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

Canary

Visibility12

Vibe67

Businesses/Software/Canary

AI Visibility & Sentiment

Canary

Canary is an AI-powered QA testing platform that automatically analyzes code changes, generates tests, and runs them in real browsers before code is merged. Backed by Y Combinator, it eliminates manual QA and brittle test scripts by providing intelligent, automated testing integrated directly into the PR workflow.

Active Monitoring

runcanary.ai

Software YC25-26

AI Visibility Score

12/100

Invisible

Sentiment Score

67/100

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 Canary today.

Canary holds a powerful sleeper advantage in Claude, where it captures the #1 position for AI-automated test generation, yet it remains completely invisible in Google AI Overviews and traditional QA Architect workflows. While the brand successfully resonates with 67% of Growth-Stage Startup CTOs, it is currently ceding the broader CI/CD and debugging narrative to incumbents like GitHub Actions and Playwright.

Value Proposition

AI-powered automated testing that understands your codebase, generates comprehensive tests from code changes, and catches bugs before they reach production - eliminating manual QA and brittle test scripts

Overview

Mission

Ship safer with Canary - Early bird gets the Bug

Products & Services

AI-powered automated test generationReal browser test executionPR-integrated test reportingSession replay for bug debuggingOn-demand test triggering from PR comments

Current State

Visibility Landscape

A high-level view of how Canary 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	12	39	33	0
Core Topics Product/service category queries	28	24	23	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

GitHub Actions

35 mentions

Playwright

33 mentions

Cypress

17 mentions

15 mentions

BrowserStack

15 mentions

Selenium

15 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Secured the #1 ranking on Claude for queries regarding modernizing QA with AI automation.

Strength

Strong resonance with the 'Growth-Stage Startup CTO' persona, achieving a 67% mention rate.

Strength

Maintains a positive sentiment profile on Claude and Gemini despite lower overall frequency.

Recommended Actions

Execute a technical SEO and content sprint focused on AI Overviews compatibility.

With a 0% mention rate in AI Overviews, Canary is missing the most direct funnel for high-intent software buyers using Google’s generative search.

Develop deep-dive technical content around 'Root Cause Analysis' and 'Debugging' workflows.

The brand is currently ignored for debugging queries; establishing authority here is necessary to move beyond simple 'test generation' and into the full development lifecycle.

Target the DevEx Specialist persona with content focused on pipeline speed and developer friction.

Canary is invisible to DevEx specialists (0% mention rate), who are the primary influencers for internal tool adoption in modern software orgs.

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

Accelerating The CI/CD Pipeline(2 queries)

“how to speed up our ci cd pipeline so devs aren't waiting forever on tests”

0/4 platforms mentioned

Adjacent

ChatGPT

1.GitHub Actions

2.GitLab CI

3.CircleCI

4.Jenkins

5.pytest-xdist

+20 more

Claude

1.GitHub Actions

2.GitLab CI

3.CircleCI

4.Knapsack Pro

5.Buildkite

+7 more

Gemini

1.CircleCI

2.GitHub Actions

3.Jenkins

4.Nx

5.Bazel

+10 more

AI Overviews

1.Docker

2.GitLab

3.Slack

4.Microsoft Teams

“best ways to automate testing in github prs without slowing down the team”

0/3 platforms mentioned

Adjacent

The Legacy-Bound Senior QA Architect · Senior Quality Assurance Architect

Claude

1.GitHub Actions

2.pytest-flaky

3.Playwright

4.Selenium

5.BrowserStack

+5 more

Gemini

1.Playwright

2.GitHub

3.BrowserStack

4.GitHub Actions

5.AWS EKS

+13 more

AI Overviews

1.GitHub

2.GitHub Actions

3.namespace.so

4.OneUptime

5.ESLint

+3 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.

about.gitlab.com

Web1 ref

Ultimate Guide to CI/CD Best Practices to Streamline DevOps

launchdarkly.com

Web1 ref

CI/CD best practices - Buildkite

buildkite.com

Web1 ref

How to Speed Up Your CI/CD Pipeline: Caching, Parallelism ...

jeeviacademy.com

Web1 ref

4 Easy Ways to Speed Up Your CI/CD Pipeline - Claroty

claroty.com

Web1 ref

Cut Down on CI/CD Build Times - Medium

medium.com

Blog1 ref

How to keep up with CI/CD best practices - GitLab

about.gitlab.com

Web1 ref

Best practices for awesome CI/CD - | Harness Blog

harness.io

Web1 ref

How to Optimize Your CI/CD Pipeline for Faster Releases - Medium

medium.com

Blog1 ref

CI/CD best practices: Our top 15 tips | Gatling Blog

gatling.io

Web1 ref

Top 10 Infrastructure as Code Best Practices for Scalable ...

tekrecruiter.com

Web1 ref

Best Practices for Successful CI/CD | TeamCity CI/CD Guide

jetbrains.com

Web1 ref

CI/CD Pipeline Optimization for Efficient Deployment - Stfalcon

stfalcon.com

Web1 ref

DevOps Techniques to Speed Up Your CI/CD Workflow - Bitcot

bitcot.com

Web1 ref

What's Slowing Down Your CI/CD Pipeline? 5 Proven Fixes

deployflow.co

Web1 ref

Competitive Landscape

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

GitHub Actions35 mentions

Playwright33 mentions

Cypress17 mentions

Nx15 mentions

BrowserStack15 mentions

Selenium15 mentions

GitLab CI14 mentions

Testim14 mentions

CircleCI13 mentions

mabl13 mentions

Canary6 mentions

Brand Identity

Brand Voice & Style

How AI perceives Canary's communication style and personality

Canary communicates with confident, developer-friendly language that balances technical credibility with approachable wit. The brand uses clever wordplay (like 'Early bird gets the Bug') and direct, action-oriented messaging that resonates with engineers who value efficiency. The tone is modern and startup-savvy, avoiding corporate jargon while maintaining professionalism. There's an underlying sense of empowerment - helping developers ship faster and with more confidence.

Core Tone Traits

Developer-First

Speaks the language of engineers with technical accuracy and respect for their workflow

Confident & Direct

Makes bold claims backed by clear product capabilities, no hedging or corporate speak

Witty & Clever

Uses playful wordplay and smart humor that appeals to technical audiences

Action-Oriented

Focuses on outcomes and getting things done - ship fast, catch bugs, deploy with confidence

Backing

Investors

Y Combinator

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 27, 2026.