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 Reach

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.

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 reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	—	0	0	8
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

—

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Xometry

19 mentions

Protolabs

9 mentions

Lockheed Martin

7 mentions

Fictiv

6 mentions

Makino

6 mentions

Thomasnet

5 mentions

Loading visibility matrix...

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

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.

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

Web1 ref

Aerospace & Aircraft Machining Suppliers - Thomasnet

thomasnet.com

Web1 ref

USA Aerospace Directory

usaaerospacedirectory.com

Web1 ref

Where to Source Custom Aerospace Components

rcoeng.com

Web1 ref

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

rfqusa.com

Web1 ref

Member Directory - Aviation Suppliers Association

aviationsuppliers.org

Web1 ref

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

ensinger-pc.com

Web1 ref

Aerospace Machine Shop Suppliers for Primes

focusedonmachining.com

Web1 ref

Just-in-Time Helps Save Cost - Intrex Aerospace

intrexcorp.com

Web1 ref

Discover Aerospace Product and Parts Manufacturing companies in ...

dnb.com

Web1 ref

Understanding the Aircraft Parts Market - Wowsa Aero

wowsa.aero

Web1 ref

Aviation, Space and Defense – AS9100

ies.ncsu.edu

Edu1 ref

New Source Contract Step-by-Step - DLA

dla.mil

Web1 ref

ACM Member Profiles - Aerospace Component Manufacturers

aerospacecomponents.org

Web1 ref

Aerospace CNC Machining Services - McCormick Industries

mccormickind.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention 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

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

Backing

Investors

Floodgate

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

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

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