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Northrop Grumman

northropgrumman.com · Industrial · NOC

Ranked 1,422 of 2,047 companies in the study

28Overall score
  • Visibility6
  • Citations1
  • Sentiment50
  • Site quality80
  • AI readiness29
What this means for Northrop Grumman

AI assistants rarely name Northrop Grumman, appearing in 2 of 60 answers, with Lockheed Martin also named in those answers. Its overall score is 28 out of 100, placing it 1,422nd of 2,047 companies. The website passes 4 of 14 technical checks for readiness for AI tools.

We asked 15 unbranded questions about the industrial market: none named Northrop Grumman. AI assistants named it in 2 of 60 answers (3.3%). The typical industrial company is named in 5.0% of answers. By how often it is named, Northrop Grumman ranks 138 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
3.3%
2 of 60 answers
Share of mentions
11.1%
compared with 5 rivals
AI readiness
4/14
technical checks passed. Typical for its sector: 3
Rank in its sector
159 of 246
by overall score, where the typical industrial company scores 31
How Northrop Grumman 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
6

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
80

How well built the website's own pages are

AI readiness
29

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 score28
Ranks 159 of 246. Typical company: 31
Named in answers3%
Ranks 138 of 246. Typical company: 5%
AI readiness29
Ranks 34 of 246. Typical company: 21
What Claude actually said

An answer that names the company

“Top-rated missile defense solutions for government agencies”

I'll search for current information on top-rated missile defense solutions for government agencies.Based on current information, here are the top-rated missile defense solutions for government agencies:

U.S.-Based Systems

Ground-Based Midcourse Defense (GMD)

Boeing leads the integration, testing and readiness of the Ground-based Midcourse Defense (GMD) system, the United States' only operationally deployed missile defense program capable of defending the entire U.S. homeland — including Alaska and Hawaii — against long-range ballistic missile attacks.

Terminal High Altitude Area De …

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

Also named
Lockheed Martin2
Share of mentions

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

Lockheed Martin
38.5%
The Boeing Company (Defense, Space & Security)
23.1%
Northrop Grumman
15.4%
Raytheon Technologies (RTX)
15.4%
BAE Systems Inc.
7.7%
General Dynamics
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Claude
1/15
Gemini
1/15
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
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.northropgrumman.com · 2,047 companies scanned

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

The checks behind the AI readiness score

4 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
  • PassedExplicit 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 12 AI crawlers by name. All others follow its general rules.

Training AI
  • GPTBot*blocked
  • ClaudeBot*blocked
  • Anthropic-AIpartly
  • Google-Extended*blocked
  • Applebot-Extended*blocked
  • Meta-ExternalAgentpartly
  • FacebookBot*blocked
  • Bytespiderpartly
  • CCBot*blocked
  • Diffbotpartly
  • Omgilibot*blocked
AI search
  • OAI-SearchBot*allowed
  • Claude-SearchBotpartly
  • PerplexityBot*allowed
  • Applebotpartly
  • Amazonbot*blocked
  • YouBot*allowed
Answering questions
  • ChatGPT-User*allowed
  • 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

apps.dtic.mil
14
japcc.org
10
gao.gov
10
rtx.com
10
lockheedmartin.com
10
congress.gov
8
armscontrol.org
8
cbo.gov
8
en.wikipedia.org
7
nationalacademies.org
7

In the study as S&P 500.

Every question, and where the company came up (1 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Best options besides legacy air traffic control systems for joint force operations
  • What are the best advanced aerospace systems for national security missions?
  • What factors affect the pricing of satellite communication systems for defense organizations?
  • Uncrewed aerial systems vs. piloted aircraft for surveillance operations
  • Estimated cost ranges for deploying layered missile defense networks
  • How to address interoperability challenges in multi-domain command and control solutions
  • Is it cost-effective to upgrade legacy radar systems to next-generation technologies?
  • Alternatives to traditional kinetic weapons for neutralizing aerial threats
  • Use cases for counter-unmanned aerial system solutions in airport security
  • Are advanced autonomous defense platforms worth the investment for military applications?
  • Which advanced cybersecurity solutions are most effective in protecting critical defense infrastructure?
  • Top-rated missile defense solutions for government agencies
  • Common issues when integrating new defense systems with existing military infrastructure
  • How are next-generation sensors used to improve space situational awareness?
  • How do integrated battle management systems compare to traditional command and control networks?
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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