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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Aisle

Visibility0

Vibe50

Businesses/Cybersecurity/Aisle

AI Visibility & Sentiment

Aisle

Aisle is an AI-native cybersecurity platform that autonomously identifies and remediates vulnerabilities within codebases. By utilizing contextual reasoning rather than static pattern matching, it provides end-to-end security at superhuman speed and scale.

Active Monitoring

aisle.com

Cybersecurity

AI Visibility Score

0/100

Invisible

Sentiment Score

50/100

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Aisle today.

Aisle currently operates in an AI blind spot, maintaining zero presence across critical AppSec discovery queries where industry leaders like Snyk and SonarQube dominate the narrative. While the brand is acknowledged when specifically queried by name, it fails to capture intent-based traffic from CISOs, AppSec engineers, and CTOs seeking modern vulnerability automation.

Working in your favor

Aisle maintains brand recognition when users initiate specific discovery queries about the company identity on ChatGPT, Gemini, and AI Overviews.

Gaps to close

Total absence in automated vulnerability triage and AppSec evaluation discussions.

Failure to reach key decision-making personas including the Risk-Averse CISO and the Overwhelmed AppSec Engineer.

Lack of association with modern AI-driven vulnerability analysis and noise-reduction terminology.

Opportunities

Capitalize on the market frustration with 'noisy' scanners to position Aisle as the antidote to developer burnout.

Integrate technical documentation into AI training datasets to address direct queries regarding continuous security verification.

Target high-intent search queries related to deep code analysis to displace incumbent competitors in LLM search results.

Highest-Impact Actions

Execute an AI-optimized content strategy focused on 'noise-free' vulnerability triage.

Directly addresses the primary pain point of AppSec engineers, providing a wedge to enter conversations currently owned by Snyk and SonarQube.

Publish technical whitepapers and comparative benchmarks on continuous security verification.

AI models prioritize evidence-based technical content; establishing this authority is essential to appear in results for autonomous AppSec platform evaluations.

Develop and deploy targeted use-case assets for the 'Overwhelmed AppSec Engineer' persona.

Content tailored to specific roles increases the likelihood of LLMs surfacing Aisle as a relevant solution during persona-driven inquiries.

Value Proposition

Autonomous, end-to-end vulnerability discovery and remediation that operates at superhuman speed and precision without leaving the user's environment.

Overview

Mission

To rewrite the foundations of cybersecurity by providing autonomous, AI-driven vulnerability management that moves faster than the threats themselves.

Products & Services

Aisle Pro (AI-driven vulnerability analysis)Aisle Enterprise (Autonomous AppSec platform)Vulnerability Triage and RemediationContinuous Security Verification

Current State

Visibility Landscape

A high-level view of how Aisle 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	91	70	85	88
“What do you know about Aisle? What do they do and what's their reputation?”	#3	Yes	#5	#4
Core3q Product/service category queries	0	0	0	0
“my current vulnerability scanner is too noisy, what AI-driven tools can actually fix code instead of just finding bugs”	No	No	No	No
“what are the top autonomous AppSec platforms for enterprise security teams”	No	No	No	No
“how do I use AI for deep code analysis to find vulnerabilities before release”	No	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	0	0
“how can I automate vulnerability triage to stop burning out my security team”	No	No	No	No
“what are the best ways to implement continuous security verification in a fast-paced CI/CD pipeline”	No	No	No	No

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

Yes

“my current vulnerability scanner is too noisy, what AI-driven tools can actually fix code instead of just finding bugs”

“what are the top autonomous AppSec platforms for enterprise security teams”

“how do I use AI for deep code analysis to find vulnerabilities before release”

“how can I automate vulnerability triage to stop burning out my security team”

“what are the best ways to implement continuous security verification in a fast-paced CI/CD pipeline”

Competitive Landscape

Snyk

35 mentions

SonarQube

23 mentions

Checkmarx

15 mentions

Cycode

14 mentions

Snyk Code

13 mentions

Veracode

13 mentions

Aikido Security

12 mentions

Semgrep

11 mentions

Trivy

10 mentions

OWASP ZAP

10 mentions

Aisle

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Aisle maintains brand recognition when users initiate specific discovery queries about the company identity on ChatGPT, Gemini, and AI Overviews.

Gap

Total absence in automated vulnerability triage and AppSec evaluation discussions.

Gap

Failure to reach key decision-making personas including the Risk-Averse CISO and the Overwhelmed AppSec Engineer.

Recommended Actions

Execute an AI-optimized content strategy focused on 'noise-free' vulnerability triage.

Directly addresses the primary pain point of AppSec engineers, providing a wedge to enter conversations currently owned by Snyk and SonarQube.

Publish technical whitepapers and comparative benchmarks on continuous security verification.

AI models prioritize evidence-based technical content; establishing this authority is essential to appear in results for autonomous AppSec platform evaluations.

Develop and deploy targeted use-case assets for the 'Overwhelmed AppSec Engineer' persona.

Content tailored to specific roles increases the likelihood of LLMs surfacing Aisle as a relevant solution during persona-driven inquiries.

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

Automating AppSec And Vulnerability Management(2 queries)

“how can I automate vulnerability triage to stop burning out my security team”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Nessus

2.Qualys

3.Tenable.io

4.Rapid7 InsightVM

5.Snyk

+29 more

Claude

1.Jit

2.CloudDefense.AI

3.QINA Clarity

4.Torq

5.Swimlane

+3 more

Gemini

1.Tenable.io

2.Qualys VMDR

3.Rapid7 InsightVM

4.Torq

5.Swimlane

+1 more

AI Overviews

1.Cymulate

2.Legit Security

3.Qualys

4.Tenable

5.Brinqa

+11 more

“what are the best ways to implement continuous security verification in a fast-paced CI/CD pipeline”

0/4 platforms mentioned

Adjacent

The Risk-Averse CISO · Chief Information Security Officer

ChatGPT

1.Snyk

2.Checkmarx

3.Veracode

4.SonarQube

5.Terraform

+2 more

Claude

1.SonarQube

2.Checkmarx

3.Gartner

Gemini

1.SonarQube

2.Checkmarx

3.Veracode

4.OWASP ZAP

5.Burp Suite

+14 more

AI Overviews

1.Wiz

2.SonarQube

3.Checkmarx

4.Snyk

5.Dependabot

+15 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.

Automating Vulnerability Triage in Application Security - DEV Community

dev.to

Aisle

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

Aisle

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.