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.

SWIFT47/60TRANSUNION46/60EXPERIAN42/60COINSTAR41/60NAVY FEDERAL CREDIT UNION41/60ZELLE41/60BLOOMBERG L.P.38/60TRADINGVIEW38/60BANCO POPULAR DE PUERTO RICO37/60PAYPAL37/60VENMO37/60CHEXSYSTEMS33/60EQUIFAX33/60MORNINGSTAR32/60S&P GLOBAL31/60ALPACA MARKETS30/60COINBASE30/60PINWHEEL29/60STRIPE29/60XERO29/60ACORNS28/60AFFIRM28/60PAYFAST (PAYGATE)28/60PAYONEER28/60INTERACTIVE BROKERS26/60CHARLES SCHWAB19/60THE HARTFORD9/60MOODY'S21/60CME GROUP19/60ACCENTURE11/60CHUBB10/60MORGAN STANLEY6/60AMERICAN EXPRESS14/60SYNCHRONY FINANCIAL12/60FACTSET20/60NASDAQ19/60ALLSTATE11/60WELLS FARGO18/60PAYCHEX10/60ARES MANAGEMENT3/60
Rezolve Ai
MethodDemo
Back to the study
AI visibility statementFinance AI Visibility Study 2026Issued October 14, 2026
Account holder

Forbes

forbes.com

Research, news and mediaAdvisers and services

Money20/20 attendee

Statement period
October 9 to 14, 2026
when the AI assistants were asked
Account no.
726 of 2,219
its rank by overall score
Place in its category
33rd of 73 research and media companies
Closing balance

Named in

6of 60 answers

by 3 of 4 assistants

Statement note

What this means for Forbes

AI assistants name Forbes in 10% of answers, while the typical company in its sector is not named in any. Its overall score is 33 out of 100, ranking 726th of 2,219 companies. Forbes' website passes 4 of 14 technical checks for being ready for AI tools.

We asked 15 unbranded questions about its market, so no question mentioned Forbes by name. AI assistants named it in 6 of the 60 answers. Counting only how often it is named, it ranks 43rd of 346 in its sector. The typical advisory or services firm is named in 0.0% of answers.

Overall score
33Overall score
  • Visibility10
  • Citations1
  • Sentiment67
  • Site quality80
  • AI readiness29
Summary of account
Named by AI in
10.0%
6 of 60 answers
Share of mentions
10.9%
of the mentions of it and its 5 peers
AI readiness
4/14
technical checks passed. Typical for its sector: 4
Rank in its sector
101 of 346
by overall score, where the typical advisory or services firm scores 27

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Line itemsSection 01

Every question, and where the company came up

Forbes came up on 4 of 15 questions. Open any window to read that answer.

  1. 01Where can I find independent sources for unbiased business news analysis?0/4
  2. 02Why am I not getting timely updates on market news from my subscription?0/4
  3. 03Business magazines vs digital news platforms for investment insights—what are the main differences?1/4
  4. 04How can I filter out non-essential lifestyle articles from my business news feed?0/4
  5. 05How can investors use financial news sources to spot emerging market trends?0/4
  6. 06Are there nonprofit or educational organizations that offer trustworthy business news?0/4
  7. 07Is it worth paying for a subscription to a premium business news publication?0/4
  8. 08What’s the typical cost for a monthly subscription to leading business news outlets?1/4
  9. 09Are there affordable options for accessing professional analysis on leadership topics?0/4
  10. 10What are the best sources for in-depth business and financial news in the US?2/4
  11. 11How do general news sites compare to specialized financial news outlets for business analysis?0/4
  12. 12What are good alternatives to mainstream business and financial publications?0/4
  13. 13Which online platforms offer the latest updates on entrepreneurship and innovation?2/4
  14. 14Are digital-only business news platforms as credible as traditional print magazines?0/4
  15. 15What’s the best way for entrepreneurs to stay current with technology sector news?0/4
Total namedOpenAI: 0/15Claude: 3/15Perplexity: 1/15Gemini: 2/15All assistants: 6/60
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 Perplexity actually said

An answer that names the company

Perplexitynamed the company

“Which online platforms offer the latest updates on entrepreneurship and innovation?”

The best platforms for current entrepreneurship and innovation updates are:

TechCrunch — Startup launches, funding rounds, venture capital, acquisitions, and technology trends.

Entrepreneur — Business news, startup advice, growth strategies, and founder-focused guidance.

Forbes Innovation — Coverage of entrepreneurs, leadership, emerging technologies, and business innovation.

MIT Technology Review — Expert analysis of new technologies and their commercial, social, and political effects.

Fast Company — Innovation, creativity, design, leadership, and th …

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
    Bloomberg
    17
  2. 02
    CNBC
    5
  3. 03
    Fortune
    4
  4. 04
    Business Insider
    3
  5. 05
    Inc.
    1

Share of mentions

CompanyShare
  1. Bloomberg
    52.7%
  2. CNBC
    16.4%
  3. Forbes
    10.9%
  4. Fortune
    7.3%
  5. Business Insider
    7.3%
  6. Inc.
    5.5%
ReferrersSection 04

Websites the AI used as sources

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

  1. 01
    subrupt.com
    7
  2. 02
    ecommerceparadise.com
    5
  3. 03
    inspirefusion.com
    5
  4. 04
    hedgethink.com
    5
  5. 05
    linkedin.com
    5
  6. 06
    pomegra.io
    5
  7. 07
    liberatedstocktrader.com
    4
  8. 08
    publuu.com
    3
  9. 09
    investopedia.com
    3
  10. 10
    failory.com
    3

Forbes is in the study as a research or media company.

By assistantSection 05

Which AI assistants named the company

Answers naming it, out of answers received

Claude
3/15
Gemini
2/15
Perplexity
1/15
OpenAI
0/15
Market comparisonSection 06

How Forbes 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
10

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

Citations
1

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

Sentiment
67

How positively AI describes the company

Site quality
80

How well built the website's own pages are

AI readiness
29

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 advisory and services firms

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

Overall score
33
Ranks 101 of 346. Typical company: 27
Named in answers
10.0%
Ranks 43 of 346. Typical company: 0.0%
AI readiness
29
Ranks 96 of 346. Typical company: 29
Against its categorySection 08

Compared with research and media companies

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

Overall score
33
Ranks 32 of 73. Typical company: 31
Named in answers
10.0%
Ranks 22 of 73. Typical company: 3.3%
AI readiness
29
Ranks 21 of 73. Typical company: 29
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
Can an AI agent check out here?

Not by itself. Forbes 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
  • WebMCPCould not check
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%
  • WebMCPCould not check

    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 25 of 100 · 97% of checks could run · checked on October 9, 2026 · www.forbes.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

4 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

  • Passedrobots.txt publishedstudy: 85.1%
  • PassedXML 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

  • PassedExplicit 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%
AI crawlersSection 11

What AI crawlers may read (robots.txt)

This website sets rules for 15 AI crawlers by name. All others follow its general rules.

Training AI

  • GPTBot*blocked
  • ClaudeBot*blocked
  • Anthropic-AI*blocked
  • Google-Extendedpartly
  • Applebot-Extended*blocked
  • Meta-ExternalAgent*blocked
  • FacebookBot*blocked
  • Bytespider*blocked
  • CCBot*blocked
  • Diffbot*blocked
  • Omgilibot*blocked

AI search

  • OAI-SearchBot*allowed
  • Claude-SearchBot*allowed
  • PerplexityBot*blocked
  • Applebotpartly
  • Amazonbot*blocked
  • YouBotpartly

Answering questions

  • ChatGPT-Userpartly
  • Claude-User*allowed
  • Perplexity-Userpartly
  • DuckAssistBotpartly
  • MistralAI-Userpartly

Read from the website’s own rules file (robots.txt). An asterisk marks a crawler the file names. The rest follow its general rules. “Partly” means only some pages are blocked.

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ShareSection 12

Share this result

Overall score 33 of 100 badge for Forbes

A badge of this result that you can show on your own website. Copy the code below.

<a href="https://aeo-audit.rezolve.com/us/finance/forbes.com"><img src="https://aeo-audit.rezolve.com/finance/badges/forbes.com.svg" alt="Overall score 33 of 100, Finance AI Visibility Study 2026" width="280" height="64"></a>
End of statement
All 2,219 companiesHow we measured this
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