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

Jetify

Visibility32

Vibe95

Businesses/Software & Technology/Jetify

AI Visibility & Sentiment

Jetify

Jetify builds AI agents and developer tools that automate tedious parts of software development. Their flagship product TestPilot is an AI-powered QA engineer that performs autonomous end-to-end testing, while Devbox provides portable, isolated development environments powered by Nix.

Active Monitoring

jetify.com

Software & Technology Startups

AI Visibility Score

32/100

Low

Sentiment Score

95/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Jetify today.

Jetify has successfully carved out a specialized niche as an authority for Infrastructure-as-Code Architects, yet it remains functionally invisible in the massive market for AI-driven QA and testing automation. While the brand demonstrates a powerful ability to capture top-tier rankings in Google AI Overviews for Nix-related package management, it is currently being systematically excluded from the high-intent conversations where competitors like Playwright and Mabl dominate.

Value Proposition

Autonomous end-to-end testing powered by AI that requires no setup or coding, combined with reproducible development environments that work the same for everyone on the team

Overview

Mission

Simplify the development of sophisticated cloud applications by giving developers easy to use tools, frameworks and services

Products & Services

TestPilot - AI-powered autonomous end-to-end testing agentDevbox - Portable, isolated development environmentsJetify Cloud - Cloud development environments with secrets managementJetify Cache - Private package cache for Devbox projectsNixhub - Nix package discovery and search

Current State

Visibility Landscape

A high-level view of how Jetify 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	30	35	56
Core Topics Product/service category queries	—	—	—	—
Growth Areas Adjacent, aspirational & visionary	0	0	6	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Playwright

31 mentions

Mabl

29 mentions

Selenium

19 mentions

Cypress

19 mentions

Testim

17 mentions

GitHub Copilot

16 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High resonance with the Infrastructure-as-Code Architect persona, achieving a 27% mention rate and a strong average position of 5.7.

Strength

Strong performance on Google AI Overviews for specialized queries, specifically regarding Nix package optimization where it holds a #4 and #2 position.

Strength

Perfect brand sentiment and #1 rankings across Claude, Gemini, and AI Overviews when the brand is queried directly, indicating a solid foundational identity.

Recommended Actions

Execute a ChatGPT-specific indexing strategy focused on technical documentation and integration guides.

With 0% visibility on ChatGPT, Jetify is missing the primary platform used by developers for real-time tool discovery and workflow troubleshooting.

Pivot content to address 'Selenium fatigue' by connecting Jetify’s environment standardization to faster, less flaky E2E testing.

The data shows zero mentions in the 'Automating QA' category; Jetify must frame its infrastructure strengths as the solution to common testing pain points to capture this persona.

Expand Nix-related content to include 'AI Agent' compatibility and autonomous software testing use cases.

Jetify already performs well in Nix queries; linking this to the '2026 AI Agent' trend will future-proof its visibility in the next wave of autonomous development queries.

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 QA And Testing Workflows(3 queries)

“i'm tired of writing selenium scripts, are there any ai tools that can just do end-to-end testing for me?”

0/4 platforms mentioned

Aspirational

ChatGPT

1.Selenium

2.Testim

3.Mabl

4.Autify

5.TestCraft

+11 more

Claude

1.Testim

2.Mabl

3.Applitools

4.Sauce Labs

5.Playwright

+3 more

Gemini

1.Selenium

2.Mabl

3.Testim

4.Tricentis

5.Autify

+10 more

AI Overviews

1.Selenium

2.QA Wolf

3.Playwright

4.Appium

5.TestSprite

+10 more

“what's the best way to automate e2e tests without having a huge qa team, any specific ai agents to look at?”

0/4 platforms mentioned

Aspirational

The Bottlenecked QA Lead · Lead Quality Assurance Engineer

ChatGPT

1.Playwright

2.Testim

3.Mabl

4.Autify

5.Applitools

+10 more

Claude

1.GitHub Copilot

2.Playwright

3.TypeScript

4.GPT-4

5.Sauce Labs

+9 more

Gemini

1.AWS

2.Cypress

3.TypeScript

4.Playwright

5.BlinqIO

+11 more

AI Overviews

1.testRigor

2.Mabl

3.Virtuoso QA

4.StepIQ

5.QA Wolf

+3 more

“best ai agents for autonomous software testing in 2026”

0/3 platforms mentioned

Aspirational

The Bottlenecked QA Lead · Lead Quality Assurance Engineer

Claude

1.Playwright

2.Anthropic Claude

3.Testim

4.Testcraft

5.Google DeepMind

+5 more

Gemini

1.TypeScript

2.AWS

3.Jira

4.Playwright

5.Selenium

+12 more

AI Overviews

1.TestSprite

2.Cursor

3.VS Code

4.Sauce Labs

5.Sauce AI

+9 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.

14 Best AI Testing Tools & Platforms in 2026 - Virtuoso QA

virtuosoqa.com

Web1 ref

The Best Alternatives to Selenium for AI Testing (2026)

testsprite.com

Web1 ref

The Best AI Automation Testing Tools of 2026 | Sauce Labs

saucelabs.com

Web1 ref

10 Best AI Tools for Testers in 2026 - TTMS

ttms.com

Web1 ref

Top Low-Code/No-Code Test Automation Tools for 2026 - Test Guild

testguild.com

Web1 ref

The 12 Best AI Testing Tools in 2026 | QA Wolf

qawolf.com

Web1 ref

The 13 Best AI Testing Tools in 2026 - QA Wolf

qawolf.com

Web1 ref

14 Best Functional Testing Tools in 2026

virtuosoqa.com

Web1 ref

Top 10 AI Testing Tools in 2026

testcollab.com

Web1 ref

Best AI Testing Tools in 2026: The Complete Guide to AI ...

baserock.ai

Web1 ref

Top 16 AI-Powered Tools for Software Testing

practitest.com

Web1 ref

How to Create Dev Containers for Development Environments

oneuptime.com

Web1 ref

Developing inside a Container - Visual Studio Code

code.visualstudio.com

Web1 ref

Creating Reproducible Development Environments | by John Rofrano

medium.com

Blog1 ref

Docker ensures environment consistency, overcoming “It ...

medium.com

Blog1 ref

Competitive Landscape

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

Playwright31 mentions

Mabl29 mentions

Selenium19 mentions

Cypress19 mentions

Testim17 mentions

GitHub Copilot16 mentions

VS Code14 mentions

Applitools13 mentions

Docker13 mentions

GitHub13 mentions

Jetify6 mentions

Brand Identity

Brand Voice & Style

How AI perceives Jetify's communication style and personality

Jetify communicates with a technically confident yet accessible voice that speaks directly to developers. The brand balances deep technical expertise with practical, no-nonsense messaging that emphasizes simplicity and efficiency. They use clear, direct language that respects developers' intelligence while avoiding unnecessary jargon. The tone is modern and forward-thinking, positioning AI as a practical tool rather than hype, with a focus on solving real pain points like flaky tests and environment inconsistencies.

Core Tone Traits

Technically Confident

Speaks with authority on complex topics like AI testing and Nix while making concepts accessible

Developer-First

Uses language and references that resonate with engineering audiences, respecting their expertise

Practical & No-Nonsense

Focuses on real benefits and solutions rather than marketing fluff or buzzwords

Modern & Innovative

Positions cutting-edge technology as approachable and production-ready

Backing

Investors

Homebrew

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 2, 2026.