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

Parafin

parafin.com

Small business banking and lendingBanking

Money20/20 attendee

Statement period
October 9, 2026
when the AI assistants were asked
Account no.
148 of 2,219
its rank by overall score
Place in its category
6th of 38 small business banking providers
Closing balance

Named in

7of 60 answers

by 4 of 4 assistants

Statement note

What this means for Parafin

AI assistants name Parafin in 11.7% of answers, while the typical company in its sector is not named in any. Parafin has an overall score of 42 out of 100, ranking 148th of 2,219 companies studied. Its website passes 3 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about its market, so no question mentioned Parafin by name. AI assistants named it in 7 of the 60 answers. Counting only how often it is named, it ranks 69th of 394 in its sector. The typical banking company is named in 0.0% of answers.

Overall score
42Overall score
  • Visibility27
  • Citations2
  • Sentiment93
  • Site quality80
  • AI readiness21
Summary of account
Named by AI in
11.7%
7 of 60 answers
Share of mentions
77.8%
of the mentions of it and its 5 peers
AI readiness
3/14
technical checks passed. Typical for its sector: 3
Rank in its sector
20 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

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

  1. 01How do embedded capital solutions help platforms support small business growth?0/4
  2. 02How do payment collection methods impact the price of embedded small business financing?0/4
  3. 03Embedded business financing vs traditional small business loans: what's the difference?0/4
  4. 04White-labeled capital programs vs referral-based lending solutions for platforms0/4
  5. 05Options for technology platforms to help small business clients access working capital besides on-platform lending0/4
  6. 06Easy-to-launch embedded financial products for US-based SaaS or marketplace platforms1/4
  7. 07How can tech platforms enable flexible funding for their small business customers?1/4
  8. 08Common challenges when integrating embedded business financing APIs0/4
  9. 09Best practices for offering on-platform capital to small retail or service businesses1/4
  10. 10How to evaluate if an embedded finance provider is right for your SaaS platform0/4
  11. 11What are the best embedded business financing platforms for technology companies serving small businesses?4/4
  12. 12Why might small business users have trouble accessing capital through an embedded financing program?0/4
  13. 13Is it worth adding embedded financing tools to a small business technology platform?0/4
  14. 14Typical fees and repayment rates for embedded business financing solutions in the US0/4
  15. 15Alternatives to embedded financing for supporting small business cash flow on your platform0/4
Total namedOpenAI: 1/15Claude: 2/15Perplexity: 1/15Gemini: 3/15All 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 embedded business financing platforms for technology companies serving small businesses?”

For technology companies serving small businesses, the strongest embedded financing shortlist is Parafin, Fundbox, Lendflow, Pipe, and Stripe Capital. The right choice depends on whether the goal is marketplace financing, SaaS revenue advances, multi-lender orchestration, or a turnkey payments-led product.

Platform · Best fit · Key strengths · Main consideration

Parafin · Marketplaces, vertical SaaS, and commerce platforms · Embedded working-capital products, automated underwriting, and partner-facing financing experiences; cited examples include Amazon, Walmar …

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
    Liberis
    2

Share of mentions

CompanyShare
  1. Parafin
    77.8%
  2. Liberis
    22.2%
  3. ForwardAI
    0.0%
  4. FIS Embedded Finance
    0.0%
  5. finmid
    0.0%
  6. FundThrough
    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
    stripe.com
    23
  2. 02
    lendflow.com
    18
  3. 03
    adyen.com
    14
  4. 04
    nmi.com
    12
  5. 05
    unit.co
    11
  6. 06
    connectpay.com
    10
  7. 07
    resolvepay.com
    10
  8. 08
    lendio.com
    9
  9. 09
    pipe.com
    9
  10. 10
    openbankingtracker.com
    8

Parafin is in the study as a small business banking provider.

By assistantSection 05

Which AI assistants named the company

Answers naming it, out of answers received

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

How Parafin 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
27

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

Citations
2

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

Sentiment
93

How positively AI describes the company

Site quality
80

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 banking companies

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

Overall score
42
Ranks 20 of 394. Typical company: 28
Named in answers
11.7%
Ranks 69 of 394. Typical company: 0.0%
AI readiness
21
Ranks 199 of 394. Typical company: 29
Against its categorySection 08

Compared with small business banking providers

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

Overall score
42
Ranks 5 of 38. Typical company: 29
Named in answers
11.7%
Ranks 9 of 38. Typical company: 1.7%
AI readiness
21
Ranks 30 of 38. 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. Parafin 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.parafin.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%
  • 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

  • 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 42 of 100 badge for Parafin

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/parafin.com"><img src="https://aeo-audit.rezolve.com/finance/badges/parafin.com.svg" alt="Overall score 42 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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