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National Fuel Gas

nationalfuelgas.com · Unclassified · NFG

Ranked 1,118 of 2,047 companies in the study

31Overall score
  • Visibility16
  • Citations0
  • Sentiment50
  • Site quality67
  • AI readiness50
What this means for National Fuel Gas

AI assistants name National Fuel Gas in 10% of answers, which is more often than the typical company in its group at 3.3%. Its overall score is 31 out of 100, ranking 1,118th of 2,047 companies. The company's website passes 7 out of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about its market: none named National Fuel Gas. AI assistants named it in 6 of 60 answers (10.0%). The typical company in its group is named in 3.3% of answers. By how often it is named, National Fuel Gas ranks 19 of 61 in its sector.

Named by AI in
10.0%
6 of 60 answers
Share of mentions
25.0%
compared with 5 rivals
AI readiness
7/14
technical checks passed. Typical for its sector: 3
Rank in its sector
26 of 61
by overall score, where the typical company scores 29
How National Fuel Gas 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
16

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
67

How well built the website's own pages are

AI readiness
50

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 its group

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

Overall score31
Ranks 26 of 61. Typical company: 29
Named in answers10%
Ranks 19 of 61. Typical company: 3%
AI readiness50
Ranks 2 of 61. Typical company: 21
What Claude actually said

An answer that names the company

“Which natural gas distributors offer reliable service for industrial clients in Pennsylvania?”

I'll search for information about natural gas distributors serving industrial clients in Pennsylvania.Based on my search results, here are the main natural gas distributors serving industrial clients in Pennsylvania:

Major Distribution Companies

Columbia Gas of Pennsylvania serves 445,000 customers across Pennsylvania, providing natural gas service to residential, commercial and industrial customers in 450 communities in 26 counties.

National Fuel Gas is another major distributor serving the state. National Fuel's Energy Marketing segment markets natural gas to industrial, commer …

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

Also named
Columbia Gas of Pennsylvania3
Share of mentions

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

National Fuel Gas
31.6%
UGI Utilities, Inc.
21.1%
Columbia Gas of Pennsylvania
21.1%
PECO (an Exelon Company)
15.8%
NYSEG (New York State Electric & Gas)
10.5%
National Grid US
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Claude
2/15
Gemini
2/15
OpenAI
1/15
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 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
18 of 100
  • API CatalogNot met

    List public APIs in a linkset at /.well-known/api-catalog.

    study: 0.3%
  • OAuth discoveryPartly met

    Publish OpenID Connect or OAuth server metadata under /.well-known.

    study: 11.8%
  • OAuth Protected ResourcePassed

    Metadata telling agents which authorization server to use.

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

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

The checks behind the AI readiness score

7 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
  • PassedMarkdown 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%
  • PassedOAuth Authorization Server discoverystudy: 10.1%
  • PassedOAuth 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

nationalgridus.com
19
eia.gov
18
puc.pa.gov
14
diversegy.com
9
constellation.com
9
nationalfuel.com
9
aga.org
8
shipleyenergy.com
7
ugi.com
7
nyserda.ny.gov
7

In the study as US-listed.

Every question, and where the company came up (2 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Which natural gas distributors offer reliable service for industrial clients in Pennsylvania?
  • What should I do if my natural gas bill seems unusually high this month?
  • What are some alternatives to natural gas heating for properties in upstate New York?
  • Which renewable energy options can replace natural gas for commercial buildings?
  • What efficient home heating options exist besides connecting to a natural gas pipeline?
  • How does pipeline-delivered natural gas compare to propane for home heating efficiency?
  • What factors influence the cost per therm of natural gas for industrial customers in the Northeast?
  • How do commercial facilities typically ensure consistent natural gas supply during peak demand periods?
  • What are the best natural gas suppliers for residential customers in western New York?
  • How can I identify and resolve low pressure from a residential natural gas line?
  • Is switching to a different natural gas distributor worth it for small businesses?
  • What is the process for connecting a new construction home to a local natural gas distribution system?
  • Does converting from electric heat to natural gas save money over time?
  • What are the main differences between choosing a regulated natural gas supplier and a deregulated one?
  • Are there any seasonal fluctuations in natural gas prices for Pennsylvania homeowners?
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 31 of 100 badge for National Fuel Gas

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