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Bumble Holding

bumble.com · Technology

Ranked 67 of 2,047 companies in the study

46Overall score
  • Visibility48
  • Citations1
  • Sentiment71
  • Site quality87
  • AI readiness21
What this means for Bumble Holding

AI assistants name Bumble Holding in 55% of their answers, much more often than the typical company in its sector at 10%. It has an overall score of 46 out of 100, ranking 67th of 2,047 in the study. The website passes 3 of 14 technical checks for how ready it is for AI tools.

We asked 15 unbranded questions about the technology market: none named Bumble Holding. AI assistants named it in 33 of 60 answers (55.0%). The typical technology company is named in 10.0% of answers. By how often it is named, Bumble Holding ranks 11 of 273 in its sector.

Named by AI in
55.0%
33 of 60 answers
Share of mentions
36.7%
compared with 5 rivals
AI readiness
3/14
technical checks passed. Typical for its sector: 4
Rank in its sector
22 of 273
by overall score, where the typical technology company scores 36
How Bumble Holding compares with all 2,047 companies

Every dot is a company in the study. Hover one to see it; click to open its report.

This companySame sectorEvery other companyNever named

What makes up the score

Five parts, each scored out of 100.

Visibility
48

How often AI assistants name the company

Citations
1

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

Sentiment
71

How positively AI describes the company

Site quality
87

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.

Compared with technology

273 companies in this sector. The line on each bar is the typical company.

Overall score46
Ranks 22 of 273. Typical company: 36
Named in answers55%
Ranks 11 of 273. Typical company: 10%
AI readiness21
Ranks 161 of 273. Typical company: 29
What Gemini actually said

An answer that names the company

“How much do premium dating and networking app subscriptions usually cost in the US?”

In the US, premium dating and networking app subscriptions typically range from approximately $10 to $50 per month, though some ultra-premium options can be significantly more expensive. Many apps offer tiered subscriptions, with lower monthly rates if you commit to a longer-term plan (e.g., annual vs. monthly).

Here's a breakdown of what you can expect:

Dating Apps:

Average Cost: On average, a premium dating app subscription costs about $20 per month.

Range: Prices generally fall between $10 and $50 per month, depending on the platform and the features included. …

The AI’s answer as we received it, shortened and not checked for accuracy.

Also named
Bumble53Tinder28Hinge24OkCupid8Badoo3
Share of mentions

How the mentions in these answers were split between this company and its rivals

Bumble Holding
38.8%
Tinder
23.5%
Hinge
22.4%
OkCupid
9.4%
Badoo
3.5%
Plenty of Fish (POF)
2.4%
Which AI assistants named the company

Answers naming it, out of answers received

Gemini
9/15
Perplexity
8/15
Claude
8/15
OpenAI
8/15
Ready for AI agents

What this website publishes for an AI agent to read, use and buy from, 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
Show every check, for your technical team
Discoverability
80 of 100
  • robots.txtPassed

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

    study: 92.0%
  • SitemapPassed

    An XML sitemap listing the pages, ideally referenced from robots.txt.

    study: 86.8%
  • Link headersNot met

    Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.

    study: 0.3%
  • DNS for AI DiscoveryPassed

    SVCB or HTTPS records under _agents that advertise agent endpoints.

    study: 5.5%
Content accessibility
0 of 100
  • Markdown negotiationNot met

    Return a markdown version when asked with Accept: text/markdown, for example at the CDN.

    study: 1.9%
  • llms.txtNot met

    Publish an llms.txt with a short summary and the key links.

    study: 25.1%
Bot access control
32 of 100
  • AI bot rulesPartly met

    Add explicit robots.txt groups for the main AI crawlers.

    study: 93.4%
  • Content SignalsNot met

    Add a Content-Signal line for search, ai-input and ai-train to robots.txt.

    study: 1.4%
  • Web Bot AuthNot present

    Only relevant if you run your own agents or crawlers: publish a signing key directory.

    study: 0.2%
APIs, auth and MCP
0 of 100
  • API CatalogNot met

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

    study: 0.3%
  • OAuth discoveryNot met

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

    study: 11.8%
  • OAuth Protected ResourceNot met

    Serve protected resource metadata at /.well-known/oauth-protected-resource.

    study: 10.3%
  • auth.mdNot met

    Publish an auth.md describing how agents sign in.

    study: 0.0%
  • MCP Server CardNot met

    Offer an MCP server and publish its server card under /.well-known.

    study: 0.2%
  • A2A Agent CardNot met

    Publish an agent card at /.well-known/agent-card.json.

    study: 0.1%
  • Agent SkillsNot met

    Publish a skills index with the main tasks agents can do.

    study: 0.2%
  • WebMCPCould not check

    Register key actions such as search or cart as WebMCP tools.

    study: 33.7%
  • ARD manifestNot met

    Publish an ai-catalog.json listing every agent interface.

    study: 0.1%

Score 28 of 100 · 97% of checks could run · checked on October 5, 2026 · bumble.com · 2,047 companies scanned

See how every company did, and how this was measured.

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: 85.0%
  • PassedXML sitemapstudy: 73.2%
  • Not metHTTP Link headers (RFC 8288)study: 29.0%
Content Accessibility
  • Not metMarkdown content negotiationstudy: 8.3%
  • Not metllms.txt publishedstudy: 21.7%
  • PassedToken budget (page weight)study: 95.2%
Bot Access Control
  • Not metExplicit AI bot rulesstudy: 13.0%
API / Auth / MCP
  • Not metAPI Catalog (.well-known/api-catalog)study: 0.2%
  • Not metOAuth Authorization Server discoverystudy: 10.1%
  • Not metOAuth Protected Resource discoverystudy: 9.3%
  • Not metMCP Server Cardstudy: 0.0%
  • Not metA2A Agent Cardstudy: 0.0%
  • Not metWebMCP toolsstudy: 4.2%
  • Not metAgent Skills declaredstudy: 0.0%
What AI crawlers may read (robots.txt)

This website sets no rules for any AI crawler by name, like 84% 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.

Websites the AI used as sources

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

datingadvice.com
18
reddit.com
17
cosmopolitan.com
16
datingnews.com
16
pewresearch.org
13
apps.apple.com
12
betterhelp.com
11
mindbodygreen.com
9
forbes.com
9
mashable.com
7

In the study as Large private companies.

Every question, and where the company came up (11 of 15)
QuestionOpenAIClaudePerplexityGemini
  • How much do premium dating and networking app subscriptions usually cost in the US?
  • What apps offer both romantic and professional networking features?
  • Which social networking platforms help you make new friends as an adult in big cities?
  • Dating app vs traditional dating site: which is better for meeting people nearby?
  • What are the best dating apps in the US for finding serious relationships?
  • What can I do if I’m having trouble verifying my account on a social discovery app?
  • What alternatives exist for building authentic relationships beyond popular dating apps?
  • Are premium features on social connection apps useful for professionals looking to network?
  • Is upgrading to a paid dating app really worth the cost?
  • How do friend-finding apps compare to online meet-up groups for making platonic connections?
  • What apps let women make the first move when dating online?
  • What’s the difference between apps focused on casual dating versus long-term relationships?
  • Which dating apps are popular among people over 30 in the US?
  • Are there free features available on most friend-finding and dating apps, or do you need to pay to get real value?
  • Why am I not getting matches or responses on dating and networking apps?
named the companyanswered without naming itdid not answer

Columns, left to right: OpenAI, Claude, Perplexity, Gemini. The AI assistants often disagree. Across the study, on 40% of the questions where a company is named, only one of the four names it.

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Overall score 46 of 100 badge for Bumble Holding

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