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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Origami Robotics

Visibility0

Vibe75

Businesses/Robotics/Origami Robotics

AI Visibility & Sentiment

Origami Robotics

Origami Robotics is a robotics company focused on solving the dexterity problem in robotic manipulation. They are developing innovative actuator technology to enable robots to perform fine motor tasks like folding paper and soldering, which current robotic systems struggle to accomplish.

Active Monitoring

origami-robotics.com

Robotics YC25-26

AI Visibility Score

0/100

Invisible

Sentiment Score

75/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Origami Robotics today.

Origami Robotics suffers from a total 'category blackout' where it is recognized by name but completely ignored during the critical research phases of the robotics development lifecycle. While LLMs can identify the brand in a direct query, they fail to recommend Origami for dexterous manipulation or humanoid hardware prototyping, leaving the field entirely to competitors like Shadow Robot Company and Maxon.

Value Proposition

Solving the gearbox problem that prevents robots from achieving human-like dexterity, enabling accurate simulation, force transparency, and mechanical reliability for fine manipulation tasks.

Overview

Mission

Enabling true robotic dexterity by solving the fundamental hardware challenges that prevent robots from performing delicate manipulation tasks.

Products & Services

Advanced robotic actuator technologyGearbox alternatives for dexterous manipulationRobotic hand/finger systemsSim-to-real transfer solutions for manipulation

Current State

Visibility Landscape

A high-level view of how Origami Robotics 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	0	0	0	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

GelSight

11 mentions

MuJoCo

9 mentions

Maxon

7 mentions

ATI Industrial Automation

7 mentions

ROS2

7 mentions

Shadow Robot Company

7 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Maintains basic brand awareness in direct 'vibe check' queries across ChatGPT, Claude, and Gemini, indicating that the core brand identity is indexed but not integrated into functional contexts.

Strength

High baseline sentiment when the brand is explicitly named, providing a clean slate to build technical authority without existing negative bias.

Gap

Zero visibility across critical technical personas including the Dexterous Manipulation Lead and Academic Laboratory Director, who are currently directed toward GelSight and MuJoCo.

Recommended Actions

Execute a Technical Keyword Integration Campaign

Currently, LLMs do not associate Origami with 'dexterous manipulation' or 'humanoid hardware.' Content must explicitly link the brand to these technical terms to bridge the gap from brand name to functional solution.

Publish Peer-Reviewed Simulation-to-Real Benchmarks

Competitors like MuJoCo dominate the research persona; by publishing data on how Origami hardware solves the 'sim-to-real gap,' the brand will be cited as a necessary component in AI research workflows.

Optimize for the 'Deep Tech' Persona via Thought Leadership

Investment principals are receiving zero mentions of Origami in their market scans. Positioning leadership on the future of actuation will force inclusion in high-level industry summaries.

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

Humanoid Hardware Prototyping(2 queries)

“recommend some hardware components for building a robotic hand that can do fine motor tasks like soldering”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Dynamixel XL430

2.Dynamixel XM430

3.Robotis

4.ROS

5.Faulhaber

+72 more

Claude

1.MG996R

2.MG90S

3.Dynamixel AX-12A

4.Firgelli

5.SMC

+12 more

Gemini

1.Robotis Dynamixel X-Series

2.XM430-W350

3.Faulhaber

4.Maxon

5.Actuonix L12-R

+16 more

AI Overviews

1.Dynamixel Servomotors

2.Studica Robotics

3.RDrive Actuators

4.Rozum Robotics

5.uSkin Soft Sensors

+14 more

“what are the best alternatives to traditional gearboxes for humanoid robot joints to get better force transparency”

0/3 platforms mentioned

Core

The Dexterous Manipulation Lead · Lead Robotics Engineer

Claude

1.Boston Dynamics

2.ANYmal

3.ANYbotics

4.ROS2

5.Nabtesco

+4 more

Gemini

1.ROS2

2.MoveIt

3.Unitree

4.MIT Cheetah

5.T-Motor

+25 more

AI Overviews

1.firgelli.com

2.MIT Cheetah

3.Boston Dynamics Atlas

4.Cone Drive

5.Dings Motion USA

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.

OzRobotics.com

ozrobotics.com

Web1 ref

Jameco.com

jameco.com

Web1 ref

The most sensitive and durable robot hand yet created

maxongroup.com

Web1 ref

Tactile Sensors for Robotic Applications - PPS

ko.pressureprofile.com

Web1 ref

Small Robot Motors for Heavy Duties| DC Servos from Rozum ...

rozum.com

Web1 ref

Tactile Sensing Technology for Robots - XELA Robotics

xelarobotics.com

Web1 ref

MIT Robotics - Wenzhen Yuan - New Frontiers of High ...

youtube.com

Video1 ref

Linear actuator for a robotic hand - Reddit

reddit.com

Forum1 ref

High-resolution Tactile Sensing for Reactive Robotic ...

dspace.mit.edu

Edu1 ref

Robotic Tactile Sensing | Fingertip Force Sensor - FUTEK.com

futek.com

Web1 ref

The best five anthropomorphic robotic hands/arms

mindtrans.narod.ru

Web1 ref

Precision Motorized Linear Actuators, Stepper, Servo | PI

pi-usa.us

Web1 ref

How to Choose the Best Actuator for Your FTC Robot

studica.co

Web1 ref

What are some things I need to consider to make a robotic ...

reddit.com

Forum1 ref

What kind of servomotor to use for a robotics project ? (hint : Dynamixel)

niryo.com

Web1 ref

Competitive Landscape

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

GelSight11 mentions

MuJoCo9 mentions

Maxon7 mentions

ATI Industrial Automation7 mentions

ROS27 mentions

Shadow Robot Company7 mentions

NVIDIA7 mentions

Boston Dynamics7 mentions

Sanctuary AI7 mentions

EtherCAT6 mentions

Origami Robotics0 mentions

Brand Identity

Brand Voice & Style

How AI perceives Origami Robotics's communication style and personality

Origami Robotics communicates with deep technical expertise while remaining accessible to a broader audience. Their voice is intellectually curious, asking fundamental questions about why problems exist before proposing solutions. They use relatable analogies (comparing robot capabilities to what an eight-year-old can do) and conversational hooks while maintaining scientific rigor. The tone is confident but not arrogant, acknowledging the complexity of unsolved problems while positioning themselves as serious problem-solvers.

Core Tone Traits

Technically Rigorous

Deep engineering expertise with precise terminology and thorough explanations

Intellectually Curious

Asks fundamental questions and explores root causes rather than surface symptoms

Accessible & Relatable

Uses everyday analogies and conversational language to explain complex concepts

Confidently Humble

Acknowledges hard problems while demonstrating clear vision for solutions

Backing

Investors

Y Combinator

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.

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