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

Chainguard, Inc.

Visibility65

Vibe100

Businesses/Software / Cybersecurity/Chainguard, Inc.

AI Visibility & Sentiment

Chainguard, Inc.

Chainguard is a cybersecurity firm that provides a trusted, secure-by-default software supply chain. They specialize in delivering hardened, minimal, and zero-CVE software artifacts that enable organizations to maintain security without the manual burden of vulnerability remediation.

Active Monitoring

chainguard.dev

Software / Cybersecurity Startups

AI Visibility Score

65/100

Good

Sentiment Score

100/100

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

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Chainguard, Inc. today.

Chainguard commands dominant authority in container image security, consistently securing top-three positions in Gemini and AI Overviews when engineers query for zero-CVE solutions. While the brand is effectively established as a core infrastructure leader, it faces a significant visibility bottleneck in adjacent technical workflows and broader developer tool comparisons where competitors like Snyk and Open Policy Agent currently capture more mindshare.

Value Proposition

Chainguard offers a 'Zero-CVE' guarantee by providing distroless, hardened software images that proactively remove vulnerabilities at the source rather than just scanning for them.

Overview

Mission

To be the safe source for open source by enabling developers to build software right, safe, and fast from the start.

Products & Services

Chainguard ContainersChainguard LibrariesChainguard FactoryChainguard ActionsWolfi (Chainguard OS)

Current State

Visibility Landscape

A high-level view of how Chainguard, Inc. 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	68	88
Core Topics Product/service category queries	—	—	26	—
Growth Areas Adjacent, aspirational & visionary	—	—	57	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Open Policy Agent

14 mentions

Kyverno

13 mentions

Snyk

11 mentions

Debian

7 mentions

Sigstore

7 mentions

Trivy

7 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High-intent dominance in container image and zero-CVE queries on Gemini.

Strength

Strong alignment with the 'DevOps Efficiency Leader' persona, evidenced by an impressive 1.8 average position.

Strength

Clear, consistent brand recognition when users initiate a direct vibe check.

Recommended Actions

Develop and syndicate high-authority content focused on 'software supply chain automation' and 'signature verification best practices'.

The data shows a critical visibility gap in these functional areas, which are essential for capturing users looking for actionable implementation guidance.

Create comparison-focused documentation and AI-optimized landing pages targeting 'Chainguard vs. Snyk' and 'secure supply chain tool alternatives'.

Competitors are winning the 'vendor selection' queries; direct comparison content is necessary to displace incumbents in AI model training sets.

Align thought leadership content with the 'Regulatory Compliance Manager' persona to improve its 5.0 average position.

While the persona reach is good, the ranking is the lowest among all personas, indicating that current content is not adequately addressing compliance-specific search intent.

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

Software Supply Chain Security & Hardened Infrastructure(3 queries)

“what are the best minimal and secure container images to replace alpine or debian for production workloads”

2/4 platforms mentioned

Core

ChatGPT

1.Red Hat (UBI, RHEL)

2.AWS (Amazon Linux)

3.Canonical (Ubuntu)

4.VMware (Photon, Tanzu)

5.Kubernetes

+5 more

Claude

1.Docker (Docker Hardened Images)

2.Alpine Linux

3.Debian

4.Canonical (Ubuntu Containers)

5.Echo Software

Gemini

1.Bazel

2.Chainguard (Wolfi)

3.Debian

4.Alpine

AI Overviews

1.Alpine

2.Debian

3.Google Distroless

4.Chainguard Images (Wolfi)

5.Red Hat UBI Micro (RHEL)

+1 more

“what container image providers actually offer a zero-cve guarantee to help with compliance”

1/1 platforms mentioned

Core

Gemini

1.Chainguard (Chainguard Images, Wolfi Linux)

2.Red Hat (Project Hummingbird, Universal Base Images)

3.Docker (Docker Hardened Images)

4.RapidFort

5.BellSoft (BellSoft Hardened Images, Alpaquita Linux)

+1 more

“how can i automate signature verification and provenance tracking in my ci/cd pipeline”

0/1 platforms mentioned

Core

Gemini

1.Sigstore (Cosign, Sigstore Policy Controller)

2.SLSA

3.In-toto

4.Rekor

5.Artifact Attestations

+5 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.

Scratch

hub.docker.com

Web1 ref

Distroless

github.com

Code1 ref

Ubi

developers.redhat.com

Web1 ref

Base Container

docs.aws.amazon.com

Web1 ref

Docker Images

ubuntu.com

Web1 ref

Photon

hub.docker.com

Web1 ref

Security

docs.docker.com

Web1 ref

Cosign 1 0 E82f006f7bc4

blog.sigstore.dev

Web1 ref

trivy.dev

Web1 ref

Scan Container Images

docs.snyk.io

Web1 ref

Hardened Images for Everyone | Docker

docker.com

Web1 ref

Minimal container images: Towards a more secure future

chainguard.dev

Web1 ref

Tiny Docker Images | Lightweight Containers | Optimized Performance 2026

devopsroles.com

Web1 ref

Top 10 best Linux docker base image in 2025

theserverhost.com

Web1 ref

5 Top Container Image Security Platforms For 2026

itmunch.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Chainguard, Inc..

Chainguard, Inc.17 mentions

Open Policy Agent14 mentions

Kyverno13 mentions

Snyk11 mentions

Debian7 mentions

Sigstore7 mentions

Trivy7 mentions

Sigstore (Cosign)6 mentions

Cosign6 mentions

Tekton Chains6 mentions

Alpine5 mentions

Brand Identity

Brand Voice & Style

How AI perceives Chainguard, Inc.'s communication style and personality

Chainguard communicates with a blend of high-level technical authority and pragmatic, developer-focused empathy. Their tone is direct, confident, and mission-oriented, reflecting their role as a critical infrastructure partner. They avoid marketing fluff, preferring to lead with data, clear value propositions, and a 'secure-by-default' philosophy that empowers engineering teams rather than adding friction.

Core Tone Traits

Authoritative & Expert

Demonstrates deep technical knowledge of software supply chain security, open source, and infrastructure.

Pragmatic & Direct

Focuses on solving real-world engineering problems without unnecessary jargon or marketing hype.

Empowering & Supportive

Positions the brand as a partner that removes toil and enables developers to focus on innovation.

Data-Driven

Uses metrics like engineering hours saved, CVE reduction, and attack surface minimization to prove value.

Backing

Investors

Kleiner Perkins

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 March 22, 2026.

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.