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Valhi

valhi.net · Industrial · VHI

Ranked 2,031 of 2,047 companies in the study

19Overall score
  • Visibility0
  • Citations0
  • Sentiment50
  • Site quality50
  • AI readiness14
What this means for Valhi

AI assistants do not name Valhi in any of their answers to market questions. Valhi has an overall score of 19 out of 100, ranking 2,031st of 2,047 companies. Its website passes 2 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about the industrial market: none named Valhi. AI assistants named it in none of 60 answers. The typical industrial company is named in 5.0% of answers. By how often it is named, Valhi ranks 191 of 246 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
2/14
technical checks passed. Typical for its sector: 3
Rank in its sector
244 of 246
by overall score, where the typical industrial company scores 31
How Valhi 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
50

How well built the website's own pages are

AI readiness
14

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 industrial

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

Overall score19
Ranks 244 of 246. Typical company: 31
Named in answers0%
Ranks 191 of 246. Typical company: 5%
AI readiness14
Ranks 207 of 246. Typical company: 21
What Claude actually said

The company is not named in this answer

“What are the main business sectors that an industrial holding company in the United States typically operates in?”

I can answer this based on general knowledge about industrial holding companies in the United States.

Industrial holding companies in the U.S. typically operate across several major business sectors:

1. Manufacturing - This is often a core sector, including production of machinery, equipment, automotive parts, and industrial components.

2. Aerospace and Defense - Many industrial holding companies have significant operations in aerospace, aviation, and defense contracting.

3. Construction and Engineering - Heavy equipment manufacturing, construction services, and engineering sol …

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

Named instead
Berkshire Hathaway3
Share of mentions

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

Berkshire Hathaway
100.0%
Valhi
0.0%
Icahn Enterprises
0.0%
Harbinger Group (HRG Group, now part of Spectrum Brands Holdings)
0.0%
Loews Corporation
0.0%
Alleghany Corporation (now part of Berkshire Hathaway, but previously independent)
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Gemini
0/15
Perplexity
0/15
Claude
0/15
OpenAI
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 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
Show every check, for your technical team
Discoverability
41 of 100
  • robots.txtPassed

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

    study: 92.0%
  • SitemapNot met

    Serve an XML sitemap and reference it 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 CardCould not check

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

    study: 0.2%
  • A2A Agent CardCould not check

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

    study: 0.1%
  • Agent SkillsCould not check

    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 manifestCould not check

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

    study: 0.1%

Score 28 of 100 · 79% of checks could run · checked on October 4, 2026 · www.valhi.net · 2,047 companies scanned

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

The checks behind the AI readiness score

2 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%
  • Not metXML 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 rules for 1 AI crawler by name. All others follow its general rules.

Training AI
  • GPTBotpartly
  • ClaudeBotpartly
  • Anthropic-AIpartly
  • Google-Extendedpartly
  • Applebot-Extendedpartly
  • Meta-ExternalAgent*blocked
  • 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

axial.net
27
finance.yahoo.com
22
marketbeat.com
19
simplywall.st
17
investing.com
11
maalot.co.il
10
fool.com
9
tradingview.com
9
investopedia.com
8
seekingalpha.com
8

In the study as US-listed.

Every question, and where the company came up (0 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Why might dividends from some industrial holding companies be inconsistent year to year?
  • What alternatives exist to industrial holding companies for exposure to multiple business sectors?
  • How do industrial holding companies compare to conglomerates in terms of investment strategy?
  • How are management fees for industrial holding companies typically structured?
  • Are there other ways to invest in the chemicals, waste management, and real estate sectors without using a holding company model?
  • Top considerations when evaluating industrial holding companies for business partnerships
  • What factors affect the valuation of industrial holding companies in the United States?
  • Industrial holding companies vs private equity firms—what are the major differences in business structure?
  • What role do holding companies play in the development of new industrial technologies?
  • What are common risks associated with investing in diversified industrial holding companies?
  • Are shares of industrial holding companies a good long-term investment?
  • How do industrial holding companies help manage risk for business partners?
  • What are the main business sectors that an industrial holding company in the United States typically operates in?
  • Best industrial holding companies for investors focusing on diversified portfolios
  • What should investors look for before investing in an industrial holding company?
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.

Next step

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