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 and 10, 2026
when the AI assistants were asked
Account no.
399 of 2,219
its rank by overall score
Place in its category
8th of 74 private equity firms
Closing balance

Named in

7of 60 answers

by 4 of 4 assistants

Statement note

What this means for General Atlantic

AI assistants name General Atlantic in 11.7% of answers, which is much more often than the typical company in its sector at 0.8%. Its overall score is 38 out of 100, ranking 399th of 2,219, and 39th of 238 in its sector. The website passes 4 of 14 technical checks related to readiness for AI tools.

We asked 15 unbranded questions about its market, so no question mentioned General Atlantic 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
38Overall score
  • Visibility15
  • Citations1
  • Sentiment86
  • Site quality80
  • AI readiness29
Summary of account
Named by AI in
11.7%
7 of 60 answers
Share of mentions
21.9%
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
39 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

General Atlantic came up on 3 of 15 questions. Open any window to read that answer.

  1. 01Common challenges when seeking growth equity funding and how to address them?0/4
  2. 02Alternatives to growth equity investment for companies seeking expansion capital in the US?0/4
  3. 03How can institutional investors evaluate the track record of growth equity investment firms?0/4
  4. 04What funding options exist for entrepreneurs who want to avoid traditional equity dilution?0/4
  5. 05Non-traditional sources of long-term growth capital for US-based startups?0/4
  6. 06Top growth capital providers for tech startups in the United States?2/4
  7. 07What should I consider before choosing a growth capital partner for my company?0/4
  8. 08Growth equity versus venture capital—how do they differ for scaling businesses?0/4
  9. 09What are the best growth equity investment firms for entrepreneurs seeking long-term scale?4/4
  10. 10Best ways growth equity firms support digital transformation for mid-sized companies?0/4
  11. 11Private equity vs growth equity: which approach offers better support for fast-growing companies?0/4
  12. 12Is partnering with a growth equity investment firm worth it for established businesses looking to expand?0/4
  13. 13How can a growth equity partner help a founder accelerate international expansion?1/4
  14. 14Typical fee structures and costs associated with growth equity investment partnerships?0/4
  15. 15How do growth equity investors structure their returns compared to other capital types?0/4
Total namedOpenAI: 2/15Claude: 1/15Perplexity: 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 growth equity investment firms for entrepreneurs seeking long-term scale?”

For entrepreneurs seeking long-term scale, the strongest growth-equity candidates are typically Insight Partners, General Atlantic, TPG Growth, Summit Partners, Vista Equity Partners, Thoma Bravo, and One Peak. The best fit depends less on brand name than on sector expertise, founder treatment, investment horizon, and the firm’s ability to support hiring, go-to-market expansion, international growth, and acquisitions.

Firm · Best suited for · Why consider it

Insight Partners · High-growth software, internet, and technology companies · Deep software expertise, a …

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
    Summit Partners
    7
  2. 02
    Insight Partners
    7
  3. 03
    TA Associates
    6
  4. 04
    TPG Growth
    3
  5. 05
    Warburg Pincus
    2

Share of mentions

CompanyShare
  1. General Atlantic
    21.9%
  2. Summit Partners
    21.9%
  3. Insight Partners
    21.9%
  4. TA Associates
    18.8%
  5. TPG Growth
    9.4%
  6. Warburg Pincus
    6.3%
ReferrersSection 04

Websites the AI used as sources

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

  1. 01
    growthequityinterviewguide.com
    18
  2. 02
    growthcapadvisory.com
    17
  3. 03
    ctacquisitions.com
    13
  4. 04
    carta.com
    12
  5. 05
    dealroom.net
    11
  6. 06
    angelinvestorsnetwork.com
    10
  7. 07
    affinity.co
    9
  8. 08
    morganstanley.com
    7
  9. 09
    crystalfunds.com
    6
  10. 10
    qubit.capital
    6

General Atlantic is in the study as a private equity firm.

By assistantSection 05

Which AI assistants named the company

Answers naming it, out of answers received

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

How General Atlantic 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
15

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
86

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 investing and wealth companies

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

Overall score
38
Ranks 39 of 238. Typical company: 28
Named in answers
11.7%
Ranks 27 of 238. Typical company: 0.8%
AI readiness
29
Ranks 51 of 238. Typical company: 29
Against its categorySection 08

Compared with private equity firms

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

Overall score
38
Ranks 8 of 74. Typical company: 27
Named in answers
11.7%
Ranks 1 of 74. Typical company: 0.0%
AI readiness
29
Ranks 14 of 74. 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. General Atlantic 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
31 of 100
  • robots.txtNot met

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

    study: 86.1%
  • SitemapPartly 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
18 of 100
  • API CatalogNot met

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

    study: 1.3%
  • OAuth discoveryPartly met

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

    study: 6.3%
  • OAuth Protected ResourcePassed

    Metadata telling agents which authorization server to use.

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

  • Not metrobots.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%
  • PassedOAuth Authorization Server discoverystudy: 5.2%
  • PassedOAuth 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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ShareSection 11

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Overall score 38 of 100 badge for General Atlantic

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