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

QED Investors

qedinvestors.com

Venture capital and growth investorsInvesting and wealth

Money20/20 attendee

Statement period
October 9 to 14, 2026
when the AI assistants were asked
Account no.
313 of 2,219
its rank by overall score
Place in its category
7th of 59 venture capital firms
Closing balance

Named in

7of 60 answers

by 4 of 4 assistants

Statement note

What this means for QED Investors

AI assistants name the venture capital firm QED Investors in 11.7% of answers, much more often than the typical company in its sector. Its overall score is 39 out of 100, ranking 313th of 2,219 overall and 29th of 238 in the sector. Its website passes 3 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about its market, so no question mentioned QED Investors by name. AI assistants named it in 7 of the 60 answers. Counting only how often it is named, it ranks 27th of 238 in its sector. The typical investing and wealth company is named in 0.8% of answers.

Overall score
39Overall score
  • Visibility18
  • Citations1
  • Sentiment100
  • Site quality73
  • AI readiness21
Summary of account
Named by AI in
11.7%
7 of 60 answers
Share of mentions
35.0%
of the mentions of it and its 5 peers
AI readiness
3/14
technical checks passed. Typical for its sector: 4
Rank in its sector
29 of 238
by overall score, where the typical investing and wealth company scores 28

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Line itemsSection 01

Every question, and where the company came up

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

  1. 01What trends are US venture capital firms interested in within the fintech sector right now?0/4
  2. 02How do investment terms differ between early-stage and later-stage fintech VC deals in the US?0/4
  3. 03What support do US fintech VCs typically provide beyond funding?0/4
  4. 04Is it worth seeking investment from a fintech specialist or just any VC for a new financial technology venture?1/4
  5. 05Why might a fintech startup struggle to secure funding from US-based venture capital firms?0/4
  6. 06What are alternatives to venture capital for funding an early-stage fintech company in the US?0/4
  7. 07What are the best venture capital firms for fintech startups in the US?4/4
  8. 08Do fintech-focused investors offer better support and networks than general tech investors for startups?0/4
  9. 09What equity percentage do fintech venture capital firms typically seek from founders?0/4
  10. 10What common mistakes do fintech founders make when pitching to venture capital investors?0/4
  11. 11How do early-stage fintech companies find investors focused on financial innovation?1/4
  12. 12How do operator-led venture capital firms compare to traditional investment groups in fintech?0/4
  13. 13Fintech-focused venture capital vs generalist venture capital firms — what's the difference?1/4
  14. 14Are angel investors a good alternative to traditional VC for fintech startups?0/4
  15. 15How can fintech startups leverage operator-led investors to scale their business?0/4
Total namedOpenAI: 1/15Claude: 1/15Perplexity: 1/15Gemini: 4/15All assistants: 7/60
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

“What are the best venture capital firms for fintech startups in the US?”

The best US fintech VC depends on your stage, product, and regulatory complexity. A strong initial shortlist is QED Investors, Ribbit Capital, a16z, Sequoia Capital, General Catalyst, Accel, Bessemer Venture Partners, NYCA Partners, Commerce Ventures, and Point72 Ventures; these firms are repeatedly identified as active fintech investors, spanning seed through growth stages.

Firm · Best fit · Why consider it

QED Investors · Fintech-first startups, seed to growth · Specialist investor focused heavily on financial services and fintech.

Ribbit Capital …

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
    Ribbit Capital
    3
  2. 02
    Nyca Partners
    1

Share of mentions

CompanyShare
  1. QED Investors
    35.0%
  2. Ribbit Capital
    35.0%
  3. Nyca Partners
    25.0%
  4. Clocktower Technology Ventures
    5.0%
  5. Financial Venture Studio
    0.0%
  6. Vestigo Ventures
    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
    sky9capital.com
    10
  2. 02
    rho.co
    10
  3. 03
    qubit.capital
    10
  4. 04
    waveup.com
    8
  5. 05
    elev-x.com
    7
  6. 06
    tenity.com
    6
  7. 07
    privateequitylist.com
    6
  8. 08
    linkedin.com
    6
  9. 09
    angelinvestorsnetwork.com
    6
  10. 10
    assets.kpmg.com
    6

QED Investors is in the study as a venture capital firm.

By assistantSection 05

Which AI assistants named the company

Answers naming it, out of answers received

Gemini
4/15
Claude
1/15
OpenAI
1/15
Perplexity
1/15
Market comparisonSection 06

How QED Investors 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
18

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
100

How positively AI describes the company

Site quality
73

How well built the website's own pages are

AI readiness
21

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 investing and wealth companies

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

Overall score
39
Ranks 29 of 238. Typical company: 28
Named in answers
11.7%
Ranks 27 of 238. Typical company: 0.8%
AI readiness
21
Ranks 140 of 238. Typical company: 29
Against its categorySection 08

Compared with venture capital firms

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

Overall score
39
Ranks 6 of 59. Typical company: 26
Named in answers
11.7%
Ranks 6 of 59. Typical company: 0.0%
AI readiness
21
Ranks 39 of 59. 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 0: Not yet agent-ready. Agents struggle to find basic information about the site.

To reach level 1:
  • 2 of robots.txt, Sitemap, Link headers
Can an AI agent check out here?

Not by itself. QED Investors 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
41 of 100
  • robots.txtPassed

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

    study: 86.1%
  • SitemapNot met

    Serve an XML sitemap and reference it 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 16 of 100 · 97% of checks could run · checked on October 9, 2026 · qedinvestors.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

3 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%
  • Not metXML sitemapstudy: 79.4%
  • PassedHTTP 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%
AI crawlersSection 11

What AI crawlers may read (robots.txt)

This website sets no rules for any AI crawler by name, like 86% of the websites whose rules we could read. Every AI crawler follows its general rules.

Training AI

  • GPTBotpartly
  • ClaudeBotpartly
  • Anthropic-AIpartly
  • Google-Extendedpartly
  • Applebot-Extendedpartly
  • Meta-ExternalAgentpartly
  • FacebookBotpartly
  • Bytespiderpartly
  • CCBotpartly
  • Diffbotpartly
  • Omgilibotpartly

AI search

  • OAI-SearchBotpartly
  • Claude-SearchBotpartly
  • PerplexityBotpartly
  • Applebotpartly
  • Amazonbotpartly
  • YouBotpartly

Answering questions

  • ChatGPT-Userpartly
  • Claude-Userpartly
  • 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 39 of 100 badge for QED Investors

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/qedinvestors.com"><img src="https://aeo-audit.rezolve.com/finance/badges/qedinvestors.com.svg" alt="Overall score 39 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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