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

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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 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

AI Perception

Summary

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.

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference ArmorCode?

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Conversation Analysis

Key Topics

What conversations is ArmorCode included in — or excluded from?

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Buyer Personas

Personas

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

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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(7 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

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

1/4 platforms mentioned

Core

ChatGPT

1.Elastic

2.Microsoft Sentinel

3.Chronicle

4.Cortex XDR

5.Cortex XSOAR

+7 more

Claude

1.Splunk

2.Microsoft Sentinel

3.Sumo Logic

4.Elastic Security

5.ThreatConnect

+4 more

Gemini

1.Splunk Enterprise Security

2.IBM QRadar

3.Microsoft Sentinel

4.Palo Alto Networks Cortex XSOAR

5.CrowdStrike Falcon

+4 more

AI Overviews

1.Apiiro

2.ArmorCode

3.Snyk ASPM

4.Qualys VMDR

5.Tenable One

+7 more

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

1/4 platforms mentioned

Core

ChatGPT

1.Microsoft Sentinel

2.Elastic

3.Cortex XSOAR

4.Google Chronicle Security Operations

5.Splunk ES

+8 more

Claude

1.Nucleus

2.Apiiro

3.Stellar Cyber

4.UTMStack

5.Elastic Security

+2 more

Gemini

1.Palo Alto Networks Cortex XSOAR

2.Splunk SOAR

3.IBM Security QRadar SOAR

4.Tenable.io

5.Rapid7 InsightVM

+6 more

AI Overviews

1.Swimlane

2.ArmorCode

3.Nucleus

4.Kondukto

5.Palo Alto Cortex XSOAR

+5 more

“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.Microsoft Sentinel

2.Defender for Cloud Apps

3.Splunk Enterprise Security

4.Mission Control

5.IBM QRadar

+11 more

Claude

1.Invicti ASPM

2.Aikido

3.Orca Security

4.AWS Security Hub

5.GuardDuty

+5 more

Gemini

1.Splunk Phantom

2.Palo Alto Networks Cortex XSOAR

3.IBM Security QRadar SOAR

4.Tenable.io

5.Qualys VMDR

+14 more

AI Overviews

1.StrangeBee

2.PlexTrac

3.Apiiro

4.Snyk

5.Swimlane Turbine

+7 more

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

0/4 platforms mentioned

Core

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

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

0/4 platforms mentioned

Core

ChatGPT

1.Jira

2.ServiceNow

3.Apache Kafka

4.Confluent

5.Airbyte

+19 more

Claude

1.Nucleus Security

2.NopSec

3.Strobes

4.Faraday

5.Dradis

+11 more

Gemini

1.Tenable.io

2.Qualys VMDR

3.Rapid7 InsightVM

4.Splunk SOAR (Phantom)

5.Palo Alto Networks Cortex XSOAR

+3 more

AI Overviews

1.DefectDojo

2.Nucleus Security

3.ServiceNow Vulnerability Response

4.Cisco Vulnerability Management

5.Kenna Security

+4 more

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

1/4 platforms mentioned

Core

ChatGPT

1.DefectDojo

Claude

1.Nucleus Security

2.Wiz

3.elasticsearch

4.postgres

5.timescale

+3 more

Gemini

1.ServiceNow Security Operations

2.Rapid7 InsightVM

3.Tenable.io

4.Qualys VMDR

5.Palo Alto Networks Cortex XSOAR

+8 more

AI Overviews

1.Nucleus Security

2.DefectDojo

3.Brinqa

4.Faraday

5.Cycode

6.ArmorCode

+3 more

Optimizing Remediation Workflows(4 queries)

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

0/4 platforms mentioned

Core

ChatGPT

1.Dependabot

2.Renovate

3.Snyk

4.Mergify

5.SonarQube

+8 more

Claude

1.Snyk

2.SonarQube

3.Checkmarx

4.Veracode

5.Fortify

+11 more

Gemini

1.SonarQube

2.Checkmarx One

3.Snyk

4.Dependabot

5.Ansible

+9 more

AI Overviews

1.Cyrisma

2.Legit Security

3.Snyk

4.Dependabot

5.Checkov

+10 more

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

0/4 platforms mentioned

Core

ChatGPT

1.Dependabot

2.Renovate

3.OPA

4.Kyverno

5.Jira

+9 more

Claude

1.Jira

2.Invicti

3.Kondukto

4.Cycode

5.AWS

+2 more

Gemini

1.Husky

2.Jenkins

3.GitLab CI/CD

4.GitHub Actions

5.Terraform

+10 more

AI Overviews

1.DEVOPSdigest

2.Snyk

3.GitHub Advanced Security

4.Cycode

5.Semgrep

+14 more

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

0/4 platforms mentioned

Core

ChatGPT

1.Jira

2.OPA

Claude

1.Cycode

2.Aikido Security

3.Snyk

4.Checkmarx One

Gemini

1.Veracode

2.Checkmarx

3.Invicti

4.Netsparker

5.Acunetix

+11 more

AI Overviews

1.Gomboc.ai

2.Snyk

3.GitHub Dependabot

4.SonarQube

5.Microsoft Learn

+6 more

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

0/4 platforms mentioned

Core

ChatGPT

1.Snyk

2.GitHub

3.Veracode

4.CodeQL

5.GitLab

+4 more

Claude

1.Microsoft DevSkim

2.SonarLint

3.Puma Scan

4.Trivy

5.Checkov

+3 more

Gemini

1.SonarQube

2.Checkmarx

3.Veracode

4.OWASP ZAP

5.PortSwigger Burp Suite Enterprise Edition

+21 more

AI Overviews

1.Wiz

2.Cycode

3.Mend.io

4.VibeSec

5.OX Security

+6 more

Securing The Software Supply Chain And AI Exposure(2 queries)

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

0/3 platforms mentioned

Core

Claude

1.Azure AI Content Safety

2.AWS Bedrock

3.Google Cloud AI

4.Hugging Face

5.Garak

+10 more

Gemini

1.Credo AI

2.Holistic AI

3.Monitaur

4.Azure Machine Learning

5.Lumenova AI

+19 more

AI Overviews

1.Credo AI

2.OneTrust AI Governance

3.IBM watsonx.governance

4.Holistic AI

5.Splunk

+13 more

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

1/3 platforms mentioned

Core

Claude

1.IBM watsonx.governance

2.Credo AI

3.Lasso

4.Knostic

5.AccuKnox

+12 more

Gemini

1.Legit Security

2.Credo AI

3.Lumenova AI

4.FairNow

5.Monitaur

18.ArmorCode

+15 more

AI Overviews

1.Knostic

2.Atlan

3.Credo AI

4.Holistic AI

5.OneTrust AI Governance

+12 more

Enterprise Cybersecurity Platform Evaluation(2 queries)

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

0/4 platforms mentioned

Core

ChatGPT

1.Qualys VMDR

2.Qualys Cloud Platform

3.ServiceNow

4.Jira

5.Tenable Vulnerability Management

+14 more

Claude

1.Qualys VMDR

2.Rapid7 InsightVM

3.Tenable Security Center

4.Nessus

5.Microsoft Defender Vulnerability Management

+1 more

Gemini

1.Jira

2.ServiceNow

3.Wiz

4.Qualys VMDR

5.Tenable Nessus

+4 more

AI Overviews

1.Tenable

2.Qualys

3.Rapid7

4.Wiz

5.Qualys VMDR

+6 more

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

0/4 platforms mentioned

Core

ChatGPT

1.Tenable

2.Tenable One

3.Qualys

4.Qualys VMDR

5.ServiceNow

+16 more

Claude

1.Qualys VMDR

2.Tenable Vulnerability Management

3.Rapid7 InsightVM

4.CrowdStrike Falcon Spotlight

5.XM Cyber

Gemini

1.Tenable Vulnerability Management

2.Nessus

3.Tenable.io

4.Rapid7 InsightVM

5.Qualys VMDR

+2 more

AI Overviews

1.Tenable

2.Frost & Sullivan

3.Tenable One

4.Gartner

5.Qualys VMDR

+8 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about ArmorCode to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

3Positive

0Neutral

0Negative

across 3 responses

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

Claude

Positive

“…ArmorCode is recognized as a leader in Application Security Posture Management (ASPM), delivering Unified Vulnerability Management (UVM) that de-risks AI adoption…”

Gemini

Positive

“…ArmorCode is a company that provides an "agentic AI platform" for unified exposure management, focusing on software and infrastructure security in the era of AI.…”

AI Overviews

Positive

“…ArmorCode is a cybersecurity firm founded in 2020 and based in Palo Alto, California.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

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

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

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

91/100

19 passed 1 warnings 1 issues

Audited 3/9/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO100

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG95

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

2 render-blocking resource(s) detected

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

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives ArmorCode's communication style and personality

ArmorCode maintains a highly professional, authoritative, and data-centric brand voice. It communicates with a focus on efficiency, clarity, and technical expertise, positioning itself as a reliable partner for complex enterprise security challenges while remaining accessible through its emphasis on 'friendly' dashboards and streamlined workflows.

Core Tone Traits

Authoritative & Expert

Demonstrates deep knowledge of the AppSec landscape and enterprise security needs.

Data-Driven & Analytical

Focuses on metrics like MTTR, volume of findings, and risk reduction.

Efficient & Direct

Communicates the value of saving time and cutting through 'noise'.

Professional & Trustworthy

Maintains a serious tone appropriate for enterprise-level security software.

Competitive Landscape

Related Ecosystem

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

Snyk19 mentions

Jira18 mentions

Qualys VMDR18 mentions

Rapid7 InsightVM16 mentions

ServiceNow12 mentions

DefectDojo11 mentions

Splunk10 mentions

Microsoft Sentinel10 mentions

Wiz10 mentions

Tenable.io10 mentions

ArmorCode4 mentions

Source Intelligence

Citations

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

splunk.com

https://www.splunk.com/en_us/blog/learn/siem-vs-soar.html

Referenced in 1 query

Review

help.splunk.com

https://help.splunk.com/en/splunk-enterprise-security-7/risk-based-alerting/7.2/scenario-2-ram-reduces-alert-volume-using-risk-based-alerting

Referenced in 1 query

Review

paloaltonetworks.com

https://www.paloaltonetworks.com/blog/2024/11/how-3-customers-revolutionized-secops-with-xsoar/

Referenced in 1 query

Review

docs.exabeam.com

https://docs.exabeam.com/en/alert-triage/all/docs/alert-triage.html

Referenced in 1 query

Review

elastic.co

https://www.elastic.co/guide/en/security/current/tuning-detection-signals.html

Referenced in 1 query

Review

learn.microsoft.com

https://learn.microsoft.com/en-us/azure/sentinel/watchlists

Referenced in 1 query

Review

ir.elastic.co

https://ir.elastic.co/news/news-details/2024/Elastic-changes-the-SIEM-game-with-AI-driven-security-analytics/default.aspx

Referenced in 1 query

Review

ibm.com

https://www.ibm.com/products/qradar-siem/integrations

Referenced in 1 query

Review

exabeam.com

https://www.exabeam.com/blog/ueba/exabeam-alert-triage-with-dynamic-alert-prioritization-now-available-in-exabeam-fusion-and-exabeam-security-investigation/

Referenced in 1 query

Review

SIEM: Security Information & Event Management Explained | Splunk

https://www.splunk.com/en_us/blog/learn/siem-security-information-event-management.html

Referenced in 1 query

Review

Logsign Unified SecOps Platform | Security Operations, Threat Detection, Investigation and Response

https://www.logsign.com/siem-unified-security-operations-platform/

Referenced in 1 query

Review

Unifying SIEM & XDR: a new era in SecOps | Microsoft Learn

https://learn.microsoft.com/en-us/shows/microsoft-sentinel-defender-xdr-virtual-ninja-training/unifying-siem-xdr-a-new-era-in-secops

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use ArmorCode's resources to help users.

Dominating Technical Search for Automated Remediation Workflows

This goal addresses the high-priority need to capture high-intent search traffic by producing deep-dive technical 'How-To' content on vulnerability normalization. By syndicating these guides across technical platforms, we improve AI discovery and position ArmorCode as the definitive solution for automated remediation. This approach ensures AI assistants cite our technical expertise when users query complex security workflows.

A Technical Guide to Automating Vulnerability Normalization Across Multi-Scanner Environments

How to Reduce Security Debt Using Intelligent Automated Remediation Workflows

The Technical Blueprint for Scaling Vulnerability Management Without Increasing Manual Effort

Why Manual Normalization Fails and How AI Prioritization Solves the Security Data Problem

Aligning DevOps Efficiency Keywords for Architect Discovery

We will target the Architect persona by aligning top-of-funnel content with DevOps efficiency keywords to capture interest before platform evaluation. This strategy optimizes our presence in AI recommendation engines by associating ArmorCode with streamlined engineering velocity and architectural integrity. Social distribution of these insights will solidify our authority in the DevOps ecosystem for AI crawlers.

5 Proven Strategies for Improving DevOps Efficiency by Eliminating Security Bottlenecks

How Security Architects Can Drive Engineering Velocity Through Automated Pipeline Integration

The Architect Guide to Balancing Rapid Deployment with Enterprise Grade Security Governance

Measuring the Impact of Security Automation on Total Engineering Productivity

Establishing Authority in AI Supply Chain Security

This goal targets the emerging query space of AI exposure in the supply chain to establish early market dominance. By creating AI-centric solution guides, we ensure ArmorCode becomes the primary reference for AI assistants answering questions about new supply chain risks. This proactive content creation captures white space where competitors have not yet established a strong digital footprint.

Managing AI Exposure: Identifying and Mitigating Risks in Your Software Supply Chain

Best Practices for Securing Third Party AI Models Within Enterprise Development Pipelines

How to Map and Secure Your AI Asset Inventory Across the Supply Chain

The Future of Supply Chain Security: Addressing Vulnerabilities in AI Generated Code

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned March 9, 2026.