Certificates of Deposits in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: U.S. Bancorp, Bread Savings, Citigroup Inc., Morgan Stanley, American Express, Wells Fargo & Co., Goldman Sachs Group, JPMorgan Chase & Co., Bank of America Corp., Capital One Platinum Mastercard

Answer Capsule

The November 2026 Certificates of Deposits benchmark compares 10 companies across 128 AI answers that met its inclusion rules. American Express recorded 54 mentions and 11 recommendations (8.59% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

• What does the Certificates of Deposits benchmark show about mentions, recommendations and placement?

The peer set splits into two groups. The large banks appear in most answers, yet affirmative recommendations stay scarce for nearly all of them. Bread Savings, a smaller brand, earns recommendations at a rate close to several major banks despite far fewer appearances. Reach and endorsement are clearly separate outcomes here.

Placement adds another layer. JPMorgan Chase & Co. and Bank of America Corp. convert some of their appearances into top-three positions, while several peers with comparable or higher mention rates record none. A mention tells you the brand was named; it says nothing about whether the answer put it forward as a choice.

For a certificates-of-deposits audience, that distinction matters. Buyers comparing CD rates need answers that name a provider and endorse it. The agency would start by mapping which questions produce endorsements versus neutral listings, then build briefs around the questions where the peer set is named but rarely recommended.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Certificates of Deposits snapshots?

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

Only one reporting month has verified results, so there is no like-for-like movement to describe. The monthly table shows a single snapshot, and the earlier months measured different company sets, which keeps them out of the comparison. Any future month should be read against this baseline with the same inclusion rules.

The practical consequence is that this report establishes a starting point rather than a trend. The agency would document the cohort, the questions and the inclusion rules now, so the next snapshot can be compared on equal terms. Until then, treat the current figures as a reference point, not a trajectory.

Company-by-company findings

U.S. Bancorp

Questions This Section Answers

• What measured visibility pattern and review priority does U.S. Bancorp have in Certificates of Deposits?

U.S. Bancorp recorded 46 mentions (35.94%) and 4 recommendations (3.13%) across 128 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 7 positive, 39 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 8 conflicting claims about U.S. Bancorp: 0 critical, 0 high, 2 medium, 6 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://ir.usbank.com/news-events/news/news-details/2025/U-S--Bank-Announces-Resource-Hub-to-Assist-Small-Business-Owners/default.aspx.

Selected third-party review candidate: https://federalreserve.gov/releases/lbr/current/.

U.S. Bancorp appears often but is rarely endorsed, and it holds no top-three or first-place positions. The recorded conflicts concern membership in a major-institution list and total assets, both of which depend on the date and definition used. The agency would prepare a conditional fact-check brief covering those two topics, verifying against current primary sources before any correction is proposed.

Bread Savings

Questions This Section Answers

• What measured visibility pattern and review priority does Bread Savings have in Certificates of Deposits?

Bread Savings recorded 33 mentions (25.78%) and 6 recommendations (4.69%) across 128 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 9 positive, 24 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 1 conflicting claim about Bread Savings: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://bankrate.com/banking/savings/best-high-yield-interests-savings-accounts/.

Bread Savings appears in a substantial share of answers and earns a smaller set of affirmative endorsements, with almost no top-three positions. Reach and endorsement are therefore operating at different strengths, and the gap is worth understanding before any outreach. The recorded conflict concerns APY figures, which move often. The agency would propose a dated rate-verification brief and a review of the linked savings-account publisher page, treating any correction as conditional on current published rates.

Citigroup Inc.

Questions This Section Answers

• What measured visibility pattern and review priority does Citigroup Inc. have in Certificates of Deposits?

Citigroup Inc. recorded 60 mentions (46.88%) and 5 recommendations (3.91%) across 128 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 0. Framing among its mentions was 8 positive, 52 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 12 conflicting claims about Citigroup Inc.: 0 critical, 0 high, 12 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Another 10 possible conflicts were excluded because the company match was uncertain. They need an identity check before substantive review.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://citigroup.com/global/about-us.

Selected third-party review candidate: https://en.wikipedia.org/wiki/List_of_largest_banks_in_the_United_States.

Citigroup appears in roughly half the answers, yet affirmative endorsements are few and top-three positions rarer still. Its recorded conflicts cluster around asset figures, and several possible conflicts were set aside because the company match was uncertain. The agency would propose a scoped fact-check on the asset claims and a separate identity review before any of the excluded items enter a correction queue.

Morgan Stanley

Questions This Section Answers

• What measured visibility pattern and review priority does Morgan Stanley have in Certificates of Deposits?

Morgan Stanley recorded 77 mentions (60.16%) and 11 recommendations (8.59%) across 128 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 0. Framing among its mentions was 12 positive, 65 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 14 conflicting claims about Morgan Stanley: 0 critical, 7 high, 3 medium, 4 low. Of these, 7 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://morganstanley.com/what-we-do/wealth-management/cashplus.

Selected third-party review candidate: https://federalreserve.gov/releases/lbr/current/.

Morgan Stanley has the widest reach in the peer set and a solid recommendation count, but no first-place positions. Its recorded conflicts include a high-severity asset discrepancy, which makes verification the natural first step. The agency would propose a priority fact-check on the asset claims and a review of the linked cash-management page, with any correction contingent on current primary-source confirmation.

American Express

Questions This Section Answers

• What measured visibility pattern and review priority does American Express have in Certificates of Deposits?

American Express recorded 54 mentions (42.19%) and 11 recommendations (8.59%) across 128 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 3. Framing among its mentions was 17 positive, 37 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 5 conflicting claims about American Express: 0 critical, 0 high, 3 medium, 2 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://apply.americanexpress.com/amex-morgan-stanley-credit-cards/?page_url=38.

Selected third-party review candidate: https://en.wikipedia.org/wiki/List_of_largest_banks_in_the_United_States.

American Express combines broad reach with a recommendation count near the top of the peer set, and it is the only company here recording first-place positions. Its recorded conflicts concern asset figures and a ranking inclusion, both medium severity. The agency would propose a fact-check brief on those two topics and a review of the linked card page, verifying current figures before recommending any change.

Wells Fargo & Co.

Questions This Section Answers

• What measured visibility pattern and review priority does Wells Fargo & Co. have in Certificates of Deposits?

Wells Fargo & Co. recorded 64 mentions (50.00%) and 5 recommendations (3.91%) across 128 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 8 positive, 55 neutral and 1 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 12 conflicting claims about Wells Fargo & Co.: 0 critical, 0 high, 9 medium, 3 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://wellsfargo.com/savings-cds/rates/.

Selected third-party review candidate: https://en.wikipedia.org/wiki/List_of_largest_banks_in_the_United_States.

Wells Fargo appears in half the answers, yet affirmative endorsements are few and it records no top-three positions. Its mentions are overwhelmingly neutral, with a single negative framing. The recorded conflicts concern asset figures and a minor fund-weight discrepancy. The agency would propose a fact-check on the asset claims and a review of the linked CD rates page, confirming current published figures before any edit is suggested.

Goldman Sachs Group

Questions This Section Answers

• What measured visibility pattern and review priority does Goldman Sachs Group have in Certificates of Deposits?

Goldman Sachs Group recorded 73 mentions (57.03%) and 7 recommendations (5.47%) across 128 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 11 positive, 62 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 12 conflicting claims about Goldman Sachs Group: 0 critical, 3 high, 9 medium, 0 low. Of these, 3 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Another 1 possible conflicts were excluded because the company match was uncertain. They need an identity check before substantive review.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://goldmansachs.com/.

Selected third-party review candidate: https://en.wikipedia.org/wiki/List_of_largest_banks_in_the_United_States.

Goldman Sachs has high reach but a modest recommendation count and no top-three positions. Its recorded conflicts include high-severity items alongside medium ones, and one possible conflict was excluded for an uncertain company match. The agency would propose a prioritized fact-check on the higher-severity claims and a review of the linked corporate page, with the excluded item held for identity confirmation first.

JPMorgan Chase & Co.

Questions This Section Answers

• What measured visibility pattern and review priority does JPMorgan Chase & Co. have in Certificates of Deposits?

JPMorgan Chase & Co. recorded 67 mentions (52.34%) and 6 recommendations (4.69%) across 128 answers included in the benchmark. Top 3 placements numbered 5; first-place recommendations numbered 4. Framing among its mentions was 13 positive, 54 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 15 conflicting claims about JPMorgan Chase & Co.: 0 critical, 0 high, 12 medium, 3 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://jpmorganchase.com/about/our-history.

Selected third-party review candidate: https://en.wikipedia.org/wiki/List_of_largest_banks_in_the_United_States.

JPMorgan Chase pairs high reach with several top-three and first-place positions, the strongest placement pattern among the large banks. Its recorded conflicts are all medium or low severity and center on asset figures. The agency would propose a fact-check brief on those asset claims and a review of the linked corporate history page, verifying current figures before any correction is considered.

Bank of America Corp.

Questions This Section Answers

• What measured visibility pattern and review priority does Bank of America Corp. have in Certificates of Deposits?

Bank of America Corp. recorded 75 mentions (58.59%) and 6 recommendations (4.69%) across 128 answers included in the benchmark. Top 3 placements numbered 4; first-place recommendations numbered 0. Framing among its mentions was 13 positive, 62 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 14 conflicting claims about Bank of America Corp.: 0 critical, 0 high, 11 medium, 3 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://bankofamerica.com/deposits/bank-cds/cd-accounts/.

Selected third-party review candidate: https://en.wikipedia.org/wiki/List_of_largest_banks_in_the_United_States.

Bank of America has high reach and several top-three positions but no first-place placements, and its recommendation count sits mid-pack. Its recorded conflicts all concern asset figures at medium or low severity. The agency would propose a focused fact-check on the asset claims and a review of the linked CD accounts page, confirming current published figures before recommending any change.

Capital One Platinum Mastercard

Questions This Section Answers

• What measured visibility pattern and review priority does Capital One Platinum Mastercard have in Certificates of Deposits?

Capital One Platinum Mastercard recorded 2 mentions (1.56%) and 0 recommendations (0.00%) across 128 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 2 neutral and 0 negative.

There are insufficient usable monthly observations for a prior-period comparison.

AI answers contained 0 conflicting claims about Capital One Platinum Mastercard: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://capitalone.com/credit-cards/savor/.

Selected third-party review candidate: https://banks.com/profile/capital-one-bank/.

This entry records only a handful of mentions and no recommendations, with no recorded conflicts to review. The observed zero is a real result for this sample, not a gap in the data. Before setting any target, the agency would propose a scoping review to confirm the entity being measured and whether the observed questions are the right ones for this product.

The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

• What should the agency deliver when it works to establish the baseline for Certificates of Deposits?

Build a scorecard that records each company, question and answer outcome on the same basis as this report. Note the inclusion rules and the services covered so the next snapshot can be compared without redefining the cohort. Assign an owner and a review status to every record.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Certificates of Deposits?

AI answers contained 93 conflicting claims across 9 companies. Another 11 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicts company by company, starting with the higher-severity items. For each, confirm the entity, the date and a primary source before deciding whether a correction is warranted. Keep the uncertain company matches outside the queue until their identity is confirmed.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Certificates of Deposits?

Turn the supplied owned-page candidates into page briefs. Each brief should state the facts to verify, the source that would settle them and the questions the page should answer for a CD buyer. No edit proceeds until current page contents and figures are checked.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Certificates of Deposits?

Prepare source-review packages for the linked third-party publishers. Confirm what each page currently says before drafting any request, and separate confirmed edits, no-change decisions and requests in the record. A citation in an answer does not by itself show the page influenced it.

Step 5. Address buyer questions and measure again

Questions This Section Answers

• What should the agency deliver when it works to address buyer questions and measure again for Certificates of Deposits?

Draft buyer-question content from the questions actually observed, covering rate comparisons and provider selection. Then measure again on the same basis as the baseline, reporting completed work separately from answer outcomes so neither is mistaken for the other.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Certificates of Deposits?

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The Federal Reserve and Wikipedia pages are the broadest candidates, each covering most of the peer set, which makes them efficient places to check shared facts such as asset totals and ranking membership. The FDIC and company-specific pages serve narrower checks. Citation appearances show where pages were referenced, not that they shaped an answer.

The agency would verify each page's current contents before drafting any request, then prioritize by how many disputed claims a page could settle. Requests should be evidence-backed and framed as corrections only where a primary source confirms the point.

What we'd prioritize first

Start with the fact dependencies that affect the most companies: asset figures and ranking membership recur across the peer set and carry the highest severity ratings. Resolving those first clears the way for page and publisher work.

Next, address the gap between reach and endorsement for the large banks, since several appear widely but are rarely recommended. Buyer-question briefs and page reviews can target the questions where the peer set is named without being put forward.

Finally, confirm the identity of the excluded and uncertain matches before they enter any queue, and set the next scorecard on the same basis as this baseline.

Methodology and conclusion

Questions This Section Answers

• What do the Certificates of Deposits sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 128 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 4018 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

July 2026 measured a different set of companies, so it is excluded from this comparison. August 2026 measured a different set of companies, so it is excluded from this comparison. September 2026 measured a different set of companies, so it is excluded from this comparison. October 2026 measured a different set of companies, so it is excluded from this comparison.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

This snapshot describes answer wording and company appearances, not customer satisfaction or search demand. Mentions, recommendations and placements are separate measures, and a recommendation requires both an endorsement and positive wording. The samples differ between months, so the single verified month is a baseline rather than a trend.

The proposed work is a starting plan, not a promise of improved visibility. Fact checks and page reviews should be judged on whether the evidence was confirmed, with any answer movement reported separately and without claims of cause.