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

Named in

3of 60 answers

by 3 of 4 assistants

Statement note

What this means for Oak HC/FT

AI assistants name this venture capital firm in 5% of answers, which is more frequent than the typical company in its sector at 0.8%. Its overall score is 37 out of 100, ranking 501st of 2,219 companies. The website passes 4 out of 14 technical checks for readiness with AI tools.

We asked 15 unbranded questions about its market, so no question mentioned Oak HC/FT by name. AI assistants named it in 3 of the 60 answers. Counting only how often it is named, it ranks 58th of 238 in its sector. The typical investing and wealth company is named in 0.8% of answers.

Overall score
37Overall score
  • Visibility8
  • Citations1
  • Sentiment100
  • Site quality73
  • AI readiness29
Summary of account
Named by AI in
5.0%
3 of 60 answers
Share of mentions
15.0%
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
43 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

Oak HC/FT came up on 2 of 15 questions. Open any window to read that answer.

  1. 01Non-dilutive financing options for healthcare technology entrepreneurs0/4
  2. 02Growth equity vs venture capital for scaling healthtech companies0/4
  3. 03Ways investment firms help scale technology-driven financial services businesses0/4
  4. 04Private equity vs growth equity for fintech founders0/4
  5. 05Common challenges when raising growth equity for early-stage healthcare companies0/4
  6. 06Top investment firms focused on AI-driven financial services companies0/4
  7. 07How do growth equity management fees and carried interest generally work in the US?0/4
  8. 08How can growth equity support AI adoption in healthcare startups?0/4
  9. 09Issues founders face when choosing a financial technology investment partner0/4
  10. 10Is partnering with a growth equity investor worth it for a digital health company?0/4
  11. 11Best growth equity firms for healthcare technology startups in the US2/4
  12. 12Alternatives to growth equity for funding a scaling fintech company0/4
  13. 13How do I know if my fintech startup is ready for growth equity funding?0/4
  14. 14Typical equity stakes taken by growth equity investors in healthtech0/4
  15. 15Best networks and resources offered by growth equity firms for founders building in financial services1/4
Total namedOpenAI: 1/15Claude: 1/15Perplexity: 1/15Gemini: 0/15All assistants: 3/60
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

“Best growth equity firms for healthcare technology startups in the US”

… Oak HC/FT — Healthcare and financial-services investor with a technology and AI focus, making it relevant for digital health and healthcare infrastructure startups.

Best fit by company profile

Startup profile · Firms to prioritize

Digital health, care delivery, healthcare services · HealthQuest, Oak HC/FT, General Atlantic

Healthcare SaaS, data, workflow, or AI · Insight Partners, Silversmith, Oak HC/FT

Lower-middle-market healthcare IT · Health Enterprise Partners, Denali

Later-stage company raising a large round · General Atlantic, Warburg Pincus, …

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
    General Atlantic
    3
  2. 02
    Insight Partners
    3
  3. 03
    Summit Partners
    2
  4. 04
    Silversmith Capital Partners
    2
  5. 05
    TPG Growth
    1

Share of mentions

CompanyShare
  1. Insight Partners
    30.0%
  2. General Atlantic
    25.0%
  3. Oak HC/FT
    15.0%
  4. Summit Partners
    15.0%
  5. Silversmith Capital Partners
    10.0%
  6. TPG Growth
    5.0%
ReferrersSection 04

Websites the AI used as sources

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

  1. 01
    qubit.capital
    21
  2. 02
    rho.co
    10
  3. 03
    linkedin.com
    10
  4. 04
    growthcapadvisory.com
    7
  5. 05
    privateequitylist.com
    5
  6. 06
    angelinvestorsnetwork.com
    5
  7. 07
    en.wikipedia.org
    5
  8. 08
    leverventure.com
    4
  9. 09
    carta.com
    3
  10. 10
    fastercapital.com
    3

Oak HC/FT 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

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

How Oak HC/FT 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
8

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
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 investing and wealth companies

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

Overall score
37
Ranks 43 of 238. Typical company: 28
Named in answers
5.0%
Ranks 58 of 238. Typical company: 0.8%
AI readiness
29
Ranks 51 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
37
Ranks 8 of 59. Typical company: 26
Named in answers
5.0%
Ranks 11 of 59. Typical company: 0.0%
AI readiness
29
Ranks 10 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. Oak HC/FT 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
36 of 100
  • robots.txtNot met

    Publish a valid robots.txt with crawl rules and a Sitemap line.

    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 15 of 100 · 97% of checks could run · checked on October 9, 2026 · www.oakhcft.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%
  • 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%
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