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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Antioch

Visibility4

Vibe57

Businesses/Robotics & Autonomous Systems/Antioch

AI Visibility & Sentiment

Antioch

Antioch is a development and simulation platform that enables autonomy teams to build, test, and deploy autonomous systems entirely in software. Their flagship product, Antioch Ark, containerizes hardware and software stacks to eliminate the sim-to-real gap, making simulation the default rather than an afterthought.

Active Monitoring

antioch.com

Robotics & Autonomous Systems

AI Visibility Score

4/100

Invisible

Sentiment Score

57/100

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 Antioch today.

Antioch is virtually invisible in the AI-driven robotics ecosystem, ceding the entire DevOps and simulation narrative to generalist tools like Docker and legacy platforms like Gazebo. While the brand remains a non-factor for key decision-makers like CTOs and Architects, a nascent 17% visibility among Aerospace Evaluators provides a narrow but critical path for reclaiming technical authority.

Working in your favor

Emerging recognition within the Aerospace Systems Evaluator persona, achieving a 17% mention rate.

Marginal presence on Gemini and Claude for queries related to accelerating autonomy development cycles.

Positive sentiment in the few instances where the brand is mentioned, indicating a high-quality (though limited) reputation.

Gaps to close

Complete absence from ChatGPT and Google AI Overviews across all tested robotics and autonomous system queries.

Zero visibility among Senior Autonomy Architects and Robotics Startup CTOs, the primary buyers for development platforms.

Total lack of association with Robotics DevOps, containerization, and CI/CD topics, allowing Docker and Kubernetes to dominate these technical conversations.

Opportunities

Double down on the 'Accelerating Autonomy Development' niche where Claude and Gemini are already starting to surface the brand.

Establish technical authority in the Robotics CI/CD space to bridge the gap between hardware-in-the-loop and software-only testing.

Leverage the existing Aerospace signal to create high-authority white papers that LLMs use to synthesize industry-standard recommendations.

Highest-Impact Actions

Execute a technical content blitz focused on 'Hardware-in-the-Loop to Software-only' transitions.

This is the only query area where Antioch currently shows a ranking on Gemini (#14); reinforcing this will secure a foundational niche.

Develop and index deep-dive technical documentation specifically for the 'Aerospace Systems Evaluator' persona.

With 17% visibility already established here, this is the brand's most viable entry point for broader platform expansion.

Create a 'Robotics Stack Containerization' guide to challenge the dominance of Docker and Kubernetes in AI responses.

Competitors like Docker have high visibility but lack robotics-specific context; Antioch can win on relevance even if it trails on general volume.

Value Proposition

Enables test-driven development for autonomy by shifting robotics workflows from hardware-in-the-loop to pure software, collapsing the sim-to-real gap through novel containerization technology.

Overview

Mission

Define. Simulate. Deploy. - Enabling test-driven development for autonomy.

Products & Services

Antioch Ark - containerization platform for hardware/software stacksIntegration testing platform for roboticsSimulation environment for autonomous systemsCI/CD integration for autonomy workflowsVersion-controlled development artifacts

Current State

Visibility Landscape

A high-level view of how Antioch performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Sentiment when asked about the brand directly	50	50	50	50
“What do you know about Antioch? What do they do and what's their reputation?”	Neutral	Neutral	Neutral	Neutral
Core5q Product/service category queries	0	7	9	0
“how to move from hardware-in-the-loop to software-only testing for my robotics team”	No	No	#14	No
“what is the best way to containerize a robotics stack for testing, specific platforms please”	No	No	No	No
“what are the best simulation environments for autonomous systems to ensure code works on real hardware”	No	No	No	No
“help me find ways to speed up development for autonomous systems without buying more hardware”	No	#9	#10	No
“help me set up a CI/CD pipeline for autonomous vehicle software”	—	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	0	0
“most reliable development and simulation platforms for robotics engineers”	No	No	No	No
“suggest some tools for version controlling robotics artifacts and sensor data”	No	No	No	No

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

Neutral

“how to move from hardware-in-the-loop to software-only testing for my robotics team”

#14

“what is the best way to containerize a robotics stack for testing, specific platforms please”

“what are the best simulation environments for autonomous systems to ensure code works on real hardware”

“help me find ways to speed up development for autonomous systems without buying more hardware”

#10

“help me set up a CI/CD pipeline for autonomous vehicle software”

—

“most reliable development and simulation platforms for robotics engineers”

“suggest some tools for version controlling robotics artifacts and sensor data”

Brand Ecosystem

Gazebo

39 mentions

Docker

hub.docker.com

37 mentions

Kubernetes

34 mentions

NVIDIA Isaac Sim

32 mentions

ROS

wiki.ros.org

26 mentions

Webots

26 mentions

GitHub Actions

25 mentions

Applied Intuition

appliedintuition.com

21 mentions

Carla

carla.org

20 mentions

Simulink

20 mentions

Antioch

3 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Emerging recognition within the Aerospace Systems Evaluator persona, achieving a 17% mention rate.

Strength

Marginal presence on Gemini and Claude for queries related to accelerating autonomy development cycles.

Strength

Positive sentiment in the few instances where the brand is mentioned, indicating a high-quality (though limited) reputation.

Recommended Actions

Execute a technical content blitz focused on 'Hardware-in-the-Loop to Software-only' transitions.

This is the only query area where Antioch currently shows a ranking on Gemini (#14); reinforcing this will secure a foundational niche.

Develop and index deep-dive technical documentation specifically for the 'Aerospace Systems Evaluator' persona.

With 17% visibility already established here, this is the brand's most viable entry point for broader platform expansion.

Create a 'Robotics Stack Containerization' guide to challenge the dominance of Docker and Kubernetes in AI responses.

Competitors like Docker have high visibility but lack robotics-specific context; Antioch can win on relevance even if it trails on general volume.

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

Accelerating Autonomy Development Cycles(2 queries)

“how to move from hardware-in-the-loop to software-only testing for my robotics team”

0/4 platforms mentioned

Core

ChatGPT

1.ROS

2.ROS 2

3.Gazebo

4.Ignition

5.Webots

+23 more

Claude

1.Gazebo

2.CoppeliaSim

3.Webots

4.Unity

5.NVIDIA Isaac Sim

+9 more

Gemini

1.ROS

2.ROS 2

3.Gazebo

4.NVIDIA Isaac Sim

5.Omniverse

+11 more

AI Overviews

1.testRigor

2.Formant

3.Gazebo

4.NVIDIA Isaac Sim

5.Webots

+6 more

“help me find ways to speed up development for autonomous systems without buying more hardware”

0/4 platforms mentioned

Core

The Senior Autonomy Architect · Principal Autonomy Engineer

ChatGPT

1.ROS2

2.Kubernetes

3.TensorRT

4.Triton

5.ONNX Runtime

+51 more

Claude

1.Kubernetes

2.Isaac Sim

3.CUDA

4.rosbag2

5.DDS

+7 more

Gemini

1.Kubernetes

2.NVIDIA Isaac Sim

3.NVIDIA MDL

4.Applied Intuition

5.CARLA

+23 more

AI Overviews

1.CARLA

2.Ansys AVxcelerate

3.AWS RoboMaker

4.NVIDIA Omniverse

5.PyTorch Profiler

+3 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.

Agile hardware testing: Enabling shift-left with hardware-in-the-loop

ministryoftesting.com

Antioch

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Robotics & Autonomous Systems

Start gettingrecommended by AI.

Frequently asked questions

Antioch

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Robotics & Autonomous Systems

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.