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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Reaktive

Visibility0

Vibe55

Businesses/Cloud Computing/Reaktive

AI Visibility & Sentiment

Reaktive

Reaktive is a technology company that provides high-performance cloud workstations and ultra-low latency remote desktop software. Their platform enables creative professionals and technical teams to perform resource-intensive tasks like 3D animation and video editing from anywhere using a virtual environment that feels native.

Active Monitoring

reaktive.io

Cloud Computing Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

55/100

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 Reaktive today.

Reaktive is currently invisible within the AI-driven consideration phase for high-performance cloud workstations, ceding the entire decision-making landscape to established industry incumbents like NVIDIA and CoreWeave. While the brand is recognized when explicitly queried, it has failed to embed itself into the generative discovery paths of technical leads, IT managers, and visualizers who rely on AI to source cloud infrastructure.

Working in your favor

Brand recognition exists when users directly search for 'Reaktive', indicating that existing digital touchpoints have successfully established basic company awareness.

Gaps to close

Complete lack of visibility in technical recommendation queries regarding cloud-based workstations for 3D animation and VFX studios.

Absence from critical comparison queries pitting cloud providers against established incumbents like Parsec or HP Anyware.

Failure to capture interest from high-value personas including enterprise IT operations managers and technical leads during their infrastructure planning phases.

Opportunities

Capitalize on the white space in 'alternative' queries by establishing Reaktive as the go-to solution for remote desktop and cloud GPU reliability.

Align content strategy with the workflow modernization requirements of game development teams, a key area where competitors are currently dominating the narrative.

Target the specific pain points of architectural visualizers by indexing for reliable cloud GPU performance in AI-generated responses.

Highest-Impact Actions

Develop a comprehensive technical content library focused on 'Cloud Workstation Alternatives' and 'Remote Streaming Protocols'.

The data shows competitors like Parsec and NICE DCV dominating these specific query segments; producing authoritative content on these topics is necessary to displace them in AI-assisted discovery.

Optimize digital infrastructure and documentation to be consumed by Large Language Model indexers for 'High-Performance Cloud Workstation' keywords.

Currently, Reaktive is completely missing from the AI decision-making funnel; technical documentation must be structured to explicitly answer the 'what should I look for' queries that drive enterprise procurement.

Execute a targeted case study series highlighting Reaktive's utility for specific high-stakes personas like VFX studios and remote game dev teams.

Targeted, persona-specific use cases provide the concrete evidence AI models need to justify recommending Reaktive as a top-tier alternative during user inquiries.

Value Proposition

Reaktive utilizes a proprietary ultra-low latency streaming protocol and custom Windows kernel drivers to provide a seamless, 'native-feel' remote experience, distinguishing it from traditional remote desktop solutions.

Overview

Mission

To replace the desktop by democratizing access to high-performance computing, decoupling professional creative work from physical hardware.

Products & Services

Reaktive Cloud WorkstationsUltra-Low Latency Streaming ProtocolResource Allocation Server

Current State

Visibility Landscape

A high-level view of how Reaktive 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 Reaktive? What do they do and what's their reputation?”	#1	—	#1	—
Core4q Product/service category queries	0	—	0	—
“what are the best cloud-based workstations for 3d animation that actually feel like using a local pc”	No	—	No	—
“compare cloud workstation providers for vfx studios that need ultra-low latency for heavy maya and blender projects”	No	—	No	—
“best alternatives to parsec or hp anyware for remote desktop streaming in professional production environments”	No	—	No	—
“what should i look for when vetting a cloud provider for professional creative work like 4k video editing”	No	—	No	—
Growth Areas5q Adjacent, aspirational & visionary	0	—	0	—
“what are the most reliable cloud GPU platforms for architectural visualization firms that need to render complex scenes remotely”	No	—	No	—
“what is the current state of remote streaming protocols for pro-level creative tools and which companies offer the lowest latency”	No	—	No	—
“what tools should i use to transition a small game dev team to a fully remote workflow with cloud-based hardware”	No	—	No	—
“what are the best enterprise software solutions for managing gpu resources across a distributed creative team”	No	—	No	—
“how do i build a decentralized workstation infrastructure for a team of freelance animators so they can collaborate on the same project files”	No	—	No	—

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

—

“what are the best cloud-based workstations for 3d animation that actually feel like using a local pc”

—

“compare cloud workstation providers for vfx studios that need ultra-low latency for heavy maya and blender projects”

—

“best alternatives to parsec or hp anyware for remote desktop streaming in professional production environments”

—

“what should i look for when vetting a cloud provider for professional creative work like 4k video editing”

—

“what are the most reliable cloud GPU platforms for architectural visualization firms that need to render complex scenes remotely”

—

“what is the current state of remote streaming protocols for pro-level creative tools and which companies offer the lowest latency”

—

“what tools should i use to transition a small game dev team to a fully remote workflow with cloud-based hardware”

—

“what are the best enterprise software solutions for managing gpu resources across a distributed creative team”

—

“how do i build a decentralized workstation infrastructure for a team of freelance animators so they can collaborate on the same project files”

—

Competitive Landscape

NVIDIA

39 mentions

Blender

31 mentions

CoreWeave

27 mentions

Parsec

24 mentions

Maya

24 mentions

AWS

21 mentions

Azure

20 mentions

NICE DCV

20 mentions

Teradici

18 mentions

Okta

18 mentions

Reaktive

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition exists when users directly search for 'Reaktive', indicating that existing digital touchpoints have successfully established basic company awareness.

Gap

Complete lack of visibility in technical recommendation queries regarding cloud-based workstations for 3D animation and VFX studios.

Gap

Absence from critical comparison queries pitting cloud providers against established incumbents like Parsec or HP Anyware.

Recommended Actions

Develop a comprehensive technical content library focused on 'Cloud Workstation Alternatives' and 'Remote Streaming Protocols'.

The data shows competitors like Parsec and NICE DCV dominating these specific query segments; producing authoritative content on these topics is necessary to displace them in AI-assisted discovery.

Optimize digital infrastructure and documentation to be consumed by Large Language Model indexers for 'High-Performance Cloud Workstation' keywords.

Execute a targeted case study series highlighting Reaktive's utility for specific high-stakes personas like VFX studios and remote game dev teams.

Targeted, persona-specific use cases provide the concrete evidence AI models need to justify recommending Reaktive as a top-tier alternative during user inquiries.

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

High Performance Cloud Workstation Selection(3 queries)

“what are the best cloud-based workstations for 3d animation that actually feel like using a local pc”

0/2 platforms mentioned

Core

ChatGPT

1.NVIDIA

2.Teradici (PCoIP)

3.Parsec

4.Blender

5.Maya

+9 more

Gemini

1.Wacom (Wacom Bridge, Wacom Inkline, Cintiq, Intuos Pro)

2.Remāngu

3.HP Anyware

4.Teradici

5.NVIDIA

+16 more

“compare cloud workstation providers for vfx studios that need ultra-low latency for heavy maya and blender projects”

0/2 platforms mentioned

Core

ChatGPT

1.Blender

2.AWS (EC2, AWS Nitro, NICE DCV, S3, Nimble Studio)

3.Microsoft Azure (Azure Virtual Desktop)

4.Google Cloud (Cloud Workstations)

5.NVIDIA

+4 more

Gemini

1.Maya

2.Blender

3.HP Anyware (Teradici)

4.Parsec

5.BeBop Technology

+9 more

“best alternatives to parsec or hp anyware for remote desktop streaming in professional production environments”

0/2 platforms mentioned

Core

ChatGPT

1.Parsec

2.HP Anyware (PCoIP)

3.Splashtop Enterprise (Splashtop Performance)

4.Amazon DCV

5.Mechdyne TGX

+12 more

Gemini

1.Parsec (Parsec for Teams)

2.HP Anyware (Teradici)

3.NICE DCV

4.AWS

5.Reemo

+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.

Ph5fxy

reddit.com

Forum1 ref

1dclmwt

reddit.com

Forum1 ref

Right Gpu Vsoftware

docs.nvidia.com

Web1 ref

Kodrtg

reddit.com

Forum1 ref

1h1ony7

reddit.com

Forum1 ref

GeForce Now

en.wikipedia.org

Wiki1 ref

Gpu Powered Windows 365 Cloud Pcs With Nvidia Rtx Virtual Workstation For High End Graphics Workloads

developer.nvidia.com

Web1 ref

Gpu Cloud Providers 2026

ventusserver.com

Web1 ref

I Tracked Gpu Prices Across 25 Cloud Providers

reddit.com

Forum1 ref

1fd2ky8

reddit.com

Forum1 ref

Watch

youtube.com

Video1 ref

2603.06850

arxiv.org

Web1 ref

2508.12961

arxiv.org

Web1 ref

High Performance Iaas Regional Latency Benchmarks Across Aws Gcp Azure And Oci

netintel.co

Web1 ref

Aeron On Aws 2025 Performance Benchmark Results

aws.amazon.com

Web1 ref

Backing

Investors

Weekend Fund

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 March 22, 2026.

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Businesses/Cloud Computing/Reaktive

AI Visibility & Sentiment

Reaktive

Active Monitoring

reaktive.io

Cloud Computing Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

55/100

Score by Priority

core

adjacent

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Reaktive today.

Working in your favor

Brand recognition exists when users directly search for 'Reaktive', indicating that existing digital touchpoints have successfully established basic company awareness.

Gaps to close

Complete lack of visibility in technical recommendation queries regarding cloud-based workstations for 3D animation and VFX studios.

Absence from critical comparison queries pitting cloud providers against established incumbents like Parsec or HP Anyware.

Failure to capture interest from high-value personas including enterprise IT operations managers and technical leads during their infrastructure planning phases.

Opportunities

Capitalize on the white space in 'alternative' queries by establishing Reaktive as the go-to solution for remote desktop and cloud GPU reliability.

Align content strategy with the workflow modernization requirements of game development teams, a key area where competitors are currently dominating the narrative.

Target the specific pain points of architectural visualizers by indexing for reliable cloud GPU performance in AI-generated responses.

Highest-Impact Actions

Develop a comprehensive technical content library focused on 'Cloud Workstation Alternatives' and 'Remote Streaming Protocols'.

The data shows competitors like Parsec and NICE DCV dominating these specific query segments; producing authoritative content on these topics is necessary to displace them in AI-assisted discovery.

Optimize digital infrastructure and documentation to be consumed by Large Language Model indexers for 'High-Performance Cloud Workstation' keywords.

Execute a targeted case study series highlighting Reaktive's utility for specific high-stakes personas like VFX studios and remote game dev teams.

Targeted, persona-specific use cases provide the concrete evidence AI models need to justify recommending Reaktive as a top-tier alternative during user inquiries.

Value Proposition

Overview

Mission

To replace the desktop by democratizing access to high-performance computing, decoupling professional creative work from physical hardware.

Products & Services

Reaktive Cloud WorkstationsUltra-Low Latency Streaming ProtocolResource Allocation Server

Current State

Visibility Landscape

A high-level view of how Reaktive 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 Reaktive? What do they do and what's their reputation?”	#1	—	#1	—
Core4q Product/service category queries	0	—	0	—
“what are the best cloud-based workstations for 3d animation that actually feel like using a local pc”	No	—	No	—
“compare cloud workstation providers for vfx studios that need ultra-low latency for heavy maya and blender projects”	No	—	No	—
“best alternatives to parsec or hp anyware for remote desktop streaming in professional production environments”	No	—	No	—
“what should i look for when vetting a cloud provider for professional creative work like 4k video editing”	No	—	No	—
Growth Areas5q Adjacent, aspirational & visionary	0	—	0	—
“what are the most reliable cloud GPU platforms for architectural visualization firms that need to render complex scenes remotely”	No	—	No	—
“what is the current state of remote streaming protocols for pro-level creative tools and which companies offer the lowest latency”	No	—	No	—
“what tools should i use to transition a small game dev team to a fully remote workflow with cloud-based hardware”	No	—	No	—
“what are the best enterprise software solutions for managing gpu resources across a distributed creative team”	No	—	No	—
“how do i build a decentralized workstation infrastructure for a team of freelance animators so they can collaborate on the same project files”	No	—	No	—

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

—

“what are the best cloud-based workstations for 3d animation that actually feel like using a local pc”

—

“compare cloud workstation providers for vfx studios that need ultra-low latency for heavy maya and blender projects”

—

“best alternatives to parsec or hp anyware for remote desktop streaming in professional production environments”

—

“what should i look for when vetting a cloud provider for professional creative work like 4k video editing”

—

“what are the most reliable cloud GPU platforms for architectural visualization firms that need to render complex scenes remotely”

—

“what is the current state of remote streaming protocols for pro-level creative tools and which companies offer the lowest latency”

—

“what tools should i use to transition a small game dev team to a fully remote workflow with cloud-based hardware”

—

“what are the best enterprise software solutions for managing gpu resources across a distributed creative team”

—

“how do i build a decentralized workstation infrastructure for a team of freelance animators so they can collaborate on the same project files”

—

Competitive Landscape

NVIDIA

39 mentions

Blender

31 mentions

CoreWeave

27 mentions

Parsec

24 mentions

Maya

24 mentions

AWS

21 mentions

Azure

20 mentions

NICE DCV

20 mentions

Teradici

18 mentions

Okta

18 mentions

Reaktive

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition exists when users directly search for 'Reaktive', indicating that existing digital touchpoints have successfully established basic company awareness.

Gap

Complete lack of visibility in technical recommendation queries regarding cloud-based workstations for 3D animation and VFX studios.

Gap

Absence from critical comparison queries pitting cloud providers against established incumbents like Parsec or HP Anyware.

Recommended Actions

Develop a comprehensive technical content library focused on 'Cloud Workstation Alternatives' and 'Remote Streaming Protocols'.

The data shows competitors like Parsec and NICE DCV dominating these specific query segments; producing authoritative content on these topics is necessary to displace them in AI-assisted discovery.

Optimize digital infrastructure and documentation to be consumed by Large Language Model indexers for 'High-Performance Cloud Workstation' keywords.

Execute a targeted case study series highlighting Reaktive's utility for specific high-stakes personas like VFX studios and remote game dev teams.

Targeted, persona-specific use cases provide the concrete evidence AI models need to justify recommending Reaktive as a top-tier alternative during user inquiries.

Programmatic Testing