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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Massless Ltd.

Visibility12

Vibe67

Businesses/Information Technology/Massless Ltd.

AI Visibility & Sentiment

Massless Ltd.

Massless provides a professional-grade ecosystem for 3D creators, enabling them to design, review, and iterate on complex models in immersive environments. The company is best known for its high-precision VR stylus and its Massless Space platform, which synchronizes 3D design work in real-time across industry-standard software.

Active Monitoring

massless.io

Information Technology Startups

AI Visibility Score

12/100

Invisible

Sentiment Score

67/100

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

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Massless Ltd. today.

Massless Ltd. maintains a strong brand identity within its niche, yet faces a significant disconnect between its established recognition and its absence in critical purchase-intent conversations. While the brand is accurately identified by name, it fails to appear in high-value queries regarding professional 3D hardware and immersive design workflows where competitors like Gravity Sketch and Blender currently dominate.

Working in your favor

High brand recall in direct 'vibe check' inquiries on ChatGPT and Gemini, indicating clear established brand awareness

Positive sentiment among independent industrial designers and enterprise innovation directors when the brand is surfaced

Gaps to close

Total absence in 'core' professional hardware and software recommendation queries, creating a critical visibility void

Failure to intercept search traffic related to 3D design reviews and remote collaboration tools where the brand has functional overlap

Negligible presence in the competitive landscape for VR stylus tools and immersive design software, allowing incumbents to capture the entire consideration phase

Opportunities

Optimizing content to align with 'core' industry keywords like 'immersive design workflow' and 'remote 3d collaboration' to capture intent-driven traffic

Targeting technical implementation leads through authoritative whitepapers or technical use-case guides that address 3D synchronization challenges

Securing mentions in comparative evaluations of 3D software to prevent competitors from owning the 'alternative to' narrative

Highest-Impact Actions

Develop and distribute high-authority 'Immersive Design Workflow' whitepapers that explicitly solve the technical synchronization challenges mentioned in core queries.

The brand is missing from the purchase funnel; positioning Massless as the technical solution to specific pain points will force the brand into the consideration set.

Execute a targeted SEO and AI content strategy focusing on the top-ranking 'core' competitor keywords, specifically targeting 'VR stylus tools' and 'remote 3D design reviews.'

Competitors like Gravity Sketch and Blender are capturing high-intent search traffic because they are consistently associated with these industry keywords.

Create content specifically tailored to the 'Technical Implementation Lead' persona, focusing on integration with existing 3D ecosystems.

This persona is currently showing low engagement and neutral sentiment; providing technical, integration-focused content will bridge the trust gap with this decision-maker.

Value Proposition

Massless bridges the gap between traditional 2D workflows and immersive 3D environments by offering sub-millimeter precision in VR and live cross-platform synchronization, allowing users to leverage muscle memory and eliminate time-consuming file import/export cycles.

Overview

Mission

To dramatically improve the way professionals interface with the digital world, making the experience easier, faster, and more intuitive.

Products & Services

Massless SpaceMassless PenMassless Plugins (Blender & Unity)Global Studio (Web App)Massless Media API

Current State

Visibility Landscape

A high-level view of how Massless Ltd. 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	97	—	97	—
“What do you know about Massless Ltd.? What do they do and what's their reputation?”	#1	—	#1	—
Core4q Product/service category queries	0	—	30	—
“what are the best stylus tools for working in vr that offer sub-millimeter precision for 3d modeling”	No	—	#6	—
“recommend some vr software that lets me design and sync models with blender in real time”	No	—	No	—
“what should i look for when choosing a professional immersive design platform for a team of 3d artists”	No	—	No	—
“best alternatives to nvidia omniverse for a mid-sized studio doing mostly product design”	No	—	No	—
Growth Areas5q Adjacent, aspirational & visionary	0	—	0	—
“what hardware should i get if i want to start using vr for industrial styling and product engineering”	No	—	No	—
“what are the most recommended plugins for blender to speed up my professional workflow in 2026”	No	—	No	—
“best web apps for remote 3d design reviews that handle complex architectural models well”	No	—	No	—
“what software tools work best for syncing 3d models across different departments in a design agency”	No	—	No	—
“how can my design team improve our feedback loops and reduce the time spent moving files between different 3d tools”	No	—	No	—

“What do you know about Massless Ltd.? What do they do and what's their reputation?”

—

“what are the best stylus tools for working in vr that offer sub-millimeter precision for 3d modeling”

—

“recommend some vr software that lets me design and sync models with blender in real time”

—

“what should i look for when choosing a professional immersive design platform for a team of 3d artists”

—

“best alternatives to nvidia omniverse for a mid-sized studio doing mostly product design”

—

“what hardware should i get if i want to start using vr for industrial styling and product engineering”

—

“what are the most recommended plugins for blender to speed up my professional workflow in 2026”

—

“best web apps for remote 3d design reviews that handle complex architectural models well”

—

“what software tools work best for syncing 3d models across different departments in a design agency”

—

“how can my design team improve our feedback loops and reduce the time spent moving files between different 3d tools”

—

Competitive Landscape

Blender

29 mentions

Rhino

25 mentions

Gravity Sketch

21 mentions

ShapesXR

17 mentions

Nvidia Omniverse

17 mentions

SolidWorks

16 mentions

Revit

16 mentions

Speckle

16 mentions

Unity

14 mentions

Unreal Engine

12 mentions

Massless Ltd.

2 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand recall in direct 'vibe check' inquiries on ChatGPT and Gemini, indicating clear established brand awareness

Strength

Positive sentiment among independent industrial designers and enterprise innovation directors when the brand is surfaced

Gap

Total absence in 'core' professional hardware and software recommendation queries, creating a critical visibility void

Recommended Actions

Develop and distribute high-authority 'Immersive Design Workflow' whitepapers that explicitly solve the technical synchronization challenges mentioned in core queries.

The brand is missing from the purchase funnel; positioning Massless as the technical solution to specific pain points will force the brand into the consideration set.

Execute a targeted SEO and AI content strategy focusing on the top-ranking 'core' competitor keywords, specifically targeting 'VR stylus tools' and 'remote 3D design reviews.'

Competitors like Gravity Sketch and Blender are capturing high-intent search traffic because they are consistently associated with these industry keywords.

Create content specifically tailored to the 'Technical Implementation Lead' persona, focusing on integration with existing 3D ecosystems.

This persona is currently showing low engagement and neutral sentiment; providing technical, integration-focused content will bridge the trust gap with this decision-maker.

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

Professional 3D Design & VR Workflow Hardware(3 queries)

“what are the best stylus tools for working in vr that offer sub-millimeter precision for 3d modeling”

1/2 platforms mentioned

Core

ChatGPT

1.HaptX (HaptX Gloves G1)

2.3D Systems (3D Systems Touch)

3.Geomagic Sculpt

4.Logitech (Logitech MX Ink)

5.Gravity Sketch

+8 more

Gemini

1.Gravity Sketch

2.ShapesXR

3.SteamVR (Lighthouse)

4.Blender

5.Airbus

+1 more

“recommend some vr software that lets me design and sync models with blender in real time”

0/2 platforms mentioned

Core

ChatGPT

1.Adobe Substance 3D Modeler

2.Blender (Blender XR)

3.Adobe (Substance 3D Connector, Substance Painter)

4.Gravity Sketch

5.Freebird

+1 more

Gemini

1.Blender

2.Freebird XR

3.Gravity Sketch (Landing Pad)

4.Mocap Fusion

5.Adobe Substance 3D Modeler

+4 more

“what hardware should i get if i want to start using vr for industrial styling and product engineering”

0/2 platforms mentioned

Adjacent

ChatGPT

1.Gravity Sketch

2.Intel

3.NVIDIA

4.3dconnexion SpaceMouse

5.HaptX

+1 more

Gemini

1.Varjo

2.Autodesk (VRED)

3.NVIDIA (Omniverse)

4.Unreal Engine

5.Sony

+13 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.

HaptX Gloves G1

vrarwiki.com

Massless Ltd.

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Investors

Engineer content that makes AI agents recommend you

Explore Information Technology

Start gettingrecommended by AI.

Frequently asked questions

Massless Ltd.

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Investors

Engineer content that makes AI agents recommend you

Explore Information Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.