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

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NeuraNav

Visibility0

Vibe50

Businesses/Robotics and Artificial Intelligence/NeuraNav

AI Visibility & Sentiment

NeuraNav

NeuraNav provides a foundational infrastructure layer for spatial AI, enabling robots to perceive, remember, and understand their physical environments. Their technology empowers developers to build more intelligent and autonomous robotic systems.

Active Monitoring

neuronav.io

Robotics and Artificial Intelligence

AI Visibility Score

0/100

Invisible

Sentiment Score

50/100

Score by Reach

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 NeuraNav today.

NeuraNav currently faces a critical visibility gap in the AI-driven robotics landscape, remaining entirely absent from the high-intent discovery queries where engineers and procurement leaders define their technology stacks. While competitors like ROS 2 and NVIDIA dominate the narrative around spatial AI and SLAM integration, NeuraNav has yet to establish the topical authority required to be part of the technical evaluation process.

Value Proposition

An essential infrastructure layer that gives robots the ability to see and understand the world, simplifying complex spatial AI implementation.

Overview

Mission

To provide the infrastructure layer where robots see, remember, and understand the world.

Products & Services

NeuraNav SLAM SDKSpatial AI infrastructure layerDeveloper documentation and quickstart guidesRobotic perception software integration

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	0	0	0
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

ROS 2

19 mentions

RTAB-Map

18 mentions

Cartographer

18 mentions

OpenCV

16 mentions

Gazebo

15 mentions

NVIDIA Jetson

14 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition exists in direct inquiries, indicating that when users seek NeuraNav specifically, the AI models are capable of surfacing the brand identity.

Gap

Complete lack of presence in core technical domains including spatial AI stack architecture and SLAM SDK selection.

Gap

Failure to reach critical stakeholders such as Technical Evaluators and Enterprise Procurement Directors during the crucial research phase of the buying cycle.

Recommended Actions

Publish high-authority technical content addressing 'best way to architect a spatial AI stack'.

Directly captures engineers at the start of the solution design phase, where competitors currently monopolize the narrative.

Create comparative 'NeuraNav vs. ROS/SLAM SDKs' resource hubs.

Provides the specific information AI models require to recommend NeuraNav when users search for competitive evaluation criteria.

Optimize digital assets for 'robotic perception integration' search intent.

Addresses a high-volume query category where the brand is currently invisible, lowering the barrier to entry for prospective users.

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

Architecting Spatial AI Systems(2 queries)

“what is the best way to architect a spatial AI stack for an autonomous mobile robot”

0/4 platforms mentioned

Core

ChatGPT

1.ROS 2

2.Nav2

3.robot_localization

4.YOLO

5.SSD

+13 more

Claude

1.NVIDIA

2.NVIDIA Jetson

3.NVIDIA Jetson Orin NX

Gemini

1.YOLO

2.ROS SLAM

3.OpenSLAM.org

4.TensorFlow

5.PyTorch

+4 more

AI Overviews

1.Clarifai

2.NVIDIA Blackwell

3.NVIDIA Isaac Sim

4.Cosmos

5.nvblox

+4 more

“help me choose a SLAM SDK for an indoor navigation project, what are the top choices to consider”

0/4 platforms mentioned

Core

The Technical Evaluator · Lead Robotics Engineer

ChatGPT

1.RTAB-Map

2.RealSense

3.ZED

4.ORB-SLAM3

5.Cartographer

+6 more

Claude

1.Cartographer

2.ORB-SLAM3

3.ORB-SLAM

4.Intel RealSense D435

5.OpenVSLAM

+4 more

Gemini

1.ROS (Robot Operating System)

2.gmapping

3.Cartographer

4.RTAB-Map

5.VINS-Mono

+5 more

AI Overviews

1.ORB-SLAM3

2.SLAM Toolbox

3.ROS

4.GMapping

5.RTAB-Map

+9 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.

Index

docs.nav2.org

Web1 ref

Robot Localization

index.ros.org

Web1 ref

Rtabmap Ros

github.com

Code1 ref

Htm

mdpi.com

Web1 ref

1910.02490

arxiv.org

Web1 ref

Octomap

docs.ros.org

Web1 ref

Rtabmap Ros

index.ros.org

Web1 ref

docs.nav2.org

Web1 ref

Binary

moveit.ai

Web1 ref

2205.09778

arxiv.org

Web1 ref

Jetson Orin

nvidia.com

Web1 ref

Using Voxblox For Planning

voxblox.readthedocs.io

Web1 ref

SAIR Lab - Spatial AI & Robotics Lab

sairlab.org

Web1 ref

Beyond Screens: How Spatial Computing Enables the Robot Revolution

viewpoints.fov.ventures

Web1 ref

AI-Powered Autonomous Mobile Robots for Developers | SMP Robotics Platform

smprobotics.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of NeuraNav.

ROS 219 mentions

RTAB-Map18 mentions

Cartographer18 mentions

OpenCV16 mentions

Gazebo15 mentions

NVIDIA Jetson14 mentions

ROS14 mentions

NVIDIA13 mentions

NVIDIA Isaac Sim13 mentions

ORB-SLAM312 mentions

NeuraNav0 mentions

Brand Identity

Brand Voice & Style

How AI perceives NeuraNav's communication style and personality

NeuraNav communicates with a high degree of technical precision and forward-thinking authority. The brand voice is clean, minimalist, and focused on utility, mirroring the sophisticated nature of their spatial AI technology while remaining accessible to developers.

Core Tone Traits

Technical & Precise

Uses accurate terminology and focuses on the functional capabilities of the software.

Visionary

Positions the brand as the future of robotic perception and spatial understanding.

Minimalist

Reflects the clean, high-performance nature of their infrastructure.

Developer-Centric

Prioritizes utility, documentation, and ease of integration for the engineering community.

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 9, 2026.

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