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.

Roadmap Pricing

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ArmorCode

Visibility10

Vibe86

Businesses/Cybersecurity/ArmorCode

AI Visibility & Sentiment

ArmorCode

ArmorCode is an enterprise-grade application security platform that unifies security scanning tools into a single, intelligent dashboard. It leverages AI-powered insights to help development and security teams prioritize risks based on business impact and accelerate remediation workflows.

Active Monitoring

armorcode.com

Cybersecurity

AI Visibility Score

10/100

Invisible

Sentiment Score

86/100

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 ArmorCode today.

ArmorCode currently holds a strong identity in direct brand searches, yet it remains largely absent from the critical discovery queries that drive enterprise buying decisions. While competitors like Snyk and Qualys capture significant mindshare during vulnerability management and remediation searches, ArmorCode is failing to position its value proposition within these high-intent AI conversations.

Working in your favor

Excellent brand recognition in direct inquiries across all major AI platforms including Claude, Gemini, and AI Overviews.

High-authority positioning in AI Overviews for vulnerability management consolidation, securing a top-2 ranking for critical 'alert fatigue' queries.

Gaps to close

Near-total absence from technical search queries regarding automated remediation workflows and enterprise-grade security platform evaluations.

Underperformance in addressing the DevOps Efficiency Architect persona, where competitors are successfully capturing mindshare during the evaluation phase.

Failure to intercept search intent around modern challenges like managing AI-related security exposures.

Opportunities

Capitalize on the existing success with 'alert fatigue' by scaling content that directly links platform features to automated remediation workflows.

Optimize technical documentation and whitepapers for AI-readiness to compete with incumbents in the vulnerability normalization space.

Target the DevOps Efficiency Architect persona with specific use cases that highlight integration capabilities over general-purpose cybersecurity features.

Highest-Impact Actions

Develop and syndicate 'How-To' technical content specifically targeting automated remediation and vulnerability normalization workflows.

Competitors are dominating these high-intent search areas; direct presence here is required to shift buyers away from entrenched incumbents.

Align top-of-funnel content with 'DevOps Efficiency' keywords to engage the Architect persona.

Data shows this persona is actively searching for efficiency, representing a prime opportunity to capture interest before they reach the platform evaluation stage.

Create AI-centric solution guides that address 'Managing AI Exposure in the Supply Chain'.

This is an emerging query space where incumbent competitors have not yet established a stranglehold, providing a path for early authority.

Value Proposition

ArmorCode cuts through security noise by normalizing and deduplicating findings from over 350 integrations, enabling teams to remediate critical vulnerabilities faster with AI-driven prioritization.

Overview

Mission

To streamline application security by unifying the security ecosystem, prioritizing findings based on risk, and automating remediation workflows at enterprise scale.

Products & Services

Unified Vulnerability ManagementSoftware Supply Chain SecurityAI Exposure ManagementAutomated Remediation Workflows

Current State

Visibility Landscape

A high-level view of how ArmorCode 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	97	97
“What do you know about ArmorCode? What do they do and what's their reputation?”	—	#1	#1	#1
Core5q Product/service category queries	0	0	14	46
“how do I stop getting overwhelmed by all the alerts from my different security scanners, what platforms can unify this?”	No	No	No	#2
“how to automate remediation for my dev team so security doesn't block their sprints?”	No	No	No	No
“what tools should I look at for managing AI exposure in my software lifecycle?”	—	No	#18	No
“what are the most capable vulnerability management platforms for large enterprises?”	No	No	No	No
“best way to normalize vulnerability data from 350+ tools into one dashboard?”	No	No	No	#6
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

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

—

“how do I stop getting overwhelmed by all the alerts from my different security scanners, what platforms can unify this?”

“how to automate remediation for my dev team so security doesn't block their sprints?”

“what tools should I look at for managing AI exposure in my software lifecycle?”

—

#18

“what are the most capable vulnerability management platforms for large enterprises?”

“best way to normalize vulnerability data from 350+ tools into one dashboard?”

Competitive Landscape

Snyk

19 mentions

Jira

18 mentions

Qualys VMDR

18 mentions

Rapid7 InsightVM

16 mentions

ServiceNow

12 mentions

DefectDojo

11 mentions

Splunk

10 mentions

Microsoft Sentinel

10 mentions

Wiz

10 mentions

Tenable.io

10 mentions

ArmorCode

4 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Excellent brand recognition in direct inquiries across all major AI platforms including Claude, Gemini, and AI Overviews.

Strength

High-authority positioning in AI Overviews for vulnerability management consolidation, securing a top-2 ranking for critical 'alert fatigue' queries.

Gap

Near-total absence from technical search queries regarding automated remediation workflows and enterprise-grade security platform evaluations.

Recommended Actions

Develop and syndicate 'How-To' technical content specifically targeting automated remediation and vulnerability normalization workflows.

Competitors are dominating these high-intent search areas; direct presence here is required to shift buyers away from entrenched incumbents.

Align top-of-funnel content with 'DevOps Efficiency' keywords to engage the Architect persona.

Data shows this persona is actively searching for efficiency, representing a prime opportunity to capture interest before they reach the platform evaluation stage.

Create AI-centric solution guides that address 'Managing AI Exposure in the Supply Chain'.

This is an emerging query space where incumbent competitors have not yet established a stranglehold, providing a path for early authority.

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

Consolidating Vulnerability Management Tools(2 queries)

“how do I stop getting overwhelmed by all the alerts from my different security scanners, what platforms can unify this?”

0/4 platforms mentioned

Core

ChatGPT

1.Splunk

2.Microsoft Sentinel

3.Cortex XSOAR

4.Exabeam

5.Elastic Security

+5 more

Claude

1.Microsoft Sentinel

2.Defender XDR

3.Splunk

4.Elastic Security

5.Datadog Cloud SIEM

+1 more

Gemini

1.Microsoft Sentinel

2.Splunk Enterprise Security

3.IBM QRadar SIEM

4.Exabeam

5.LogPoint

+13 more

AI Overviews

1.Swimlane

2.Checkmarx One

3.Apiiro

4.Legit Security

5.AWS

+11 more

“best way to normalize vulnerability data from 350+ tools into one dashboard?”

0/4 platforms mentioned

Core

The Strategic CISO · Chief Information Security Officer

ChatGPT

1.Apache NiFi

2.Apache Airflow

3.Apache Kafka

4.Airbyte

5.Tines

+16 more

Claude

1.Nucleus Security

2.Tenable One

3.Qualys VMDR

Gemini

1.Palo Alto Networks Cortex Xpanse

2.Rapid7 InsightVM

3.Qualys VMDR

4.Tenable.io Vulnerability Management

AI Overviews

1.Nucleus Security

2.Tenable One

3.ServiceNow Vulnerability Response

4.DefectDojo

5.Palo Alto Networks

+2 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.

Siem Vs Soar

splunk.com

ArmorCode

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Cybersecurity

Start gettingrecommended by AI.

Frequently asked questions

ArmorCode

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Cybersecurity

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.