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Regeneron Pharmaceuticals

regeneron.com · Healthcare · REGN

Ranked 1,312 of 2,047 companies in the study

29Overall score
  • Visibility8
  • Citations0
  • Sentiment50
  • Site quality80
  • AI readiness29
What this means for Regeneron Pharmaceuticals

AI assistants name Regeneron Pharmaceuticals in 5% of answers, slightly more often than the typical company in its sector. Its overall score is 29 out of 100, ranking 1,312th of 2,047 companies. The company's website passes 4 out of 14 technical checks for readiness with AI tools.

We asked 15 unbranded questions about the healthcare market: none named Regeneron Pharmaceuticals. AI assistants named it in 3 of 60 answers (5.0%). The typical healthcare company is named in 3.3% of answers. By how often it is named, Regeneron Pharmaceuticals ranks 44 of 105 in its sector.

Named by AI in
5.0%
3 of 60 answers
Share of mentions
13.0%
compared with 5 rivals
AI readiness
4/14
technical checks passed. Typical for its sector: 3
Rank in its sector
60 of 105
by overall score, where the typical healthcare company scores 31
How Regeneron Pharmaceuticals 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
8

How often AI assistants name the company

Citations
0

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

Sentiment
50

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.

Compared with healthcare

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

Overall score29
Ranks 60 of 105. Typical company: 31
Named in answers5%
Ranks 44 of 105. Typical company: 3%
AI readiness29
Ranks 24 of 105. Typical company: 21
What Gemini actually said

An answer that names the company

“What are the leading biopharmaceutical companies focused on developing innovative medicines in the US?”

Many biopharmaceutical companies in the U.S. are dedicated to developing innovative medicines. These companies range from established global leaders to emerging biotechs specializing in cutting-edge therapies.

Here are some of the leading biopharmaceutical companies focused on innovative medicines in the U.S.:

Major Biopharmaceutical Companies:

Johnson & Johnson: A global healthcare leader that researches, develops, manufactures, and sells pharmaceutical products for various conditions, including immune diseases, cancer, neurological disorders, and infectious diseases. They have …

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

Also named
Amgen5Gilead Sciences5Biogen2
Share of mentions

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

Amgen
27.8%
Gilead Sciences
27.8%
Regeneron Pharmaceuticals
16.7%
Biogen
11.1%
Vertex Pharmaceuticals
11.1%
Genentech (a member of the Roche Group)
5.6%
Which AI assistants named the company

Answers naming it, out of answers received

Gemini
1/15
Perplexity
1/15
OpenAI
1/15
Claude
0/15
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
77 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 DiscoveryNot present

    Advertise agent endpoints with SVCB records under _agents.

    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
63 of 100
  • AI bot rulesPassed

    Explicit robots.txt rules for AI crawlers such as GPTBot, ClaudeBot and PerplexityBot.

    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 32 of 100 · 97% of checks could run · checked on October 5, 2026 · www.regeneron.com · 2,047 companies scanned

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

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: 85.0%
  • 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
  • PassedExplicit 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 rules for 12 AI crawlers by name. All others follow its general rules.

Training AI
  • GPTBot*partly
  • ClaudeBot*partly
  • Anthropic-AIpartly
  • Google-Extended*partly
  • Applebot-Extended*partly
  • Meta-ExternalAgent*partly
  • FacebookBotpartly
  • Bytespider*partly
  • CCBot*partly
  • Diffbot*partly
  • Omgilibotpartly
AI search
  • OAI-SearchBotpartly
  • Claude-SearchBotpartly
  • PerplexityBot*partly
  • Applebotpartly
  • Amazonbot*partly
  • YouBotpartly
Answering questions
  • ChatGPT-User*partly
  • Claude-Userpartly
  • Perplexity-User*partly
  • 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

pmc.ncbi.nlm.nih.gov
75
fda.gov
12
pubmed.ncbi.nlm.nih.gov
9
finance.yahoo.com
7
drugdiscoverytrends.com
7
ncbi.nlm.nih.gov
6
frontiersin.org
6
cancer.gov
6
zacks.com
5
hmpgloballearningnetwork.com
5

In the study as S&P 500.

Every question, and where the company came up (1 of 15)
QuestionOpenAIClaudePerplexityGemini
  • How to identify companies specializing in harmonizing technology and biology for new medicine development?
  • What are the leading biopharmaceutical companies focused on developing innovative medicines in the US?
  • What to do if you experience side effects from newly approved biologic therapies?
  • Alternatives to biologic therapies for managing chronic diseases
  • Best ways to find clinical trials for advanced medical therapies in the United States
  • Typical price range for novel biologic therapies in the US healthcare market
  • How to find patient support for navigating access to cutting-edge medical treatments?
  • What options are available besides clinical trial participation for accessing advanced treatments?
  • Who can benefit most from personalized medicine approaches derived from genetic research?
  • How are advanced biologics being used in the treatment of autoimmune disorders?
  • Biopharmaceutical vs biotechnology companies for rare disease treatment research
  • How does insurance coverage usually work for new therapies approved in the biopharmaceutical field?
  • Are therapies developed using advanced genetics platforms generally worth their higher cost?
  • Is investing in companies with integrated research and technology platforms a good idea for long-term growth?
  • How do traditional pharmaceutical companies compare to science-driven biopharmaceutical firms in terms of drug discovery and innovation?
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 29 of 100 badge for Regeneron Pharmaceuticals

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