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

Arthur AI

Visibility21

Vibe100

Businesses/Enterprise Software/Arthur AI

AI Visibility & Sentiment

Arthur AI

Arthur AI provides a comprehensive platform for monitoring, evaluating, and governing AI systems throughout their lifecycle. The company helps enterprise teams ship reliable AI agents by offering tools for performance evaluation, guardrails, agent discovery, and governance across machine learning, generative AI, and agentic systems.

Active Monitoring

arthur.ai

Enterprise Software Startups

AI Visibility Score

21/100

Low

Sentiment Score

100/100

AI Perception

Summary

Arthur AI has successfully secured a dominant narrative among risk-conscious security executives, but remains essentially a ghost to the hands-on data scientists and MLOps practitioners who drive tool adoption. While the brand commands impressive high-ranking positions on Claude and Gemini for specialized governance queries, its total absence from ChatGPT and Google AI Overviews represents a critical strategic blind spot.

Value Proposition

Arthur makes it easier and faster than ever to ship reliable AI by providing the full lifecycle platform for evals, offering 99% reliability, 24/7 monitoring, and zero unwanted outputs through built-in guardrails and continuous evaluation.

Overview

Mission

We make AI better for everyone.

Products & Services

AI Performance Evaluation PlatformAgent Discovery & GovernanceBuilt-in Guardrails (Arthur Shield)ML Model Monitoring (Arthur Scope)Engine Toolkit for Real-time Monitoring

Agent Breakdown

AI Platforms

How often do different AI platforms reference Arthur AI?

Loading explorer...

Conversation Analysis

Topics

What conversations is Arthur AI included in — or excluded from?

Loading explorer...

Buyer Personas

Personas

Who does each AI platform recommend Arthur AI to, and when?

Loading explorer...

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

Deploying Secure & Reliable AI Agents(3 queries)

“how to stop my ai agent from hallucinating or sharing sensitive info, what tools should i use”

0/4 platforms mentioned

ChatGPT

1.LangChain

2.LlamaIndex

3.GPT-Index

4.Haystack

5.deepset

+34 more

Claude

1.LangChain

2.LlamaIndex

3.Pinecone

4.Weaviate

5.Presidio

+7 more

Gemini

1.NeMo Guardrails

2.NVIDIA

3.Guardrails AI

4.Lakera

5.Skyflow

+9 more

AI Overviews

No brands listed

“best way to manage and govern a bunch of different ai agents in a company”

0/3 platforms mentioned

Claude

1.Terraform

2.Helm

3.SOC2

4.Cloudflare

5.Loom

+14 more

Gemini

1.LiteLLM

2.Portkey

3.Martian

4.LangGraph

5.LangChain

+13 more

AI Overviews

1.Gravitee

2.MindStudio

3.Model Context Protocol

4.Talkdesk

“need help picking built-in guardrails for an enterprise chatbot”

0/3 platforms mentioned

Claude

1.Guardrails AI

2.NeMo Guardrails

3.WhyLabs Guardian

4.WhyLabs

5.whylogs

+2 more

Gemini

1.NVIDIA NeMo Guardrails

2.Colang

3.NVIDIA Triton Inference Server

4.Guardrails AI

5.Guardrails Hub

+15 more

AI Overviews

1.Scale AI

2.Writer

3.Pure Storage

4.Amazon Web Services (AWS)

5.Appinventiv

+5 more

Real Time ML Monitoring & Observability(1 query)

“how to track model drift for real-time ml applications, specific software recommendations please”

0/4 platforms mentioned

ChatGPT

1.NannyML

2.Kafka

3.Kinesis

4.Flink

5.Spark Streaming

+40 more

Claude

1.Evidently AI

2.WhyLabs

3.Arize AI

4.DataRobot MLOps

5.Seldon Core

+6 more

Gemini

1.WhyLabs

2.whylogs

3.Arize AI

4.Evidently AI

5.Kafka

+13 more

AI Overviews

1.Datadog

2.Evidently AI

3.WhyLabs

4.whylogs

5.Arize AI

+7 more

AI Model Selection & Performance Benchmarking(1 query)

“best platforms for evaluating llm performance before shipping to users”

0/4 platforms mentioned

ChatGPT

1.OpenAI Evals

2.EleutherAI lm-eval-harness

3.Hugging Face Evaluate

4.CheckList

5.TextAttack

+33 more

Claude

1.LangSmith

2.LangChain

3.Weights & Biases

4.W&B

5.Arize AI

+9 more

Gemini

1.Promptfoo

2.DeepEval

3.LangSmith

4.LangChain

5.Weights & Biases

+8 more

AI Overviews

1.Braintrust

2.LangSmith

3.LangChain

4.LangGraph

5.DeepEval

+11 more

Evaluating AI Governance & Reliability Vendors(1 query)

“most trusted ai governance and observability platforms for enterprises right now”

2/4 platforms mentioned

ChatGPT

1.AWS SageMaker

2.Model Monitor

3.Model Governance

4.AWS

5.Google Cloud Vertex AI

+27 more

Claude

1.Databricks Unity Catalog

2.Weights & Biases

3.Arize AI

4.SageMaker Model Governance

5.AWS

10.Arthur AI

+4 more

Gemini

1.Arize AI

2.Phoenix

3.WhyLabs

4.Fiddler AI

5.Arthur

+9 more

AI Overviews

1.Maxim AI

2.Credo AI

3.IBM watsonx.governance

4.OneTrust AI Governance

5.Holistic AI

+6 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Exceptional resonance with the Risk-Averse Enterprise CISO persona, achieving a 67% mention rate and a premium average position of 3.3.

Strength

High-authority positioning on Claude and Gemini for technical queries regarding real-time ML monitoring and AI agent security.

Strength

Universal recognition during direct brand inquiries, maintaining the #1 spot across all tested platforms for brand-specific vibe checks.

Gap

Zero visibility on ChatGPT and Google AI Overviews, the two most high-traffic platforms for broad market discovery.

Gap

Complete failure to capture the Hands-on Senior Data Scientist persona, who currently receives no mentions of Arthur AI in their research workflows.

Gap

Significant missed opportunities in 'LLM performance benchmarking' and 'Evaluating LLM performance' queries where competitors like LangChain and WhyLabs are dominant.

Opportunity

Leverage current high sentiment on Gemini and Claude to bridge the gap into the MLOps persona by targeting scalability-focused queries.

Opportunity

Aggressively pursue the 'AI Guardrails' and 'Agent Governance' narratives where the brand already shows flashes of #1 rankings on specific platforms.

Opportunity

Displace WhyLabs and Fiddler by optimizing for 'real-time ML application' keywords where Arthur AI is currently underperforming relative to its technical capabilities.

Technical Health

Site Health for AI Visibility

How well Arthur AI's website is optimized for AI agent discovery and comprehension.

95/100

20 passed 2 warnings

Audited 3/2/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO100

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG87

Open Graph, Twitter cards

AI Readability100

How well AI can parse your content

Warnings

3 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Content may be too short

Expand your content to at least 500 words with valuable information.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Arthur AI's communication style and personality

Arthur AI communicates with a confident, technically sophisticated voice that balances deep expertise with accessibility. The brand positions itself as a trusted authority in AI governance while maintaining an approachable, solution-oriented tone. Content emphasizes reliability, security, and practical outcomes, using data-driven claims and real customer success stories to build credibility. The voice is professional yet energetic, reflecting the innovative nature of the AI space while grounding messaging in enterprise-ready stability.

Core Tone Traits

Technically Authoritative

Demonstrates deep expertise in AI/ML operations with precise, knowledgeable language that resonates with technical practitioners

Solution-Oriented

Focuses on practical outcomes and business results rather than just features, emphasizing how problems get solved

Trustworthy & Reliable

Emphasizes stability, security, and dependability with data-backed claims and enterprise credibility

Innovative yet Grounded

Balances cutting-edge AI innovation with practical, production-ready messaging

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Arthur AI

WhyLabs21 mentions

LangChain20 mentions

Fiddler AI15 mentions

Guardrails AI14 mentions

Arize AI14 mentions

Datadog13 mentions

Arize12 mentions

LangSmith11 mentions

MLflow11 mentions

Weights & Biases11 mentions

Arthur AI11 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Stop AI Agent Hallucinations: 4 Essential Techniques

https://dev.to/aws/stop-ai-agent-hallucinations-4-essential-techniques-2i94

Referenced in 1 query

Review

Strategies to Protect Sensitive Data in AI - LinkedIn

https://www.linkedin.com/top-content/artificial-intelligence/navigating-ai-risks/strategies-to-protect-sensitive-data-in-ai/

Referenced in 1 query

Pitch Story

AI Agent Hallucinations: Causes, Types, and How to Prevent Tool ...

https://substack.com/home/post/p-186009419

Referenced in 1 query

Review

Prevent AI Agent Hallucinations in Production Environments

https://www.stack-ai.com/insights/prevent-ai-agent-hallucinations-in-production-environments

Referenced in 1 query

Review

Data Leakage | Stop AI Agents from Exposing Sensitive Info - Zenity

https://zenity.io/use-cases/risk-type/data-leakage

Referenced in 1 query

Review

AI Data Privacy & Risk Mitigation with Qualys Generative AI Tools

https://blog.qualys.com/product-tech/2025/02/07/ai-and-data-privacy-mitigating-risks-in-the-age-of-generative-ai-tools

Referenced in 1 query

Review

Top 7 GenAI Security Tools to Safeguard Your AI Future

https://coralogix.com/ai-blog/top-7-genai-security-tools-to-safeguard-your-ais-future/

Referenced in 1 query

Pitch Story

Prevent Hallucinated Responses from any AI Agent - Cleanlab

https://cleanlab.ai/blog/prevent-hallucinated-responses/

Referenced in 1 query

Review

A New Way of Preventing AI Hallucinations

https://heyiris.ai/blog/preventing-ai-hallucinations-with-verified-data

Referenced in 1 query

Review

How to secure training data against AI data leaks | Cloudflare

https://www.cloudflare.com/learning/ai/how-to-secure-training-data-against-ai-data-leaks/

Referenced in 1 query

Review

Top 5 Tools to Monitor and Detect Hallucinations in AI Agents

https://www.getmaxim.ai/articles/top-5-tools-to-monitor-and-detect-hallucinations-in-ai-agents/

Referenced in 1 query

Review

How to Monitor AI Agents in Production: The Complete Guide

https://noveum.ai/en/blog/how-to-monitor-ai-agents-in-production

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Prioritize OpenAI-specific content distribution and citation building.

With a 0% mention rate on ChatGPT, Arthur AI is invisible to the largest segment of AI-literate users; visibility here is non-negotiable for enterprise software.

Impact: High

Develop a technical 'Practitioner's Guide' series optimized for Data Scientist queries.

The brand's 0% visibility with Data Scientists means it is not being included in the 'bottom-up' evaluation process that typically precedes C-suite approval.

Impact: High

Optimize technical documentation for Google AI Overviews using structured data and concise definitions.

Arthur AI currently has 0% visibility in AI Overviews; capturing this space is essential for maintaining authority in the evolving search landscape.

Impact: Medium

Double down on the 'AI Agent Hallucination' and 'Secure Deployment' narrative on Claude.

Arthur AI already shows strong positioning here (reaching as high as #1 on Gemini); consistent performance in this niche can establish it as the definitive category leader.

Impact: Medium

Is this your business? We can help you improve your AI visibility.

Book a Free Strategy Session

Backing