Back to the study

BNSF Railway

bnsf.com · Industrial

Ranked 1,041 of 2,047 companies in the study

32Overall score
  • Visibility26
  • Citations1
  • Sentiment50
  • Site quality73
  • AI readiness14
What this means for BNSF Railway

AI assistants name BNSF Railway in 11.7% of answers, more often than the typical company in its sector. Its overall score is 32 out of 100, ranking 1,041st of 2,047 companies. The company's website passes 2 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about the industrial market: none named BNSF Railway. AI assistants named it in 7 of 60 answers (11.7%). The typical industrial company is named in 5.0% of answers. By how often it is named, BNSF Railway ranks 64 of 246 in its sector.

Named by AI in
11.7%
7 of 60 answers
Share of mentions
46.7%
compared with 5 rivals
AI readiness
2/14
technical checks passed. Typical for its sector: 3
Rank in its sector
110 of 246
by overall score, where the typical industrial company scores 31
How BNSF Railway 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
26

How often AI assistants name the company

Citations
1

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

Sentiment
50

How positively AI describes the company

Site quality
73

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 score32
Ranks 110 of 246. Typical company: 31
Named in answers12%
Ranks 64 of 246. Typical company: 5%
AI readiness14
Ranks 207 of 246. Typical company: 21
What Gemini actually said

An answer that names the company

“Which freight rail providers offer end-to-end supply chain solutions for enterprise clients?”

Major freight rail providers, particularly Class I railroads, are increasingly offering end-to-end supply chain solutions for enterprise clients. These solutions often integrate various transportation modes and leverage advanced technology to optimize logistics.

Key providers and their offerings include:

North American Class I Railroads: These are the largest freight carriers, forming the backbone of the North American rail network. They are vital for connecting industries and facilitating the flow of goods.

BNSF Railway: Known for its extensive freight network in North America, …

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

Also named
Union Pacific Railroad1
Share of mentions

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

BNSF Railway
70.0%
Union Pacific Railroad
20.0%
Kansas City Southern
10.0%
CSX Transportation
0.0%
Norfolk Southern Railway
0.0%
Canadian National Railway (US operations)
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Claude
2/15
Gemini
2/15
OpenAI
2/15
Perplexity
1/15
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
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 16 of 100 · 97% of checks could run · checked on October 5, 2026 · bnsf.com · 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 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

aar.org
25
up.com
24
rsilogistics.com
17
freightwaves.com
15
steelwheellogistics.com
11
gao.gov
9
inboundlogistics.com
9
dpworld.com
8
linkedin.com
7
ams.usda.gov
7

In the study as Large private companies.

Every question, and where the company came up (3 of 15)
QuestionOpenAIClaudePerplexityGemini
  • What are effective alternatives to traditional rail shipping for time-sensitive freight?
  • Which freight rail providers offer end-to-end supply chain solutions for enterprise clients?
  • How do shippers troubleshoot issues with supply chain disruptions during rail transit?
  • What are the best freight rail options for shipping bulk goods across the western United States?
  • Is it more cost effective to contract directly with a rail provider or work through a third-party logistics company for bulk shipping?
  • What factors influence the cost of freight rail shipping per mile in the United States?
  • How do supply chain logistics services improve delivery times for large enterprises?
  • What are common use cases for rail freight services in the agricultural industry?
  • What can cause delays in freight rail shipping schedules and how can they be minimized?
  • How do rail freight rates compare to trucking rates for cross-country cargo?
  • Are there sustainable alternatives to rail freight for large-scale industrial shipments?
  • Is premium freight rail service worth the higher cost for urgent shipments?
  • Freight rail vs. trucking for long-distance cargo shipments—what are the pros and cons?
  • How do intermodal transportation services compare to traditional rail freight for reliability?
  • How can manufacturers leverage rail logistics for more efficient distribution across the western U.S.?
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.

Share this result
Overall score 32 of 100 badge for BNSF Railway

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/bnsf.com"><img src="https://aeo-audit.rezolve.com/us/badges/bnsf.com.svg" alt="Overall score 32 of 100, US AI Visibility Study 2026" width="280" height="64"></a>
Next step

Want AI assistants to name your company?

Book a 30-minute demo to see Rezolve Ai in action and what it can do for your business.

Request a demo