The questions we tested“best bank for a small business account”“best personal loan provider”“best investment platform for beginners”

What we measured

Trust used to be won in branches, then in search. Now it is assigned in a paragraph, and the paragraph mostly names incumbents.

institutions named across six answers to three money questions

59%

average overlap between two identical runs; the answer is not settled

1 of 3

questions changed its top recommendation between identical runs

Measured 12 August 2026: three buyer questions, asked twice each on ChatGPT (gpt-5-mini). Small sample, real answers. Run your own brand through the free check for yours.

Measure, decide, act

Every day, one ranked next move.

Honeyb scans the engines daily, weighs everything it measured about your brand, and hands you the action that would move your visibility most, with the evidence attached. When the action is content, the content engine can draft and publish it. Your team approves; the work happens.

Also available over the API

today's recommendation

{

"rank": 1,

"action": "earn_citation_comparison",

"reason":

Challenger banks appear in 0/10 sampled answers for

small-business banking; the cited sources are two

editorial roundups that omit you.

"evidence":

"prompt": "best bank for small business"

"driving_sources": ["nerdwallet.com", "forbes.com"]

}

Live proof

Watch AI pick lenders, live

We measure which lenders ChatGPT, Gemini and the other engines recommend in Latvia, every day, in two languages, and publish the results. This is what daily AI visibility measurement looks like on real finance brands.

See the live Latvia data

For bank and fintech marketing leaders

What this looks like in your world.

Incumbent bias is real and measurable

Engines lean on the most-cited institutions. A challenger with better rates loses to a household name unless the cited sources say otherwise. We find those sources.