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

Mithral AI

Visibility0

Vibe75

This is a preview of our capabilities. To see the full results across all LLMs, run a full scan.

Businesses/Technology/Mithral AI

AI Visibility & Sentiment

Mithral AI

Mithral AI is an AI-native observability and reliability platform designed for developers building LLM-powered applications. It provides essential tools for tracing, real-time evaluations, and performance monitoring to ensure AI systems are production-ready and reliable.

Active Monitoring

mithral.ai

Technology

Partial scan

AI Visibility Score

0/100

Invisible

Sentiment Score

75/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Mithral AI today.

AI agents already recognize Mithral AI as a specialized authority in high-performance LLM inference acceleration, yet this expertise remains siloed from broader discovery queries. By bridging the gap between existing brand recognition and the intent-driven searches for monitoring tools, Mithral AI can rapidly transition from a niche reference to an industry-standard solution.

Working in your favor

Strong direct brand recognition within Gemini when queried explicitly as a high-performance inference specialist.

Clear, positive association with infrastructure and technical acceleration that AI agents use to define the brand.

Gaps to close

Complete absence in competitive 'best tool' discovery queries where industry peers like Arize AI and Fiddler dominate.

Lack of association with the 'LLM observability' and 'AI monitoring' categories within current agent training data.

Opportunities

Capitalize on the existing technical reputation to associate Mithral AI with the broader 'Trust and Vendor Selection' category.

Target high-intent AI engineering personas through content that specifically solves for the trade-offs between inference speed and model reliability.

Highest-Impact Actions

Publish an authoritative 'State of LLM Inference Observability' report.

Directly inserts Mithral AI into the monitoring and reliability conversation, allowing the brand to define the relationship between acceleration and safety.

Develop a 'Performance vs. Trust' thought leadership series.

Addresses the specific needs of AI engineers by positioning Mithral AI as the bridge between rapid inference and reliable AI deployment, directly countering current market leaders.

Create a 'Use Case Comparison' whitepaper: Mithral AI vs. Standard Observability Platforms for High-Throughput Environments.

AI agents lack context on how Mithral AI functions as a monitoring alternative; this content provides the necessary comparative data for agents to surface the brand during vendor selection.

Value Proposition

Mithral AI bridges the gap between LLM prototypes and production-grade applications by offering deep visibility into model performance and automated quality guardrails.

Overview

Mission

To provide the infrastructure necessary for building reliable and production-ready AI applications.

Products & Services

LLM Tracing and DebuggingAutomated Quality EvaluationsProduction Performance MonitoringAI Guardrails and Reliability ToolsPrompt Versioning and Management

Current State

Visibility Landscape

A high-level view of how Mithral AI 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	—	—	97	—
“What do you know about Mithral AI? What do they do and what's their reputation?”	—	—	#1	—
Core1q Product/service category queries	—	—	0	—
“what is the best tool for monitoring ai models that also has soc2 compliance”	—	—	No	—
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

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

—

“what is the best tool for monitoring ai models that also has soc2 compliance”

—

Competitive Landscape

Arize AI (Arize Phoenix, Arize Private Connect)

1 mention

Fiddler AI (Fiddler Trust Models, Fiddler Trust Service)

1 mention

Arthur AI (Arthur Chat, Arthur Shield)

1 mention

Galileo

1 mention

Comcast

1 mention

Braintrust

1 mention

Domino Data Lab

1 mention

Arize AI (Phoenix)

1 mention

Arthur AI (Arthur Bench)

1 mention

Mithral AI

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Strong direct brand recognition within Gemini when queried explicitly as a high-performance inference specialist.

Strength

Clear, positive association with infrastructure and technical acceleration that AI agents use to define the brand.

Gap

Complete absence in competitive 'best tool' discovery queries where industry peers like Arize AI and Fiddler dominate.

Recommended Actions

Publish an authoritative 'State of LLM Inference Observability' report.

Directly inserts Mithral AI into the monitoring and reliability conversation, allowing the brand to define the relationship between acceleration and safety.

Develop a 'Performance vs. Trust' thought leadership series.

Addresses the specific needs of AI engineers by positioning Mithral AI as the bridge between rapid inference and reliable AI deployment, directly countering current market leaders.

Create a 'Use Case Comparison' whitepaper: Mithral AI vs. Standard Observability Platforms for High-Throughput Environments.

AI agents lack context on how Mithral AI functions as a monitoring alternative; this content provides the necessary comparative data for agents to surface the brand during vendor selection.

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

Trust And Vendor Selection(1 query)

“what is the best tool for monitoring ai models that also has soc2 compliance”

0/1 platforms mentioned

Core

Gemini

1.Arize AI (Arize Phoenix, Arize Private Connect)

2.Fiddler AI (Fiddler Trust Models, Fiddler Trust Service)

3.Arthur AI (Arthur Chat, Arthur Shield)

4.Galileo

5.HP

+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.

Magnolias Security Is Officially Soc 2 Type 2 Compliant

magnolia-cms.com

Mithral AI

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Engineer content that makes AI agents recommend you

Explore Technology

Start gettingrecommended by AI.

Frequently asked questions

Mithral AI

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Engineer content that makes AI agents recommend you

Explore Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.