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.

Roadmap Pricing

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Freeform

Visibility16

Vibe89

Businesses/Manufacturing/Freeform

AI Visibility & Sentiment

Freeform

Freeform is an AI-native manufacturing company that utilizes autonomous factories and advanced machine learning to produce mission-critical metal components. Founded by former SpaceX engineers, the company focuses on high-speed, scalable production for industries such as aerospace, defense, and automotive.

Active Monitoring

freeform.co

Manufacturing Entertainment Lifestyle Streaming Services apps

AI Visibility Score

16/100

Invisible

Sentiment Score

89/100

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 Freeform today.

Freeform currently commands significant mindshare only when explicitly prompted, leaving a critical void in the automated discovery process where competitors like Xometry and Protolabs dominate the conversation. While the brand demonstrates a strong footprint in autonomous metal manufacturing search results within AI Overviews, this visibility fails to translate into the broader engineering and prototyping strategy queries where decision-makers actively compare capabilities.

Working in your favor

Secured top-tier search placement for autonomous metal manufacturing inquiries within AI Overviews and Gemini.

Maintains strong brand recall and positive sentiment when users directly investigate Freeform's identity.

Successful capture of the Procurement Innovation Manager persona through high-intent queries.

Gaps to close

Total absence from critical 'Manufacturing Provider Evaluation & Comparison' queries where competitors are frequently cited.

Failure to penetrate technical engineering discourse, resulting in zero mention rate for advanced engineering and rapid prototyping tool queries.

Limited visibility among Defense R&D researchers compared to legacy manufacturing incumbents.

Opportunities

Establish content authority in rapid prototyping and engineering services to capture the early-funnel research phase.

Aggressively target 'capabilities comparison' keywords to displace entrenched competitors like Xometry and Protolabs.

Optimize technical documentation and white papers for the specific vocabulary used by Defense R&D professionals.

Highest-Impact Actions

Develop a series of 'Capabilities Comparison' white papers and technical comparison charts.

Freeform is currently excluded from provider evaluation queries; these assets will provide AI models with the structured data necessary to include Freeform in competitive landscape responses.

Optimize technical content for advanced engineering and prototyping keyword clusters.

Capturing these high-intent queries is essential for transitioning from an 'autonomous production' niche player to a core engineering partner.

Create specialized defense-sector case studies and capability statements.

The Defense R&D persona is currently underserved; tailored content will help improve visibility for specialized platform and material queries within this high-value vertical.

Value Proposition

An AI-native, autonomous manufacturing stack that enables rapid iteration and full-scale production of complex metal components, bridging the gap between prototype and mass production.

Overview

Mission

To radically change how the world builds by applying an AI-native, autonomous mentality to manufacturing.

Products & Services

Autonomous metal manufacturingAI-driven production systemsMission-critical component fabricationScalable engineering and prototyping

Current State

Visibility Landscape

A high-level view of how Freeform 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	91	97	85
“What do you know about Freeform? What do they do and what's their reputation?”	Yes	#3	#1	#5
Core3q Product/service category queries	0	0	41	69
“what are the best companies for autonomous metal manufacturing that can handle complex aerospace parts”	No	No	#4	#1
“compare the capabilities of different metal additive manufacturing providers for industrial scale production”	—	No	No	No
“can you recommend some ai-driven production systems that actually scale from prototyping to full volume”	No	No	No	#4
Growth Areas2q Adjacent, aspirational & visionary	0	0	35	0
“what engineering services or rapid prototyping tools should i use for complex metal robotics parts”	—	No	Yes	No
“what are the top advanced manufacturing platforms for defense contractors looking to improve fabrication speed”	No	No	No	No

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

Yes

“what are the best companies for autonomous metal manufacturing that can handle complex aerospace parts”

“compare the capabilities of different metal additive manufacturing providers for industrial scale production”

—

“can you recommend some ai-driven production systems that actually scale from prototyping to full volume”

“what engineering services or rapid prototyping tools should i use for complex metal robotics parts”

—

Yes

“what are the top advanced manufacturing platforms for defense contractors looking to improve fabrication speed”

Competitive Landscape

Xometry

13 mentions

Protolabs

12 mentions

EOS GmbH

9 mentions

Desktop Metal

8 mentions

Boeing

6 mentions

3D Systems

6 mentions

Airbus

6 mentions

SpaceX

6 mentions

Colibrium Additive

6 mentions

Fictiv

6 mentions

Freeform

4 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Secured top-tier search placement for autonomous metal manufacturing inquiries within AI Overviews and Gemini.

Strength

Maintains strong brand recall and positive sentiment when users directly investigate Freeform's identity.

Strength

Successful capture of the Procurement Innovation Manager persona through high-intent queries.

Recommended Actions

Develop a series of 'Capabilities Comparison' white papers and technical comparison charts.

Freeform is currently excluded from provider evaluation queries; these assets will provide AI models with the structured data necessary to include Freeform in competitive landscape responses.

Optimize technical content for advanced engineering and prototyping keyword clusters.

Capturing these high-intent queries is essential for transitioning from an 'autonomous production' niche player to a core engineering partner.

Create specialized defense-sector case studies and capability statements.

The Defense R&D persona is currently underserved; tailored content will help improve visibility for specialized platform and material queries within this high-value vertical.

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

Autonomous & AI Driven Production Research(3 queries)

“what are the best companies for autonomous metal manufacturing that can handle complex aerospace parts”

1/4 platforms mentioned

Core

ChatGPT

1.Autonomous Machining (Net-Inspect)

2.Industrial Tool, Inc. (FANUC)

3.Hadrian Automation

4.Lockheed Martin

5.Promatic Automation

+10 more

Claude

1.GE Aerospace (Colibrium Additive)

2.CFM International (LEAP)

3.EOS GmbH

4.3D Systems

5.Airbus

+6 more

Gemini

1.Machina Labs (Roboforming)

2.Basetwo AI

3.Relativity Space (Stargate)

4.Freeform

5.SpaceX

+7 more

AI Overviews

1.Relativity Space (Stargate)

2.Velo3D (Sapphire, Assure)

3.Machina Labs (Roboforming)

4.Sintavia

5.Colibrium Additive

+2 more

“can you recommend some ai-driven production systems that actually scale from prototyping to full volume”

1/4 platforms mentioned

Core

The Technical Aerospace Lead · Chief Engineer

ChatGPT

1.Xometry

2.Fictiv

3.Vention

4.Dassault Systèmes (DELMIA, 3DEXPERIENCE)

5.Siemens (Opcenter, Opcenter X, MindSphere)

+2 more

Claude

1.GE Digital (Proficy Smart Factory)

2.Rockwell Automation (Plex MES)

3.IndustryApps

4.Retrocausal (Retrocausal Assembly Copilot)

5.Medtronic

Gemini

1.Solvoyo

2.DigifySoft AI Production ERP

3.PlanetTogether

4.Fabrico

5.Bosch

+2 more

AI Overviews

1.C3 AI Platform

2.Siemens Insights Hub (Siemens Industrial Edge)

3.Microsoft Azure AI for Manufacturing (Azure Machine Learning, Azure IoT Edge)

4.Freeform (Skyfall Platform)

5.Tulip

+4 more

“what are the top advanced manufacturing platforms for defense contractors looking to improve fabrication speed”

0/4 platforms mentioned

Adjacent

The Technical Aerospace Lead · Chief Engineer

ChatGPT

1.Siemens Xcelerator (Opcenter)

2.Siemens

3.Dassault Systèmes 3DEXPERIENCE (SIMULIA)

4.PTC Windchill

5.PTC (ThingWorx)

+6 more

Claude

1.Additive Industries

2.3D Systems

3.AddUp (Magic 800)

4.NASA (GRX-810)

Gemini

1.Velo3D (Sapphire XC 1MZ)

2.3D Systems

3.Conflux Technology

4.Rapid Fusion

5.Lockheed Martin

+17 more

AI Overviews

1.Xometry

2.Protolabs

3.Fictiv

4.Factorem

5.Hadrian

+8 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.

Capabilities

autonomous-machining.com

Freeform

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Manufacturing

Start gettingrecommended by AI.

Frequently asked questions

Freeform

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

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.