A prospective customer asks an AI assistant:
The customer questionWhich banks offer checking accounts with no monthly maintenance fee and no direct deposit requirement?
Another bank appears in the answer. Its product page gets cited. Yours doesn't.
Your bank might offer a suitable account. But does your website explain it clearly enough for someone to verify that suitability?
That is where I would start the investigation: the customer's question, the cited answer, and the information on each product page.
Start with what the citation actually supports
Open the cited page and identify the specific claim attached to it.
Did the answer cite the bank for its monthly fee? Its eligibility requirements? Or an educational article explaining checking accounts?
These are different outcomes. A bank can receive a citation without its account being recommended. An assistant can also recommend a bank while citing a third-party comparison website.
Record bothWhich bank appears—and which domain supplies the evidence.
Compare answers to the same banking question
Consider two fictional checking-account pages.
Your page leads with:
Your pageBanking designed around your life. Enjoy convenient access and powerful digital tools.
The other bank's page clearly states:
The cited pageThis account has no monthly maintenance fee and does not require direct deposit. Other service fees may apply. Review the fee schedule for details.
The second passage addresses the customer's constraints directly. The first leaves them unresolved.
This does not prove why the other page received the citation. It gives you a specific content gap to investigate.
| Customer question | What to inspect on each page |
|---|---|
| Is there a monthly maintenance fee? | The fee and any conditions for waiving it |
| Is direct deposit required? | Whether it is needed for opening, fee waivers, or an offer |
| How much do I need to open the account? | Opening deposit, distinguished from ongoing balance requirements |
| Can I apply where I live? | Geographic availability and eligibility |
| Are there other charges? | Relevant fees and an accessible fee schedule |
| What happens after a promotional period? | Duration, conditions, and what changes afterward |
The aim is to find unanswered questions and ambiguous conditions.
Keep the conditions beside the claim
Banking content needs precision.
“No monthly maintenance fee” and “monthly maintenance fee waived with qualifying direct deposits” describe different propositions.
Similarly, a savings account's advertised APY may depend on a balance tier or other conditions. A promotional offer may apply only to eligible new customers.
When reviewing a page, check whether the qualifying information stays close to the benefit it explains. A short passage should remain accurate when read independently.
An editorial testIf this sentence appeared by itself in an AI answer, would it still describe the product accurately?
If the answer is no, improve the sentence and its surrounding context.
Check whether the information is accessible
A content audit should include the underlying implementation.
Check whether important product information is available as page text, whether relevant crawlers can access it, and whether internal links connect the product page to its supporting details.
For Google's AI search features, a supporting page must be indexed and eligible for a search snippet. Google says there is no special AI schema required, and meeting the requirements does not guarantee inclusion. Google Search Central guidance ↗
Treat accessibility as a prerequisite to investigate—not a promise of visibility.
Use a prompt that examines evidence
Provide the captured answer and both pages to an AI assistant:
Compare these banking product pages against the customer question.
Use only the supplied material.
Identify:
- Customer requirements each page answers.
- Fees, eligibility rules, and conditions that are unclear.
- Claims separated from their qualifying information.
- Inconsistencies between the product description and supplied disclosures.
- Specific content improvements requiring product-team verification.
Separate observed differences from hypotheses.
Do not invent rates, fees, eligibility rules, or product benefits.
Do not claim to know why the AI chose a citation.
Customer question: [insert]
Captured answer and citations: [insert]
Our product page and disclosures: [insert]
Competitor page and disclosures: [insert]Review every suggested change against the bank's authoritative product information.
Measure whether the change helps
Build a small prompt set around actual banking needs:
- Which checking accounts have no monthly maintenance fee without direct deposit?
- Which savings accounts let me start with a small opening deposit?
- Which banks offer checking accounts for students under 18?
Use questions relevant to the products you actually offer. Keep your bank's name out of discovery prompts.
Save the exact prompt, platform, date, answer, mentioned banks, and cited URLs. Repeat observations in fresh conversations before and after the content change.
Track answer accuracy alongside citations. A citation that misstates a fee or omits an eligibility condition is not a successful outcome.
Separately, measure identifiable AI referral visits and application activity in your analytics platform. Citation visibility and website conversions answer different questions; some citations will never produce a click.
A banking citation audit
Use this checklist.
- Confirm what the cited source supports.
- Separate bank mentions, recommendations, and domain citations.
- Compare fees, conditions, eligibility, and availability.
- Keep qualifying information beside the claim.
- Verify proposed edits against authoritative product details.
- Check page accessibility and indexability.
- Repeat the same discovery prompts and review answer accuracy.
The most useful question is:
What can a prospective customer confidently verify on the other bank's page that they cannot yet verify on ours?