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

Get a demo

PrismaX AI

Visibility28

Vibe88

Businesses/Artificial Intelligence & Robotics/PrismaX AI

AI Visibility & Sentiment

PrismaX AI

PrismaX AI is a robotics intelligence platform that enables humans to train AI through teleoperation. Users operate robots remotely while their movements and decisions contribute to building smarter, more autonomous robotic systems.

Active Monitoring

prismax.ai

Artificial Intelligence & Robotics Startups

AI Visibility Score

28/100

Low

Sentiment Score

88/100

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 PrismaX AI today.

PrismaX AI captures significant mindshare among Future-Tech Enthusiasts but suffers from a critical visibility gap among the academic and founder personas who drive industry adoption. While the brand achieves an elite #1 position in Gemini when surfaced, it remains entirely absent from foundational robotic learning and infrastructure queries where established players like ROS and NVIDIA dominate.

Working in your favor

Secures a perfect average position of 1.0 on Gemini, indicating high relevance for specific high-quality data queries

Exceptional 75% mention rate among Future-Tech Enthusiasts, showing strong narrative resonance with early adopters

Successful placement in AIOverviews for teleoperation infrastructure queries, outperforming some legacy competitors in search generative experiences

Gaps to close

Total 0% mention rate on ChatGPT across all core industry queries, representing a massive loss of influence in the most used LLM

Negligible 11% visibility among Seed-Stage Robotics Founders, the primary buyers for startup infrastructure

Consistent failure to appear in queries regarding robotic movement data collection and scaling imitation learning tech stacks

Opportunities

Translate high Gemini performance into Claude and ChatGPT by seeding technical documentation on infrastructure scaling

Pivot content strategy to target the Academic Robotics Researcher persona to challenge the dominance of ROS and Isaac Sim

Capture the 'Robotic Learning & Data Collection' category by aligning brand messaging with high-quality training data requirements

Highest-Impact Actions

Execute a technical content seeding campaign targeting OpenAI's training data sets.

PrismaX AI currently has zero visibility on ChatGPT, which is a critical failure point for brand authority in the AI space.

Develop and publish deep-dive technical benchmarks comparing PrismaX AI to ROS and Isaac Sim.

Competitors like ROS and NVIDIA are winning 10-18 mentions while PrismaX remains invisible in academic and founder-led queries.

Optimize technical documentation specifically for the 'Infrastructure for Autonomous Tasks' query cluster.

This is a high-intent category for founders where PrismaX currently has no presence, despite it being core to their product offering.

Value Proposition

Transform your human input into robot intelligence - every move you make helps train AI systems to become more autonomous and capable

Overview

Mission

Bridging human expertise with robotic intelligence to accelerate the evolution of autonomous systems

Products & Services

Robot teleoperation platformAI training data collectionAutonomous task completion systemsRobotic learning infrastructureHuman-robot integration tools

Current State

Visibility Landscape

A high-level view of how PrismaX AI 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	97	97
“What do you know about PrismaX AI? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	0	75	80	33
“need a way to collect movement data for training a robotic arm, what tools should I use”	No	#2	#1	No
“recommend some teleoperation platforms for a robotics startup”	—	#5	#1	#5
“most trusted companies for robot learning data”	No	No	No	No
“best way to get high-quality training data for humanoid robots”	—	#1	#1	No
Growth Areas1q Adjacent, aspirational & visionary	—	70	97	0
“help me build a tech stack for scaling robotic imitation learning”	—	#18	#1	No

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

“need a way to collect movement data for training a robotic arm, what tools should I use”

“recommend some teleoperation platforms for a robotics startup”

—

“most trusted companies for robot learning data”

“best way to get high-quality training data for humanoid robots”

—

“help me build a tech stack for scaling robotic imitation learning”

—

#18

Competitive Landscape

ROS

18 mentions

Isaac Sim

14 mentions

PyTorch

13 mentions

PrismaX AI

13 mentions

ROS 2

11 mentions

NVIDIA

11 mentions

Scale AI

10 mentions

MuJoCo

9 mentions

Gazebo

9 mentions

Vicon

8 mentions

PyBullet

8 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Secures a perfect average position of 1.0 on Gemini, indicating high relevance for specific high-quality data queries

Strength

Exceptional 75% mention rate among Future-Tech Enthusiasts, showing strong narrative resonance with early adopters

Strength

Successful placement in AIOverviews for teleoperation infrastructure queries, outperforming some legacy competitors in search generative experiences

Recommended Actions

Execute a technical content seeding campaign targeting OpenAI's training data sets.

PrismaX AI currently has zero visibility on ChatGPT, which is a critical failure point for brand authority in the AI space.

Develop and publish deep-dive technical benchmarks comparing PrismaX AI to ROS and Isaac Sim.

Competitors like ROS and NVIDIA are winning 10-18 mentions while PrismaX remains invisible in academic and founder-led queries.

Optimize technical documentation specifically for the 'Infrastructure for Autonomous Tasks' query cluster.

This is a high-intent category for founders where PrismaX currently has no presence, despite it being core to their product offering.

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

Robotic Learning & Data Collection(2 queries)

“need a way to collect movement data for training a robotic arm, what tools should I use”

0/4 platforms mentioned

Core

ChatGPT

1.Vicon

2.OptiTrack

3.PhaseSpace

4.Xsens MVN

5.Perception Neuron

+45 more

Claude

1.OptiTrack

2.Vicon

3.Xsens MVN

4.MPU6050

5.BNO055

+8 more

Gemini

1.Intel RealSense

2.Azure Kinect

3.NVIDIA Jetson

4.Robot Operating System (ROS)

5.ROS

+12 more

AI Overviews

1.Vicon

2.Valkyrie

3.ROS

4.MATLAB

5.Xsens

+19 more

“best way to get high-quality training data for humanoid robots”

0/3 platforms mentioned

Core

The Academic Robotics Researcher · Principal Investigator

Claude

1.bHaptics TactSuit

2.HaptX G1

3.RealSense D405

4.Lucid Triton

5.ROS2

+17 more

Gemini

1.Boston Dynamics Spot

2.Figure 01

3.Figure AI

4.Tesla Optimus

5.Agile Robotics Cobi

+23 more

AI Overviews

1.Apple Vision Pro

2.Polhemus

3.Rokoko

4.EgoZero

5.NVIDIA Isaac Lab

+5 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.

ROS (ros.org)

ros.org

Web1 ref

DeepClaw 2.0: A Data Collection Platform for Learning ... - PMC

pmc.ncbi.nlm.nih.gov

Gov1 ref

ARES: An Open Source Platform for Robot Data

a16z.com

Web1 ref

Robot Tracking with Motion Capture for Robotics by Vicon

vicon.com

Web1 ref

Comparing Data Management Tools for Robotics - ReductStore

reduct.store

Web1 ref

Top 3 Tools for Robot Trajectory Planning

flr.io

Web1 ref

LeRobot: Making AI for Robotics more accessible with end-to ...

github.com

Code1 ref

NVIDIA Isaac Lab

developer.nvidia.com

Web1 ref

GitHub - isaac-sim/IsaacLab: Unified framework for robot learning ...

github.com

Code1 ref

LeRobot: An Open-Source Library for End-to-End Robot Learning

openreview.net

Web1 ref

Choosing the Best Motion-Capture System for Hand Tracking

manus-meta.com

Web1 ref

Training Data Collection Methodologies for AI-Driven Robotics

rosecityrobotics.com

Web1 ref

How to train a robot with motion capture - Xsens.com

xsens.com

Web1 ref

RoboTurk - Crowdsourcing Robotics

roboturk.stanford.edu

Edu1 ref

Software Tools For Robotics Landscape (2024) | Segments.ai

segments.ai

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives PrismaX AI's communication style and personality

PrismaX AI communicates with a forward-thinking, technically sophisticated voice that makes complex robotics concepts accessible. The brand balances scientific credibility with an inspiring vision of human-robot collaboration, emphasizing the meaningful impact each user can have on advancing AI. The tone is innovative yet grounded, inviting participation while maintaining authority in the robotics space.

Core Tone Traits

Innovative & Visionary

Speaks to the future of robotics with confidence and excitement

Technically Credible

Demonstrates deep expertise in AI and robotics without being overly academic

Empowering & Inclusive

Makes users feel their contributions matter to the advancement of technology

Clear & Accessible

Explains complex concepts in understandable terms

Visual Identity

Primary

#A68B6A

Secondary

#F5F5F0

Accent

#4A3728

Background

#FFFFFF

Foreground

#111111

Backing

Investors

a16z

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.

Explore Artificial Intelligence & Robotics

View all

Asimov

20/100

Start getting
recommended by AI.

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Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

Businesses/Artificial Intelligence & Robotics/PrismaX AI

AI Visibility & Sentiment

PrismaX AI

Active Monitoring

prismax.ai

Artificial Intelligence & Robotics Startups

AI Visibility Score

28/100

Low

Sentiment Score

88/100

Score by Priority

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe PrismaX AI today.

Working in your favor

Secures a perfect average position of 1.0 on Gemini, indicating high relevance for specific high-quality data queries

Exceptional 75% mention rate among Future-Tech Enthusiasts, showing strong narrative resonance with early adopters

Successful placement in AIOverviews for teleoperation infrastructure queries, outperforming some legacy competitors in search generative experiences

Gaps to close

Total 0% mention rate on ChatGPT across all core industry queries, representing a massive loss of influence in the most used LLM

Negligible 11% visibility among Seed-Stage Robotics Founders, the primary buyers for startup infrastructure

Consistent failure to appear in queries regarding robotic movement data collection and scaling imitation learning tech stacks

Opportunities

Translate high Gemini performance into Claude and ChatGPT by seeding technical documentation on infrastructure scaling

Pivot content strategy to target the Academic Robotics Researcher persona to challenge the dominance of ROS and Isaac Sim

Capture the 'Robotic Learning & Data Collection' category by aligning brand messaging with high-quality training data requirements

Highest-Impact Actions

Execute a technical content seeding campaign targeting OpenAI's training data sets.

PrismaX AI currently has zero visibility on ChatGPT, which is a critical failure point for brand authority in the AI space.

Develop and publish deep-dive technical benchmarks comparing PrismaX AI to ROS and Isaac Sim.

Competitors like ROS and NVIDIA are winning 10-18 mentions while PrismaX remains invisible in academic and founder-led queries.

Optimize technical documentation specifically for the 'Infrastructure for Autonomous Tasks' query cluster.

This is a high-intent category for founders where PrismaX currently has no presence, despite it being core to their product offering.

Value Proposition

Transform your human input into robot intelligence - every move you make helps train AI systems to become more autonomous and capable

Overview

Mission

Bridging human expertise with robotic intelligence to accelerate the evolution of autonomous systems

Products & Services

Robot teleoperation platformAI training data collectionAutonomous task completion systemsRobotic learning infrastructureHuman-robot integration tools

Current State

Visibility Landscape

A high-level view of how PrismaX AI 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	97	97
“What do you know about PrismaX AI? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	0	75	80	33
“need a way to collect movement data for training a robotic arm, what tools should I use”	No	#2	#1	No
“recommend some teleoperation platforms for a robotics startup”	—	#5	#1	#5
“most trusted companies for robot learning data”	No	No	No	No
“best way to get high-quality training data for humanoid robots”	—	#1	#1	No
Growth Areas1q Adjacent, aspirational & visionary	—	70	97	0
“help me build a tech stack for scaling robotic imitation learning”	—	#18	#1	No

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

“need a way to collect movement data for training a robotic arm, what tools should I use”

“recommend some teleoperation platforms for a robotics startup”

—

“most trusted companies for robot learning data”

“best way to get high-quality training data for humanoid robots”

—

“help me build a tech stack for scaling robotic imitation learning”

—

#18

Competitive Landscape

ROS

18 mentions

Isaac Sim

14 mentions

PyTorch

13 mentions

PrismaX AI

13 mentions

ROS 2

11 mentions

NVIDIA

11 mentions

Scale AI

10 mentions

MuJoCo

9 mentions

Gazebo

9 mentions

Vicon

8 mentions

PyBullet

8 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Secures a perfect average position of 1.0 on Gemini, indicating high relevance for specific high-quality data queries

Strength

Exceptional 75% mention rate among Future-Tech Enthusiasts, showing strong narrative resonance with early adopters

Strength

Successful placement in AIOverviews for teleoperation infrastructure queries, outperforming some legacy competitors in search generative experiences

Recommended Actions

Execute a technical content seeding campaign targeting OpenAI's training data sets.

PrismaX AI currently has zero visibility on ChatGPT, which is a critical failure point for brand authority in the AI space.

Develop and publish deep-dive technical benchmarks comparing PrismaX AI to ROS and Isaac Sim.

Competitors like ROS and NVIDIA are winning 10-18 mentions while PrismaX remains invisible in academic and founder-led queries.

Optimize technical documentation specifically for the 'Infrastructure for Autonomous Tasks' query cluster.

This is a high-intent category for founders where PrismaX currently has no presence, despite it being core to their product offering.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Robotic Learning & Data Collection(2 queries)

“need a way to collect movement data for training a robotic arm, what tools should I use”

0/4 platforms mentioned

Core

ChatGPT

1.Vicon

2.OptiTrack

3.PhaseSpace

4.Xsens MVN

5.Perception Neuron

+45 more

Claude

1.OptiTrack

2.Vicon

3.Xsens MVN

4.MPU6050

5.BNO055

+8 more

Gemini

1.Intel RealSense

2.Azure Kinect

3.NVIDIA Jetson

4.Robot Operating System (ROS)

5.ROS

+12 more

AI Overviews

1.Vicon

2.Valkyrie

3.ROS

4.MATLAB

5.Xsens

+19 more

“best way to get high-quality training data for humanoid robots”

0/3 platforms mentioned

Core

The Academic Robotics Researcher · Principal Investigator

Claude

1.bHaptics TactSuit

2.HaptX G1

3.RealSense D405

4.Lucid Triton

5.ROS2

+17 more

Gemini

1.Boston Dynamics Spot

2.Figure 01

3.Figure AI

4.Tesla Optimus

5.Agile Robotics Cobi

+23 more

AI Overviews

1.Apple Vision Pro

2.Polhemus

3.Rokoko

4.EgoZero

5.NVIDIA Isaac Lab

+5 more

Source Intelligence

Citations

ROS (ros.org)

ros.org

Web1 ref

DeepClaw 2.0: A Data Collection Platform for Learning ... - PMC

pmc.ncbi.nlm.nih.gov

Gov1 ref

ARES: An Open Source Platform for Robot Data

a16z.com

Web1 ref

Robot Tracking with Motion Capture for Robotics by Vicon

vicon.com

Web1 ref

Comparing Data Management Tools for Robotics - ReductStore

reduct.store

Web1 ref

Top 3 Tools for Robot Trajectory Planning

flr.io

Web1 ref

LeRobot: Making AI for Robotics more accessible with end-to ...

github.com

Code1 ref

NVIDIA Isaac Lab

developer.nvidia.com

Web1 ref

GitHub - isaac-sim/IsaacLab: Unified framework for robot learning ...

github.com

Code1 ref

LeRobot: An Open-Source Library for End-to-End Robot Learning

openreview.net

Web1 ref

Choosing the Best Motion-Capture System for Hand Tracking

manus-meta.com

Web1 ref

Training Data Collection Methodologies for AI-Driven Robotics

rosecityrobotics.com

Web1 ref

How to train a robot with motion capture - Xsens.com

xsens.com

Web1 ref

RoboTurk - Crowdsourcing Robotics

roboturk.stanford.edu

Edu1 ref

Software Tools For Robotics Landscape (2024) | Segments.ai

segments.ai

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives PrismaX AI's communication style and personality

Core Tone Traits

Innovative & Visionary

Speaks to the future of robotics with confidence and excitement

Technically Credible

Demonstrates deep expertise in AI and robotics without being overly academic

Empowering & Inclusive

Makes users feel their contributions matter to the advancement of technology

Clear & Accessible

Explains complex concepts in understandable terms

Visual Identity

Primary

#A68B6A

Secondary

#F5F5F0

Accent

#4A3728

Background

#FFFFFF

Foreground

#111111

Backing

Investors

a16z

Engineer content that makes AI agents recommend you

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

Explore Artificial Intelligence & Robotics

View all

Asimov

20/100

PrismaX AI

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Artificial Intelligence & Robotics

Start gettingrecommended by AI.

Frequently asked questions

PrismaX AI

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Artificial Intelligence & Robotics

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.