What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

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Hadrian

Visibility3

Vibe70

Businesses/Manufacturing/Hadrian

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

3/100

Invisible

Sentiment Score

70/100

Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Hadrian today.

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.

Working in your favor

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

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

Gaps to close

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

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

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

Opportunities

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.

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

Highest-Impact 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.

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.

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.

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

Current State

Visibility Landscape

A high-level view of how Hadrian performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	70	70	70	85
“What do you know about Hadrian? What do they do and what's their reputation?”	Yes	Yes	Yes	#5
Core3q Product/service category queries	—	0	0	23
“how to find domestic suppliers for aerospace grade components to avoid long lead times”	—	No	No	No
“best shops for automated CNC machining of high-precision aerospace parts”	—	No	No	No
“help me find advanced manufacturing partners in the US for defense hardware”	—	No	No	#11
Growth Areas3q Adjacent, aspirational & visionary	0	0	0	0
“how to vet an aerospace contract manufacturer for quality and security standards”	—	No	No	No
“how to speed up the manufacturing cycle for defense hardware prototypes”	No	No	No	No
“who are the most innovative small-scale defense manufacturers right now”	—	No	No	No

“What do you know about Hadrian? What do they do and what's their reputation?”

Yes

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

—

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

—

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

—

#11

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

—

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

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

—

Competitive Landscape

Xometry

19 mentions

Protolabs

9 mentions

Lockheed Martin

7 mentions

Fictiv

6 mentions

Makino

6 mentions

Thomasnet

5 mentions

Velo3D

5 mentions

Northrop Grumman

5 mentions

Boeing

4 mentions

Precision Castparts Corp

4 mentions

Hadrian

1 mention

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Hadrian's AI visibility.

Key Findings

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.

Recommended Actions

Execute a Technical Data Seeding Campaign

Optimize for Domestic Sourcing Authority

Develop Persona-Specific Technical Documentation

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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

Core

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

Core

The Rapid-Scale Space Startup Lead · VP of Supply Chain and Operations

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

Adjacent

The Rapid-Scale Space Startup Lead · VP of Supply Chain and Operations

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

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

FDH Aero Suppliers - Aviation & Aircraft Part Supplier Directory

fdhaero.com

Hadrian

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Manufacturing

Start gettingrecommended by AI.

Frequently asked questions

Hadrian

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Manufacturing

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.