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Fluor

fluor.com · Industrial · FLR

Ranked 728 of 2,047 companies in the study

36Overall score
  • Visibility17
  • Citations1
  • Sentiment75
  • Site quality80
  • AI readiness21
What this means for Fluor

AI assistants name Fluor in 16.7% of answers, which is more often than the typical company in the industrial sector at 5%. Fluor's overall score is 36 out of 100, ranking 728th of 2,047 companies. The company's website passes 3 out of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about the industrial market: none named Fluor. AI assistants named it in 10 of 60 answers (16.7%). The typical industrial company is named in 5.0% of answers. By how often it is named, Fluor ranks 42 of 246 in its sector.

Named by AI in
16.7%
10 of 60 answers
Share of mentions
18.2%
compared with 5 rivals
AI readiness
3/14
technical checks passed. Typical for its sector: 3
Rank in its sector
78 of 246
by overall score, where the typical industrial company scores 31
How Fluor 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
17

How often AI assistants name the company

Citations
1

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

Sentiment
75

How positively AI describes the company

Site quality
80

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 industrial

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

Overall score36
Ranks 78 of 246. Typical company: 31
Named in answers17%
Ranks 42 of 246. Typical company: 5%
AI readiness21
Ranks 107 of 246. Typical company: 21
What Claude actually said

An answer that names the company

“What are the best engineering and construction firms for large infrastructure projects in the US?”

I can provide you with information about top engineering and construction firms in the US that specialize in large infrastructure projects.Based on current industry rankings, here are the best engineering and construction firms for large infrastructure projects in the US:

Top Firms

Bechtel Corporation

Bechtel is one of the top construction firms in the world and a leader in US infrastructure, delivering complex infrastructure projects in energy, manufacturing, defense, and renewable energy. Notable projects include Nuclear Power Plant (Georgia, USA), NASA Launch Site (Florida, USA), a …

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

Also named
Jacobs6Kiewit6Bechtel6AECOM5Burns & McDonnell3
Share of mentions

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

Jacobs
22.0%
Fluor
20.0%
Bechtel
20.0%
Kiewit
18.0%
AECOM
14.0%
Burns & McDonnell
6.0%
Which AI assistants named the company

Answers naming it, out of answers received

OpenAI
3/15
Perplexity
3/15
Claude
2/15
Gemini
2/15
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
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 5, 2026 · www.fluor.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
  • GPTBotallowed
  • ClaudeBotallowed
  • Anthropic-AIallowed
  • Google-Extendedallowed
  • Applebot-Extendedallowed
  • Meta-ExternalAgentallowed
  • FacebookBotallowed
  • Bytespiderallowed
  • CCBotallowed
  • Diffbotallowed
  • Omgilibotallowed
AI search
  • OAI-SearchBotallowed
  • Claude-SearchBotallowed
  • PerplexityBotallowed
  • Applebotallowed
  • Amazonbotallowed
  • YouBotallowed
Answering questions
  • ChatGPT-Userallowed
  • Claude-Userallowed
  • Perplexity-Userallowed
  • DuckAssistBotallowed
  • MistralAI-Userallowed

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

hm-ec.com
16
plcconstruction.com
15
linkedin.com
14
enr.com
12
umbrex.com
8
constructionplacements.com
8
procore.com
7
imarcengineering.com
7
autodesk.com
7
pwc.com
7

In the study as US-listed.

Every question, and where the company came up (3 of 15)
QuestionOpenAIClaudePerplexityGemini
  • What factors should organizations consider before hiring an EPC contractor for new industrial plants?
  • What are common challenges when coordinating engineering, procurement, and construction on global projects?
  • What role do EPC services play in LNG terminal construction in the United States?
  • How can owners avoid delays in EPC projects for advanced manufacturing plants?
  • What are the best engineering and construction firms for large infrastructure projects in the US?
  • Is it worth investing in a single-source EPC service for a complex infrastructure project?
  • What alternatives exist to hiring a full-scope EPC contractor for industrial construction projects?
  • How do EPC contracts compare to construction management-at-risk for industrial developments?
  • Do full-scope EPC partners really save cost and time on large-scale construction?
  • Which companies specialize in advanced manufacturing facility design and build services?
  • Engineering, procurement, and construction vs design-build: What’s the difference for large-scale projects?
  • How do engineering and construction providers support semiconductor manufacturing facility projects?
  • How are costs estimated for turnkey EPC contracts for large infrastructure builds?
  • Who provides top EPC services for government agency projects in the United States?
  • Integrated project delivery vs traditional EPC for advanced manufacturing facilities: Which is better?
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 36 of 100 badge for Fluor

A badge of this result that you can show on your own website. Copy the code below.

<a href="https://aeo-audit.rezolve.com/us/fluor.com"><img src="https://aeo-audit.rezolve.com/us/badges/fluor.com.svg" alt="Overall score 36 of 100, US AI Visibility Study 2026" width="280" height="64"></a>
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