Hadrian

Visibility1

Vibe70

AI Visibility & Sentiment

Hadrian

Hadrian is an advanced manufacturing company focused on precision aerospace and defense parts production. They operate automated factories across multiple U.S. locations, leveraging cutting-edge technology to modernize American manufacturing capabilities.

Active Monitoring

hadrian.co

Manufacturing Startups

AI Visibility Score

1/100

Invisible

Sentiment Score

70/100

AI Perception

Summary

Hadrian is currently ghosting the AI discovery layer, remaining completely invisible to users on ChatGPT, Claude, and Gemini despite its status as a disruptive force in aerospace manufacturing. While the brand has managed a minor foothold in Google AI Overviews for defense-related sourcing, it is being systematically bypassed in favor of digital-first competitors like Xometry and Protolabs who dominate high-intent procurement queries.

Value Proposition

Modernizing American manufacturing through automated, high-precision factories that deliver aerospace and defense-grade components with speed and reliability.

Overview

Mission

Rebuilding American manufacturing capacity through automation and advanced technology.

Products & Services

Precision aerospace parts manufacturingDefense component productionAutomated CNC machiningContract manufacturing services

Agent Breakdown

AI Platforms

How often do different AI platforms reference Hadrian?

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Conversation Analysis

Topics

What conversations is Hadrian included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Hadrian to, and when?

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Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Aerospace Supply Chain Reshoring(3 queries)

“how to find domestic suppliers for aerospace grade components to avoid long lead times”

0/3 platforms mentioned

Claude

1.Thomas Register

2.Alibaba

3.Global Sources

4.MFG.com

5.TraceLink

+4 more

Gemini

1.Aerospace Industries Association

2.National Defense Industrial Association

3.Panjiva

4.S&P Global

5.Kompass

+5 more

AI Overviews

1.Thomasnet

2.USA Aerospace Directory

3.Aviation Suppliers Association

4.Boeing

5.Lockheed Martin

+4 more

“help me find advanced manufacturing partners in the US for defense hardware”

0/3 platforms mentioned

Claude

1.Velo3D

2.Xometry

3.Fast Radius

4.Makino

5.Duraturn

+1 more

Gemini

1.ProtoCAM

2.Xometry

3.Farsight

4.Farsight Manufacturing

5.America Makes

+2 more

AI Overviews

1.Barron Industries

2.Lockheed Martin

3.RTX Corporation (Raytheon)

4.Northrop Grumman

5.General Dynamics

+9 more

“who are the most innovative small-scale defense manufacturers right now”

0/3 platforms mentioned

Claude

1.Velo3D

2.Hyperganic

3.Makino

4.Haas

5.DMG

+4 more

Gemini

1.3D Systems

2.SLM Solutions

3.Velo3D

4.Sapphire

5.Flow

+5 more

AI Overviews

1.Anduril Industries

2.Lattice OS

3.Shield AI

4.Hivemind AI

5.Skydio

+9 more

High Precision Component Sourcing(1 query)

“best shops for automated CNC machining of high-precision aerospace parts”

0/3 platforms mentioned

Claude

1.Precision Castparts Corp

2.Berkshire Hathaway

3.Magellan Aerospace

4.Triumph Group

5.ESCO Technologies

+5 more

Gemini

1.Stratasys Direct Manufacturing

2.Proto Labs

3.FMI Aerostructures

4.FMI Precision Machining

5.Exergy, LLC

+5 more

AI Overviews

1.Miller CNC

2.Owens Industries

3.Collins Aerospace

4.Airbus A350

5.F-16

+7 more

Manufacturing Partner Trust & Reliability(1 query)

“how to vet an aerospace contract manufacturer for quality and security standards”

0/3 platforms mentioned

Claude

1.TÜV SÜD

2.DNV

Gemini

1.AuditBoard

2.ServiceNow GRC

3.LogicManager

4.SupplyOn

5.Coupa

+1 more

AI Overviews

1.A3D Manufacturing

2.Modus Advanced

3.Whip Industries

Accelerating Defense R&D(1 query)

“how to speed up the manufacturing cycle for defense hardware prototypes”

0/4 platforms mentioned

ChatGPT

1.Ansys

2.Altair

3.Simcenter

4.Siemens

5.COMSOL

+45 more

Claude

1.ANSYS

2.COMSOL

3.Kinaxis

4.TraceLink

5.Dassault Systèmes

+9 more

Gemini

1.SLM Solutions

2.EOS

3.GE Additive

4.Stratasys

5.Formlabs

+9 more

AI Overviews

1.I-Connect007

2.Exxact Corp.

3.FluidForming

4.New Age Metal Fabrication

5.Patsnap Eureka

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Hadrian shows a nascent presence within Google AI Overviews, specifically capturing a mention for 'advanced manufacturing partners in the US' at position #11.

Strength

The brand maintains a positive sentiment profile when it is surfaced, particularly regarding its identity as an innovative defense manufacturer.

Gap

Total absence across all major LLMs (ChatGPT, Claude, Gemini), meaning AI-native buyers never see Hadrian as an option for aerospace or CNC machining.

Gap

Zero visibility with the 'High-Precision Mechanical Engineer' and 'Rapid-Scale Space Startup' personas, who are instead being directed toward Xometry and Fictiv.

Gap

Failure to rank for 'aerospace supply chain reshoring' and 'automated CNC machining' queries, which are the core pillars of Hadrian's value proposition.

Opportunity

Claim the 'Software-Defined Manufacturing' narrative to differentiate from legacy players like Lockheed Martin and Northrop Grumman who lead on name recognition but not on automation speed.

Opportunity

Target the 'Accelerating Defense R&D' query set where competitors are currently weak, positioning Hadrian as the primary solution for speed-to-market.

Technical Health

Site Health for AI Visibility

How well Hadrian's website is optimized for AI agent discovery and comprehension.

85/100

15 passed 2 warnings 2 issues

Audited 2/27/2026

Crawlability93

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO84

Titles, descriptions, headings

Content Quality47

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

No robots.txt file found

Create a robots.txt file at your domain root. Optional but recommended.

3 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Few internal links on this page

Add more internal links to related pages on your site.

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Brand Identity

Brand Voice & Style

How AI perceives Hadrian's communication style and personality

Hadrian communicates with a confident, mission-driven tone that emphasizes American manufacturing excellence and technological innovation. The brand voice is serious and professional, reflecting the high-stakes nature of aerospace and defense work, while maintaining an ambitious and forward-looking perspective. Communication is direct and purposeful, avoiding unnecessary flourishes in favor of substance and credibility.

Core Tone Traits

Mission-Driven

Communicates with purpose and conviction about rebuilding American manufacturing

Technically Confident

Speaks with authority on precision manufacturing and automation

Professionally Direct

Clear, no-nonsense communication style befitting defense industry standards

Ambitiously Modern

Forward-looking perspective on the future of manufacturing technology

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Hadrian

Xometry19 mentions

Protolabs9 mentions

Lockheed Martin7 mentions

Fictiv6 mentions

Makino6 mentions

Thomasnet5 mentions

Velo3D5 mentions

Northrop Grumman5 mentions

Boeing4 mentions

Precision Castparts Corp4 mentions

Hadrian1 mention

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

FDH Aero Suppliers - Aviation & Aircraft Part Supplier Directory

https://fdhaero.com/suppliers-all/

Referenced in 1 query

Review

Aerospace & Aircraft Machining Suppliers - Thomasnet

https://www.thomasnet.com/suppliers/usa/aerospace-aircraft-machining-45328606

Referenced in 1 query

Review

USA Aerospace Directory

https://www.usaaerospacedirectory.com/directory.htm

Referenced in 1 query

Review

Where to Source Custom Aerospace Components

https://www.rcoeng.com/blog/where-to-source-custom-aerospace-components

Referenced in 1 query

Review

Find Trusted Aerospace and Defense Manufacturers in the U.S.

https://rfqusa.com/companies/category/aerospace-defense/

Referenced in 1 query

Review

Member Directory - Aviation Suppliers Association

https://www.aviationsuppliers.org/member-directory

Referenced in 1 query

Review

How AS9100 Certification Became Aerospace's Gatekeeper and How It ...

https://www.ensinger-pc.com/resources/blog/how-as9100-certification-became-aerospaces-gatekeeper-and-how-it-benefits-you/

Referenced in 1 query

Review

Aerospace Machine Shop Suppliers for Primes

https://www.focusedonmachining.com/blog/aerospace-machine-shop-helps-primes-add-approved-suppliers

Referenced in 1 query

Review

Just-in-Time Helps Save Cost - Intrex Aerospace

https://www.intrexcorp.com/aerospace-manufacturers-jit/

Referenced in 1 query

Review

Discover Aerospace Product and Parts Manufacturing companies in ...

https://www.dnb.com/business-directory/company-information.aerospace_product_and_parts_manufacturing.us.connecticut.html

Referenced in 1 query

Review

Understanding the Aircraft Parts Market - Wowsa Aero

https://wowsa.aero/aircraft-parts-supply/aircraft-parts-market/

Referenced in 1 query

Review

Aviation, Space and Defense – AS9100

https://ies.ncsu.edu/solution/as9100/

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Hadrian's resources to help users.

Launch Technical Data Seeding Content Campaign

Address Hadrian's current invisibility in LLM responses by publishing high-density technical content that AI models will reference in future training. Create and distribute detailed whitepapers, case studies, and technical documentation featuring specific CNC tolerances, defense compliance metrics (ITAR, AS9100), and precision manufacturing specifications across platforms that LLMs actively crawl.

Inside Our Tolerances: How We Achieve ±0.0001" Precision on Aerospace Components

ITAR Compliance Decoded: What Defense Contractors Must Know About Domestic Manufacturing

Case Study: Delivering 500 Flight-Critical Parts with Zero Defects for a Major Defense Program

The Technical Specifications Behind Modern Automated CNC Machining for Aerospace

AS9100 Certification: Why It Matters for Every Aerospace Supply Chain Decision

Dominate US Aerospace Reshoring Search Queries

Outcompete Xometry and other competitors for 'domestic supplier' AI queries by aggressively building brand association with US-based aerospace reshoring. Pursue earned media placements, industry publication citations, and strategic content positioning that establishes Hadrian as the definitive voice in American manufacturing resurgence.

Why Reshoring Aerospace Manufacturing Is No Longer Optional for National Security

The Hidden Costs of Offshore Precision Parts: A Supply Chain Risk Analysis

How Hadrian's US-Based Factories Are Rebuilding America's Defense Industrial Base

Domestic Sourcing 101: Questions Every Aerospace Procurement Team Should Ask

From Dependence to Independence: The New Era of American Precision Manufacturing

Create Engineer-Focused Technical Documentation Hub

Capture the underserved Mechanical Engineer persona showing zero visibility by developing documentation that directly addresses their automated machining challenges. Publish detailed technical guides, tolerance specifications, and problem-solving content that positions Hadrian as the go-to resource for high-precision manufacturing decisions.

Solving the Top 5 CNC Machining Challenges Mechanical Engineers Face in Aerospace

Material Selection Guide: Titanium vs. Inconel for High-Stress Aerospace Applications

How Automated Quality Control Eliminates Human Error in Precision Part Production

Engineering Tolerances Explained: When 0.001" Makes the Difference Between Pass and Fail

Design for Manufacturability: What Engineers Should Know Before Specifying Aerospace Parts

Build Authority in Defense Industry Publications

Increase citation frequency in high-signal sources that LLMs reference by securing features, bylines, and expert commentary in defense and aerospace trade publications. This earned media strategy directly addresses the recommendation to improve brand visibility through industry citations that feed AI training data.

Op-Ed: The Factory Automation Revolution Defense Contractors Cannot Ignore

Expert Commentary: What the CHIPS Act Means for Aerospace Supply Chains

Industry Analysis: Comparing Traditional vs. Automated Approaches to Defense Manufacturing

The Future of American Factories: Automation, Precision, and National Security

Why Speed-to-Part Matters More Than Ever in Modern Defense Procurement

Content Engineering

Recommended Actions

Execute a Technical Data Seeding Campaign

Since Hadrian is currently ignored by LLMs, you must publish high-density technical whitepapers and case studies detailing specific CNC tolerances and defense compliance metrics to feed future model training sets.

Impact: High

Optimize for Domestic Sourcing Authority

Competitors like Xometry are winning 'domestic supplier' queries; Hadrian must aggressively associate its brand with 'US-based aerospace reshoring' through earned media and industry citations to move up from position #11 in AI Overviews.

Impact: High

Develop Persona-Specific Technical Documentation

The data shows zero visibility for Mechanical Engineers. Creating documentation that speaks to specific engineering challenges in automated machining will capture the 'High-Precision' persona that is currently underserved.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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