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

Visibility21

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

21/100

Low

Sentiment Score

67/100

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 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.

Working in your favor

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

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

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

Gaps to close

Zero visibility across Google AI Overviews, a critical discovery layer for software procurement.

Complete absence in the 'Efficient Debugging and Root Cause Analysis' category, which is a primary pain point for the target audience.

Fails to appear for the 'Legacy-Bound Senior QA Architect' and 'DevEx Specialist' personas, missing the primary gatekeepers of enterprise tool adoption.

Opportunities

Capitalize on the existing Claude authority to dominate the 'AI-automated test generation' niche before competitors pivot.

Bridging the gap between 'test generation' and 'CI/CD speed' to challenge GitHub Actions' dominance in performance-based queries.

Improve technical documentation and metadata to trigger inclusion in AI Overviews, where the brand currently has 0% reach.

Highest-Impact 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.

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 priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	70	70	70	70
“What do you know about Canary? What do they do and what's their reputation?”	Yes	Yes	Yes	Yes
Core3q Product/service category queries	23	50	44	0
“recommend tools for ai automated test generation so i don't have to write scripts manually”	#23	#1	#3	No
“best reviewed ai testing platforms for software startups in 2026”	No	No	No	No
“how can i see exactly what happened when a test failed in the browser during a pr”	No	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	70	47	70	0
“how to speed up our ci cd pipeline so devs aren't waiting forever on tests”	Yes	No	#17	No
“best ways to automate testing in github prs without slowing down the team”	—	#6	#9	No

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

Yes

“recommend tools for ai automated test generation so i don't have to write scripts manually”

#23

“best reviewed ai testing platforms for software startups in 2026”

“how can i see exactly what happened when a test failed in the browser during a pr”

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

Yes

#17

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

—

Competitive Landscape

GitHub Actions

35 mentions

Playwright

33 mentions

Cypress

17 mentions

15 mentions

BrowserStack

15 mentions

Selenium

15 mentions

GitLab CI

14 mentions

Testim

14 mentions

CircleCI

13 mentions

mabl

13 mentions

Canary

6 mentions

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

Canary

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Canary

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.