Of 60 answers

The most named companies in the study, and S&P 500 financials, with how many of their 60 AI answers named them.

Back to the study
AI visibility statementFinance AI Visibility Study 2026Issued October 14, 2026
Account holder
Statement period
September 23 to October 1, 2026
when the AI assistants were asked
Account no.
2,016 of 2,219
its rank by overall score
Place in its category
53rd of 61 large national banks
Closing balance

Named in

1of 60 answers

by 1 of 4 assistants

Statement note

What this means for Flagstar Financial

AI assistants rarely name this large national bank, mentioning it in 1 of 60 answers, while also naming KeyBank and Regions Bank in the same answer. Its overall score is 23 out of 100, ranking 2,016th of 2,219, which is lower than the typical company in its sector. The website passes 1 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about its market, so no question mentioned Flagstar Financial by name. AI assistants named it in 1 of the 60 answers. Counting only how often it is named, it ranks 156th of 394 in its sector. The typical banking company is named in 0.0% of answers.

Named fewer than three times in total. Read this as a sign that AI assistants rarely bring this company up, not as an exact comparison with its peers.

Overall score
23Overall score
  • Visibility5
  • Citations0
  • Sentiment50
  • Site quality67
  • AI readiness7
Summary of account
Named by AI in
1.7%
1 of 60 answers
Share of mentions
25.0%
of the mentions of it and its 5 peers
AI readiness
1/14
technical checks passed. Typical for its sector: 3
Rank in its sector
353 of 394
by overall score, where the typical banking company scores 28

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Line itemsSection 01

Every question, and where the company came up

Flagstar Financial came up on 1 of 15 questions. Open any window to read that answer.

  1. 01Which banks offer the most comprehensive wealth management services for individuals and small businesses?0/4
  2. 02What are the best banks for opening a new checking account with high introductory bonuses in the US?0/4
  3. 03How do credit unions compare to full-service consumer and commercial banks for small business needs?0/4
  4. 04What should I do if my online banking app won’t let me transfer funds between my linked accounts?0/4
  5. 05How can individuals efficiently manage both checking and savings accounts for better budgeting?0/4
  6. 06Are high-yield savings accounts at full-service banks a good option for building emergency funds?0/4
  7. 07Do full-service banks typically charge monthly fees for basic checking accounts, and how can these be avoided?0/4
  8. 08What are common minimum balance requirements for private banking or wealth management services in the US?0/4
  9. 09What are some alternatives to traditional banks for managing business finances?0/4
  10. 10What are the main differences between online banking and traditional branch-based banking in the US?0/4
  11. 11Which types of financial institutions offer competitive rates on home equity lines of credit besides banks?1/4
  12. 12How can small businesses protect themselves from banking fraud and scams?0/4
  13. 13Are there fintech platforms that can replace commercial banking services for small businesses?0/4
  14. 14What banking services are most important for first-time homebuyers applying for a mortgage?0/4
  15. 15Is it worth switching to a bank that specializes in both personal and business financial services?0/4
Total namedOpenAI: 0/15Claude: 1/15Perplexity: 0/15Gemini: 0/15All assistants: 1/60
named the companyanswered without naming itdid not answer

Columns, left to right: OpenAI, Claude, Perplexity, Gemini. Across the study, on 50% of the questions where a company is named, only one AI assistant names it.

Transaction detailSection 02

What Claude actually said

An answer that names the company

Claudenamed the company

“Which types of financial institutions offer competitive rates on home equity lines of credit besides banks?”

… 3. Thrift Institutions: Lenders like Flagstar Bank and Third Federal offer HELOCs with competitive rates and features such as high credit limits and waived closing costs.

The key advantage of shopping around among these different types of institutions is that rates can vary significantly. The average HELOC rate offered to LendingTree customers was 7.97% in August 2026, but individual rates will depend on your credit score, equity position, and other factors. It's worth comparing offers from credit unions, online lenders, and thrift institutions to find the most competitive rates for you …

The AI’s answer as we received it, shortened and not checked for accuracy.

PayeesSection 03

Where the mentions went

The companies these answers named, and how the mentions were split between this company and its peers.

Also named

CompanyTimes named
  1. 01
    KeyBank
    1
  2. 02
    Regions Bank
    1
  3. 03
    Flagstar Bank
    1
  4. 04
    Fifth Third Bank
    1

Share of mentions

CompanyShare
  1. Flagstar Financial
    25.0%
  2. Huntington National Bank
    25.0%
  3. Regions Bank
    25.0%
  4. KeyBank
    25.0%
  5. PNC Bank
    0.0%
  6. Fifth Third Bank
    0.0%
ReferrersSection 04

Websites the AI used as sources

How many times each website was listed as a source in these answers

  1. 01
    bankrate.com
    25
  2. 02
    cnbc.com
    19
  3. 03
    nerdwallet.com
    15
  4. 04
    forbes.com
    14
  5. 05
    pnc.com
    13
  6. 06
    fortune.com
    12
  7. 07
    relayfi.com
    11
  8. 08
    usbank.com
    11
  9. 09
    finance.yahoo.com
    9
  10. 10
    chase.com
    8

Flagstar Financial is in the study as a large national bank.

By assistantSection 05

Which AI assistants named the company

Answers naming it, out of answers received

Claude
1/15
Gemini
0/15
OpenAI
0/15
Perplexity
0/15
Market comparisonSection 06

How Flagstar Financial compares with all 2,219 companies

Every tower is a company in the study, taller for a higher overall score and lit where AI assistants named it. Its own group stays lit. Hover a tower to see it, and click to open it.

What makes up the score

Each part is scored out of 100.

Visibility
5

How often AI assistants name the company, and how that compares with its peers

Citations
0

How often AI uses the company's own website as a source

Sentiment
50

How positively AI describes the company

Site quality
67

How well built the website's own pages are

AI readiness
7

How easily AI tools can read and use the website

Visibility is calculated from the answers on this page. How the score is built.

Against its sectorSection 07

Compared with banking companies

394 companies in this sector. The gold tick on each bar is the typical company.

Overall score
23
Ranks 353 of 394. Typical company: 28
Named in answers
1.7%
Ranks 156 of 394. Typical company: 0.0%
AI readiness
7
Ranks 362 of 394. Typical company: 29
Against its categorySection 08

Compared with large national banks

61 companies in this category. The gold tick on each bar is the typical company.

Overall score
23
Ranks 53 of 61. Typical company: 27
Named in answers
1.7%
Ranks 25 of 61. Typical company: 1.7%
AI readiness
7
Ranks 52 of 61. Typical company: 21
AI agentsSection 09

Ready for AI agents

What this website publishes for an AI agent to read, use and pay through, on a scale of six levels.

  1. 0
  2. 1
  3. 2
  4. 3
  5. 4
  6. 5

Level 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.

To reach level 2:
  • Content Signals

The website turns away requests that do not come from a browser. AI agents that say what they are meet the same refusal.

Can an AI agent check out here?

Not by itself. Flagstar Financial publishes none of the agent payment protocols we look for. An agent would have to click through the website like a person.

Agent payment protocols
  • x402Not present
  • MPPNot present
  • AP2Not present
  • ACPNot present
  • UCPNot present
Interfaces for AI agents
  • MCP Server CardNot present
  • A2A Agent CardNot present
  • Agent SkillsNot present
  • API CatalogNot present
  • llms.txtNot present
  • WebMCPNot present
Show every check, for your technical team
Discoverability
77 of 100
  • robots.txtPassed

    A valid robots.txt with crawl rules at the site root.

    study: 86.1%
  • SitemapPassed

    An XML sitemap listing the pages, ideally referenced from robots.txt.

    study: 87.9%
  • Link headersNot met

    Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.

    study: 1.5%
  • DNS for AI DiscoveryNot present

    Advertise agent endpoints with SVCB records under _agents.

    study: 4.3%
Content accessibility
0 of 100
  • Markdown negotiationNot met

    Return a markdown version when asked with Accept: text/markdown, for example at the CDN.

    study: 6.2%
  • llms.txtNot met

    Publish an llms.txt with a short summary and the key links.

    study: 31.0%
Bot access control
32 of 100
  • AI bot rulesPartly met

    Add explicit robots.txt groups for the main AI crawlers.

    study: 92.7%
  • Content SignalsNot met

    Add a Content-Signal line for search, ai-input and ai-train to robots.txt.

    study: 2.3%
  • Web Bot AuthNot present

    Only relevant if you run your own agents or crawlers: publish a signing key directory.

    study: 0.3%
APIs, auth and MCP
0 of 100
  • API CatalogNot met

    List public APIs in a linkset at /.well-known/api-catalog.

    study: 1.3%
  • OAuth discoveryNot met

    Publish OpenID Connect or OAuth server metadata under /.well-known.

    study: 6.3%
  • OAuth Protected ResourceNot met

    Serve protected resource metadata at /.well-known/oauth-protected-resource.

    study: 5.3%
  • auth.mdNot met

    Publish an auth.md describing how agents sign in.

    study: 0.2%
  • MCP Server CardNot met

    Offer an MCP server and publish its server card under /.well-known.

    study: 0.8%
  • A2A Agent CardNot met

    Publish an agent card at /.well-known/agent-card.json.

    study: 0.2%
  • Agent SkillsNot met

    Publish a skills index with the main tasks agents can do.

    study: 1.0%
  • WebMCPNot met

    Register key actions such as search or cart as WebMCP tools.

    study: 0.0%
  • ARD manifestNot met

    Publish an ai-catalog.json listing every agent interface.

    study: 0.2%

Score 24 of 100 · 100% of checks could run · checked on October 4, 2026 · www.flagstar.com · 2,200 companies scanned

See how every company did, and how this was measured.

AI readinessSection 10

The checks behind the AI readiness score

1 of 14 passed. This list is for your technical team. The percentage is how many companies in the study pass each check.

These 14 checks ran during the audit and are what the AI readiness part of the overall score counts. The scan above ran later and is stricter on Link headers and Markdown, so a check can pass here and not there.

Show the 14 checks

Discoverability

  • Not metrobots.txt publishedstudy: 85.1%
  • Not metXML sitemapstudy: 79.4%
  • Not metHTTP Link headers (RFC 8288)study: 42.5%

Content Accessibility

  • Not metMarkdown content negotiationstudy: 7.4%
  • Not metllms.txt publishedstudy: 28.1%
  • PassedToken budget (page weight)study: 97.3%

Bot Access Control

  • Not metExplicit AI bot rulesstudy: 11.5%

API / Auth / MCP

  • Not metAPI Catalog (.well-known/api-catalog)study: 1.1%
  • Not metOAuth Authorization Server discoverystudy: 5.2%
  • Not metOAuth Protected Resource discoverystudy: 4.6%
  • Not metMCP Server Cardstudy: 0.2%
  • Not metA2A Agent Cardstudy: 0.0%
  • Not metWebMCP toolsstudy: 0.3%
  • Not metAgent Skills declaredstudy: 0.1%
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