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

CTGT

Visibility0

Vibe63

Businesses/Enterprise Software/CTGT

AI Visibility & Sentiment

CTGT

CTGT provides the deterministic layer for frontier AI intelligence, enabling enterprises to deploy production-ready AI with policy-as-code governance, defensible audit trails, and frontier-level accuracy. The platform is trusted by Fortune 500 companies and leading financial institutions to ensure AI reliability and compliance in mission-critical applications.

Active Monitoring

ctgt.ai

Enterprise Software

AI Visibility Score

0/100

Invisible

Sentiment Score

63/100

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 CTGT today.

CTGT currently faces a total 'category blackout,' failing to appear in a single non-branded enterprise AI governance query despite LLMs like Claude and Gemini demonstrating foundational awareness of the brand in direct inquiries. This disconnect suggests that while the brand is indexed, it lacks the semantic authority to be recommended as a solution for critical industry pain points like defensible audit trails and policy-as-code.

Value Proposition

CTGT replaces fragile AI guardrails with deterministic policy enforcement, delivering frontier-level accuracy (78%+ vs competitors) while providing the defensible audit trails and compliance certainty required by regulated industries.

Overview

Mission

To bring deterministic control and governance to frontier AI, enabling enterprises to deploy AI with the certainty and auditability required for mission-critical applications.

Products & Services

Policy as Code - automated compliance with live rule updatesDefensible Audit Trails - transparent decision logging aligned with company structureAI Model Governance PlatformEntity Resolution & Legal Reasoning AIHuman-in-the-Loop Micromanagement Controls

Current State

Visibility Landscape

A high-level view of how CTGT 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

Fiddler AI

56 mentions

MLflow

43 mentions

Arthur AI

39 mentions

Databricks

31 mentions

Arize AI

28 mentions

Guardrails AI

26 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Foundational brand recognition exists within Claude and AIOverviews during direct brand-specific 'vibe checks,' indicating the models have indexed CTGT but do not prioritize it for category-level solutions.

Strength

The brand holds a neutral-to-positive sentiment baseline which provides a clean slate for aggressive visibility expansion without needing to overcome existing negative bias.

Gap

Total absence from high-intent queries regarding 'defensible audit trails' and 'policy as code,' where competitors like Arthur AI and Fiddler AI are currently dominant.

Recommended Actions

Develop and index high-authority technical whitepapers focused on 'Defensible Audit Trails' and 'Policy as Code.'

CTGT is currently invisible for these specific high-intent queries; models require deeper semantic linking between the brand and these functional keywords to include them in recommendations.

Optimize digital presence for the 'High-Stakes Compliance Officer' persona through vertical-specific case studies, particularly for financial services.

The data shows a 0% mention rate for this critical decision-maker; addressing their specific regulatory concerns will help the brand break into the 'Trusted Vendor' category.

Launch a targeted content campaign positioning CTGT as a direct alternative to Guardrails AI and Fiddler AI.

Competitors are capturing 50+ mentions per cycle; appearing in 'alternative to' queries is the fastest path to diverting consideration from established market leaders.

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

Enterprise AI Compliance & Risk Management(3 queries)

“how to move our generative ai prototype into production in a regulated industry”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Collibra

2.Immuta

3.Alation

4.Labelbox

5.Scale AI

+39 more

Claude

1.Fiddler

2.WhyLabs

3.Evidently AI

4.Fairness Indicators

5.TensorFlow

+16 more

Gemini

1.SHAP

2.LIME

3.Amazon Web Services (AWS)

4.Amazon SageMaker

5.Microsoft Azure

+22 more

AI Overviews

1.Google Cloud

2.wiz.io

3.SentinelOne

4.TrustArc

5.Amazon Web Services (AWS)

+8 more

“best ways to manage ai risk for financial services, what tools should I look at?”

0/3 platforms mentioned

Core

The High-Stakes Compliance Officer · Chief Compliance Officer

Claude

1.Fiddler AI

2.Arthur AI

3.Arize

4.SHAP

5.Robust Intelligence

+7 more

Gemini

1.Arthur AI

2.Fiddler AI

3.Databricks

4.MLflow

5.Unity Catalog

+6 more

AI Overviews

1.Rehmann

2.IBM watsonx.governance

3.ValidMind

4.Credo AI

5.Predict360

+6 more

“help me set up a compliance framework for my enterprise ai project”

0/4 platforms mentioned

Core

The High-Stakes Compliance Officer · Chief Compliance Officer

ChatGPT

1.Arthur AI

2.Fiddler

3.Truera

4.IBM OpenScale

5.MLflow

+24 more

Claude

1.AI Fairness 360

2.IBM

3.Fairlearn

4.Arthur AI

5.Fiddler AI

+3 more

Gemini

1.Arthur AI

2.Fiddler AI

3.Databricks

4.MLflow

5.Unity Catalog

+12 more

AI Overviews

1.NICE

2.KPMG

3.Wiz

4.Maxim AI

5.Tetrate

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.

wiz.io

Web1 ref

Transitioning AI From Prototype to Production: Tips for Startups

blog.neevcloud.com

Web1 ref

Key Considerations for Building AI Agents for Highly Regulated ...

zartis-tech-blog.medium.com

Blog1 ref

Generative AI Security Policy Templates and Best Practices

sentinelone.com

Web1 ref

Innovating with AI in Regulated Industries - Amazon AWS

aws.amazon.com

Web1 ref

Generative AI for Regulatory Compliance - TrustArc

trustarc.com

Web1 ref

Prototype to Production Roadmap for Generative AI-based ...

docs.fluxninja.com

Web1 ref

Generative AI Best Practices in Manufacturing: The Dos & Don ...

tacton.com

Web1 ref

Taking GenAI from Prototype to Production: Navigating the Transition

linkedin.com

Social1 ref

The Risks of Generative AI and Professional Liability Insurance: What You Need to Know

allenthomasgroup.com

Web1 ref

AI Compliance in 2026: Definition, Standards, and Frameworks

wiz.io

Web1 ref

Maximizing compliance: Integrating gen AI into the financial ...

ibm.com

Web1 ref

Securing generative AI: data, compliance, and privacy ...

aws.amazon.com

Web1 ref

Gen AI: Going from prototype to production | Google Cloud Blog

cloud.google.com

Web1 ref

Regulating Under Uncertainty: Governance Options for Generative AI

cyber.fsi.stanford.edu

Edu1 ref

Competitive Landscape

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

Fiddler AI56 mentions

MLflow43 mentions

Arthur AI39 mentions

Databricks31 mentions

Arize AI28 mentions

Guardrails AI26 mentions

Collibra25 mentions

Splunk21 mentions

Immuta20 mentions

WhyLabs20 mentions

CTGT0 mentions

Brand Identity

Brand Voice & Style

How AI perceives CTGT's communication style and personality

CTGT communicates with authoritative technical expertise balanced by accessibility for enterprise decision-makers. The voice is confident and precise, reflecting the deterministic nature of their technology. They leverage validation from industry architects and quantitative proof points to build credibility, while maintaining a forward-looking tone that positions them at the frontier of AI governance. The brand avoids hype in favor of substantive claims backed by measurable outcomes.

Core Tone Traits

Authoritative & Technical

Speaks with deep expertise on AI governance, using precise terminology while remaining accessible to enterprise leaders

Evidence-Driven

Backs claims with specific metrics, industry validation, and quantitative comparisons to alternatives

Confidently Understated

Projects quiet confidence through substance rather than hyperbole, letting results speak

Enterprise-Focused

Addresses the specific concerns of regulated industries with language that resonates with compliance and risk stakeholders

Backing

Investors

General Catalyst

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 24, 2026.

Explore Enterprise Software

View all

Atlassian Corporation

Start getting recommended by AI

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

AI Visibility Score

CTGT has an AI visibility score of 0/100, rated as invisible. This score reflects how often and how prominently CTGT appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

Foundational brand recognition exists within Claude and AIOverviews during direct brand-specific 'vibe checks,' indicating the models have indexed CTGT but do not prioritize it for category-level solutions.
The brand holds a neutral-to-positive sentiment baseline which provides a clean slate for aggressive visibility expansion without needing to overcome existing negative bias.

Visibility Gaps

Total absence from high-intent queries regarding 'defensible audit trails' and 'policy as code,' where competitors like Arthur AI and Fiddler AI are currently dominant.
Zero penetration among critical personas, specifically failing to reach the High-Stakes Compliance Officer and the Performance-Driven AI Architect across all tested platforms.
Complete lack of visibility in 'Category Trust & Vendor Evaluation' queries, meaning CTGT is not being considered by AI assistants as a viable alternative to established players like Guardrails AI or Databricks.

Competitors in AI Recommendations

Fiddler AI: 56 mentions
MLflow: 43 mentions
Arthur AI: 39 mentions
Databricks: 31 mentions
Arize AI: 28 mentions
Guardrails AI: 26 mentions
Collibra: 25 mentions
Splunk: 21 mentions
Immuta: 20 mentions
WhyLabs: 20 mentions
Weights & Biases: 19 mentions
Fiddler: 18 mentions
Arize: 18 mentions
SHAP: 16 mentions
Vertex AI: 16 mentions

Categories: Enterprise Software