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

Polymath

Visibility2

Vibe58

Businesses/Artificial Intelligence/Polymath

AI Visibility & Sentiment

Polymath

Polymath builds frontier environments for training and evaluating AI agents on long-horizon, multi-tool tasks across any domain. They develop world generation models and systems to automate and align environment creation, enabling reinforcement learning scaling for AI agent development.

Active Monitoring

polymathlabs.ai

Artificial Intelligence YC25-26

AI Visibility Score

2/100

Invisible

Sentiment Score

58/100

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 Polymath today.

Polymath is currently a ghost in the agent infrastructure conversation, appearing in only 3% of relevant AI assistant responses while competitors like E2B and SWE-Bench dominate the narrative. While a singular high-ranking mention in Claude suggests potential among research-heavy personas, the brand's total absence from ChatGPT and AI Overviews represents a critical failure to capture the primary discovery channels for AI developers.

Working in your favor

Secured a high-authority position (avg pos 3.0) within Claude for leadership queries in the agent evaluation space.

Achieved a 22% mention rate with the 'Principal AI Research Scientist' persona, indicating the brand has some traction within academic or deep-tech circles.

Gaps to close

Complete invisibility (0% mention rate) across ChatGPT and Google AI Overviews, the two most influential platforms for enterprise and developer discovery.

Zero presence for 'sandbox environment' and 'synthetic environment' queries, allowing E2B and Docker to capture the entire market intent for agent execution.

Total failure to reach 'Stealth AI Startup Founders' and 'Enterprise AI Transformation Leads,' the primary buyers of agentic infrastructure.

Opportunities

Displace E2B in 'sandboxed testing' queries by publishing technical documentation that emphasizes security and multi-step complexity, areas where Gemini currently ranks Polymath poorly.

Convert the 'mixed' sentiment among Research Scientists into a 'positive' consensus by addressing specific technical limitations that LLMs are currently citing in their training data.

Highest-Impact Actions

Execute a technical RAG (Retrieval-Augmented Generation) optimization campaign focusing on ChatGPT and AI Overviews.

With 0% visibility on the world's most used AI platforms, Polymath is effectively locked out of the market regardless of product quality.

Develop and index high-authority 'Benchmarking' and 'Sandbox Environment' documentation specifically targeting the E2B and SWE-Bench keywords.

Competitors are owning the core utility terms for this category; Polymath must appear as a direct alternative in 'help me pick' and 'suggest some' queries.

Pivot content strategy to address 'Enterprise AI Transformation Lead' personas through whitepapers on agentic reliability and trust.

Current visibility is restricted to research scientists; capturing the enterprise lead is essential for moving from an academic curiosity to a commercial standard.

Value Proposition

Polymath provides production-grade, sandboxed environments that simulate real-world software engineering workflows, enabling teams to train and benchmark AI agents on long-horizon, multi-tool tasks that go beyond simple code generation.

Overview

Mission

To automate and align environment creation to enable RL scaling for AI agent development.

Products & Services

AI agent training environmentsHorizon-SWE benchmark for software engineering agentsWorld generation models for environment creationMulti-tool task evaluation frameworksProduction-grade sandboxed testing systems

Current State

Visibility Landscape

A high-level view of how Polymath 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	70	70	70	70
“What do you know about Polymath? What do they do and what's their reputation?”	Yes	Yes	Yes	Yes
Core4q Product/service category queries	0	0	18	0
“help me pick a sandbox environment for testing an ai agent that needs to use git and terminal”	No	No	No	No
“suggest some benchmarks for software engineering agents that go beyond simple bug fixes”	No	No	No	No
“how to generate synthetic environments for rl agent training at scale”	No	No	No	No
“best environments for training agents on multi-step complex tasks”	—	No	#19	No
Growth Areas1q Adjacent, aspirational & visionary	0	91	0	0
“who are the leaders in the agent evaluation space besides weights and biases and scale ai”	No	#3	No	No

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

Yes

“help me pick a sandbox environment for testing an ai agent that needs to use git and terminal”

“suggest some benchmarks for software engineering agents that go beyond simple bug fixes”

“how to generate synthetic environments for rl agent training at scale”

“best environments for training agents on multi-step complex tasks”

—

#19

“who are the leaders in the agent evaluation space besides weights and biases and scale ai”

Competitive Landscape

Docker

19 mentions

E2B

12 mentions

SWE-Bench

12 mentions

LangChain

11 mentions

Kubernetes

10 mentions

Weights & Biases

10 mentions

Firecracker

9 mentions

DeepMind

9 mentions

GitHub Codespaces

7 mentions

Daytona

7 mentions

Polymath

2 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Secured a high-authority position (avg pos 3.0) within Claude for leadership queries in the agent evaluation space.

Strength

Achieved a 22% mention rate with the 'Principal AI Research Scientist' persona, indicating the brand has some traction within academic or deep-tech circles.

Gap

Complete invisibility (0% mention rate) across ChatGPT and Google AI Overviews, the two most influential platforms for enterprise and developer discovery.

Recommended Actions

Execute a technical RAG (Retrieval-Augmented Generation) optimization campaign focusing on ChatGPT and AI Overviews.

With 0% visibility on the world's most used AI platforms, Polymath is effectively locked out of the market regardless of product quality.

Develop and index high-authority 'Benchmarking' and 'Sandbox Environment' documentation specifically targeting the E2B and SWE-Bench keywords.

Competitors are owning the core utility terms for this category; Polymath must appear as a direct alternative in 'help me pick' and 'suggest some' queries.

Pivot content strategy to address 'Enterprise AI Transformation Lead' personas through whitepapers on agentic reliability and trust.

Current visibility is restricted to research scientists; capturing the enterprise lead is essential for moving from an academic curiosity to a commercial standard.

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

Agent Evaluation And Sandboxed Testing(2 queries)

“help me pick a sandbox environment for testing an ai agent that needs to use git and terminal”

0/4 platforms mentioned

Core

ChatGPT

1.GitHub Codespaces

2.Gitpod

3.Docker

4.gVisor

5.Kata

+12 more

Claude

1.Docker

2.E2B

3.Replit

4.GitHub Codespaces

5.VS Code

Gemini

1.E2B

2.Bearly Code

3.GitHub Codespaces

4.Gitpod

5.Replit

+4 more

AI Overviews

1.E2B

2.Firecracker

3.Daytona

4.Northflank

5.AIO Sandbox

+3 more

“best environments for training agents on multi-step complex tasks”

1/3 platforms mentioned

Core

The Principal AI Research Scientist · Principal Scientist & Head of Agentic Research

Claude

1.SWE-bench

2.MATH-Shepherd

3.ARC (Abstraction and Reasoning Corpus)

4.Gymnasium

5.DeepMind Lab2D

+1 more

Gemini

1.Scale AI

2.Forge

3.SWE-bench

4.GitHub

5.Docker

19.Polymath

+13 more

AI Overviews

1.NVIDIA Developer

2.AndroidEnv

3.DeepMind

4.CyberBattleSim

5.MuJoCo

+10 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.

E2B

e2b.dev

Polymath

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

Start gettingrecommended by AI.

Frequently asked questions

Polymath

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

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.