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The Estée Lauder Companies

esteelauder.com · Consumer goods · EL

Ranked 1,992 of 2,047 companies in the study

22Overall score
  • Visibility0
  • Citations0
  • Sentiment50
  • Site quality63
  • AI readiness21
What this means for The Estée Lauder Companies

The AI assistants do not name The Estée Lauder Companies in any of their 60 answers, even though they mention competitors like Lancôme, Clinique, and Shiseido. Its overall score is 22 out of 100, ranking 1,992nd of 2,047 companies. The website passes 3 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about the consumer goods market: none named The Estée Lauder Companies. AI assistants named it in none of 60 answers. The typical consumer goods company is named in 3.3% of answers. By how often it is named, The Estée Lauder Companies ranks 77 of 118 in its sector.

Named fewer than three times in total. Read this as a sign that AI assistants rarely bring this company up, not as an exact comparison with its rivals.

Named by AI in
0.0%
0 of 60 answers
Share of mentions
0.0%
compared with 5 rivals
AI readiness
3/14
technical checks passed. Typical for its sector: 3
Rank in its sector
114 of 118
by overall score, where the typical consumer goods company scores 30
How The Estée Lauder Companies 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
0

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
63

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 consumer goods

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

Overall score22
Ranks 114 of 118. Typical company: 30
Named in answers0%
Ranks 77 of 118. Typical company: 3%
AI readiness21
Ranks 53 of 118. Typical company: 21
What Gemini actually said

The company is not named in this answer

“Which non-luxury skincare products deliver results similar to prestige brands?”

Many non-luxury skincare products, often called "dupes," can deliver results similar to prestige brands. This is because many affordable brands use the same effective ingredients as their high-end counterparts, often without the added cost of luxurious packaging or extensive marketing.

Here's a breakdown of affordable brands and specific products that are frequently recommended:

Affordable Skincare Brands Known for Quality:

The Ordinary: This brand is celebrated for its simple, ingredient-focused formulas that provide visible results at a low price point.

CeraVe: Dermatol …

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

Named instead
Lancôme6Clinique3Shiseido2
Share of mentions

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

Lancôme
39.1%
Clinique
30.4%
Chanel Beauty
17.4%
Shiseido
13.0%
The Estée Lauder Companies
0.0%
Dior Beauty
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Claude
0/15
Gemini
0/15
OpenAI
0/15
Perplexity
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

The website turns away requests that do not come from a browser. AI agents that say what they are meet the same refusal.

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
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 25 of 100 · 97% of checks could run · checked on October 4, 2026 · esteelauder.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%
  • PassedHTTP Link headers (RFC 8288)study: 29.0%
Content Accessibility
  • Not metMarkdown content negotiationstudy: 8.3%
  • Not metllms.txt publishedstudy: 21.7%
  • Not metToken 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

whowhatwear.com
22
sephora.com
17
reddit.com
16
allure.com
15
justdial.com
14
lemon8-app.com
12
ulta.com
11
beautynexuspro.com
10
neimanmarcus.com
8
youtube.com
8

In the study as S&P 500.

Every question, and where the company came up (0 of 15)
QuestionOpenAIClaudePerplexityGemini
  • How does prestige fragrance compare to designer fragrance in terms of scent longevity and quality?
  • Is investing in premium beauty serums really worth the price?
  • Are there affordable ways to try out prestige beauty lines without committing to full-size products?
  • Which non-luxury skincare products deliver results similar to prestige brands?
  • Which high-end makeup products are most recommended by professionals for a natural look?
  • How to address common issues when using prestige anti-aging creams?
  • What are some quality alternatives to high-end fragrances that still feel luxurious?
  • Luxury vs drugstore skincare: What are the main differences in ingredients and performance?
  • What kind of luxury makeup is suitable for long-lasting wear at formal events?
  • What should you do if your high-end lipstick dries out quickly?
  • Are luxury foundation products better for sensitive skin than affordable options?
  • What are typical price ranges for top-tier eye creams in the US?
  • Which premium skincare products work best for dry skin during winter?
  • What are the best luxury skincare brands for anti-aging in the US?
  • What luxury beauty gift sets are popular for special occasions in the US?
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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