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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Fluid

Visibility34

Vibe86

Businesses/Virtual Reality Software/Fluid

AI Visibility & Sentiment

Fluid

Fluid is a cutting-edge virtual reality operating system designed to transform how users consume content and multitask in immersive environments. It provides a standalone, high-performance workspace that allows users to manage multiple apps, browse the web, and collaborate seamlessly in custom-tailored virtual spaces.

Active Monitoring

fluid.so

Virtual Reality Software

AI Visibility Score

34/100

Low

Sentiment Score

86/100

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 Fluid today.

Fluid is currently a stealth player in the AI ecosystem, finding its strongest foothold in Google’s AI Overviews while remaining virtually non-existent in the conversational reasoning of ChatGPT. The brand demonstrates clear product-market fit within spatial computing workflows, yet it is currently failing to capitalize on its potential as a primary OS alternative for power users.

Working in your favor

Secured top-three placements within Google AI Overviews for spatial multitasking and workflow enhancement queries.

Strong performance in search-integrated AI environments where users are actively seeking high-utility VR software.

Successfully reaching the 'Enterprise Technology Evaluator' persona, capturing nearly one-third of relevant brand mentions.

Gaps to close

Complete lack of presence within the ChatGPT ecosystem, missing out on critical discovery and recommendation loops.

Under-indexing on 'VR Operating System' queries, allowing competitors like Meta Horizon OS to dominate the foundational software narrative.

Insufficient brand-specific awareness, as evidenced by limited recognition when users perform direct 'vibe checks' on the company.

Opportunities

Aggressively optimize content for VR OS comparison queries to challenge incumbent operating systems.

Develop conversational AI training data that explicitly connects Fluid to 'standalone computer' use cases.

Scale presence across Claude and Gemini to capture the technical audiences currently discovering competitors like Immersed.

Highest-Impact Actions

Develop and syndicate technical whitepapers focused on 'VR Operating System Stability'.

The data shows that competitors are winning the 'stable OS' narrative; positioning Fluid as the robust, enterprise-grade alternative will capture the currently underserved technical audience.

Implement a structured data and SEO strategy tailored to ChatGPT’s training preferences.

A 0% mention rate on ChatGPT is a critical vulnerability that leaves the door wide open for competitors to dominate the top-of-funnel consideration phase.

Produce 'Spatial Computing Workflow' case studies featuring the Enterprise Technology Evaluator persona.

Since this persona is already engaging with Fluid at a 31% rate, scaling this messaging will convert high-intent interest into market authority.

Value Proposition

Fluid offers a truly standalone, infinite canvas for productivity in VR, eliminating the need for external PCs while providing a seamless, multi-window multitasking experience.

Overview

Mission

To provide the best way to watch content, use the apps you love, and explore the web in VR.

Products & Services

VR Operating SystemSpatial Multitasking InterfaceCustomizable Virtual EnvironmentsMulti-language Keyboard & Mouse Support

Current State

Visibility Landscape

A high-level view of how Fluid 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	70
“What do you know about Fluid? What do they do and what's their reputation?”	Yes	Yes	Yes	Yes
Core4q Product/service category queries	0	39	50	74
“how can I actually use my Meta Quest for work, what software do I need for better multitasking?”	No	No	#5	#5
“best apps for spatial multitasking on Quest, I need to have multiple browser windows and docs open at once”	—	#3	#5	#1
“what are the most stable VR operating system alternatives for Quest right now, I need something better than the default”	No	No	No	#3
“what's the best way to set up a virtual office in VR, what apps support keyboard and mouse integration?”	No	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	79
“is it possible to use a VR headset as a standalone computer without a PC, what's the best setup?”	No	No	No	#7

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

Yes

“how can I actually use my Meta Quest for work, what software do I need for better multitasking?”

“best apps for spatial multitasking on Quest, I need to have multiple browser windows and docs open at once”

—

“what are the most stable VR operating system alternatives for Quest right now, I need something better than the default”

“what's the best way to set up a virtual office in VR, what apps support keyboard and mouse integration?”

“is it possible to use a VR headset as a standalone computer without a PC, what's the best setup?”

Competitive Landscape

Virtual Desktop

40 mentions

Immersed

35 mentions

Meta Quest

33 mentions

Horizon Workrooms

17 mentions

Fluid

17 mentions

Meta Quest 3

15 mentions

Horizon OS

14 mentions

Meta Horizon Workrooms

10 mentions

Windows

10 mentions

Teams

9 mentions

Microsoft Office

9 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Secured top-three placements within Google AI Overviews for spatial multitasking and workflow enhancement queries.

Strength

Strong performance in search-integrated AI environments where users are actively seeking high-utility VR software.

Strength

Successfully reaching the 'Enterprise Technology Evaluator' persona, capturing nearly one-third of relevant brand mentions.

Recommended Actions

Develop and syndicate technical whitepapers focused on 'VR Operating System Stability'.

The data shows that competitors are winning the 'stable OS' narrative; positioning Fluid as the robust, enterprise-grade alternative will capture the currently underserved technical audience.

Implement a structured data and SEO strategy tailored to ChatGPT’s training preferences.

A 0% mention rate on ChatGPT is a critical vulnerability that leaves the door wide open for competitors to dominate the top-of-funnel consideration phase.

Produce 'Spatial Computing Workflow' case studies featuring the Enterprise Technology Evaluator persona.

Since this persona is already engaging with Fluid at a 31% rate, scaling this messaging will convert high-intent interest into market authority.

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

Optimizing VR For Productivity(2 queries)

“how can I actually use my Meta Quest for work, what software do I need for better multitasking?”

2/4 platforms mentioned

Core

ChatGPT

1.Meta Quest

2.Horizon Workrooms

3.Immersed

4.Virtual Desktop

5.Windows Mixed Reality Link

+7 more

Claude

1.Meta Quest

2.Microsoft Office

3.Office 365

4.Immersed

5.Quest 3

+6 more

Gemini

1.Meta Quest

2.Immersed

3.Virtual Desktop

4.Meta Horizon Workrooms

5.Fluid Browser

+10 more

AI Overviews

1.Meta Quest

2.Immersed

3.Mac

4.Windows

5.Linux

9.Fluid Browser

+9 more

“is it possible to use a VR headset as a standalone computer without a PC, what's the best setup?”

0/4 platforms mentioned

Adjacent

The Remote Productivity Architect · Principal Software Engineer

ChatGPT

1.Apple Vision Pro

2.Meta Quest 3

3.Valve Steam Frame

4.Pico 4 Ultra

Claude

1.Snapdragon

2.Meta Quest 3

3.Quest Pro

4.Pico 4 Ultra

5.Steam Frame

+1 more

Gemini

1.Meta Quest 3

2.Qualcomm Snapdragon XR2 Gen 2

3.Meta Quest Store

4.Pico 4

5.Snapdragon XR2

+3 more

AI Overviews

1.Meta Quest 3

2.PC Gamer

3.PCMag

4.Microsoft Office

5.Word

+4 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.

Meta Horizon Workrooms Discontinued 2026

roadtovr.com

Fluid

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Fluid

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.