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

Factory

Visibility40

Vibe95

Businesses/Software/Factory

AI Visibility & Sentiment

Factory

Factory provides agent-native software development through autonomous AI agents called Droids that integrate directly into developers' existing workflows. The platform enables engineering teams to delegate complex coding tasks like refactoring, incident response, and migrations without changing their tools, models, or workflows.

Active Monitoring

factory.ai

Software

AI Visibility Score

40/100

Moderate

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Factory today.

Factory has successfully captured the attention of high-level visionary leaders on Claude, yet it remains dangerously invisible in the critical 'autonomous coding agent' category where specialized competitors are currently defining the market. While the brand excels in delegation-focused engineering queries, its absence from reliability and security-centric searches creates a major trust gap for enterprise architects.

Value Proposition

The only software development agents that work everywhere you do - seamlessly integrating into IDEs, CLI, Slack, Linear, and existing engineering tools to delegate tasks as they come to mind, wherever you are.

Overview

Mission

AI that will work with you, not replace you

Products & Services

Droids - Autonomous AI coding agentsIDE integrations (VS Code, JetBrains, Vim, Meta)CLI and terminal toolsSlack and Linear integrationsEnterprise security and compliance solutions

Current State

Visibility Landscape

A high-level view of how Factory 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	70	68	46	13
Core Topics Product/service category queries	—	61	42	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 Copilot

19 mentions

Slack

19 mentions

GitHub

12 mentions

AWS

11 mentions

Augment Code

10 mentions

GitHub Copilot Enterprise

10 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional performance on Claude with a 60% mention rate and a dominant average position of 2.1.

Strength

High resonance with the 'Visionary CTO' persona, achieving a 77% visibility rate for strategic engineering queries.

Strength

Strong positioning for task delegation queries, frequently ranking #1 on both Claude and Gemini for 'best tools for delegating engineering tasks'.

Recommended Actions

Execute a category-theft strategy for 'Autonomous Coding Agents'.

Factory currently has zero visibility for this specific, high-intent keyword cluster despite it being the brand's core value proposition.

Develop and publish deep-dive security whitepapers and compliance benchmarks.

The Security-First Enterprise Architect persona shows mixed sentiment and low visibility (33%), indicating a need for more authoritative, indexable security proof points.

Restructure technical documentation for AI Overview (LLM) crawling.

With only a 13% mention rate in AI Overviews, Factory is losing the 'zero-click' search battle to GitHub and AWS.

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

Scaling Engineering Output With Autonomous Agents(3 queries)

“how can i use autonomous ai agents to handle our codebase refactoring and migrations”

0/3 platforms mentioned

Adjacent

Claude

1.Codemod Studio

2.Grit

3.Semgrep

4.GitHub Copilot X

5.LangChain

+16 more

Gemini

1.Sourcegraph

2.Code Llama

3.Meta AI

4.GitHub Copilot

5.GPT-4

+10 more

AI Overviews

1.Aviator.co

2.Augment Code

3.GitHub Actions

4.ona.com

5.Cursor

+5 more

“what are the best tools for delegating engineering tasks like incident response and fixing tickets automatically”

3/4 platforms mentioned

Core

The Visionary CTO of a Series C Startup · Chief Technology Officer

ChatGPT

1.PagerDuty

2.Blameless

3.FireHydrant

4.Rundeck

5.StackStorm

29.Factory

+27 more

Claude

1.Factory

2.Slack

3.GitHub Copilot

4.Workplace

5.PagerDuty

+5 more

Gemini

1.Factory

2.PagerDuty

3.Jira

4.Slack

5.Opsgenie

+7 more

AI Overviews

1.Rootly

2.incident.io

3.PagerDuty

4.Xurrent IMR

5.Sera AI

+8 more

“i need an ai coding assistant that works in my terminal and slack not just the editor”

3/3 platforms mentioned

Core

The Visionary CTO of a Series C Startup · Chief Technology Officer

Claude

1.Factory

2.Slack

3.GitHub Copilot

4.GitHub

5.Cursor

+3 more

Gemini

1.Factory

2.Slack

3.GitHub Copilot

AI Overviews

1.Augment

2.Augment Code

3.Claude Code

4.Manus

5.Aider

12.Factory

+7 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.

Aviator.co

aviator.co

Web1 ref

ona.com

Web1 ref

LLM Agents for Code Migration: A Real-World Case Study

aviator.co

Web1 ref

Are AI agents ready for large-scale migrations?

platformengineering.org

Web1 ref

Accelerating code migrations with AI

research.google

Web1 ref

AI-Agent Powered Software Upgrades and Migration - Medium

medium.com

Blog1 ref

AI Code Refactoring: Tools, Tactics & Best Practices

augmentcode.com

Web1 ref

The Future of AI Agents in Migration Projects - Sogeti Labs

labs.sogeti.com

Web1 ref

AWS Transform: Automating Legacy Migration Using Agentic AI

medium.com

Blog1 ref

Multi-Agent Workflows for Complex Refactoring - Kinde

kinde.com

Web1 ref

Use Automated Parallel AI Agents for Massive Refactors

tessl.io

Web1 ref

Open Source Auto-refactoring Meets AI Agent to Modernize ...

finos.org

Web1 ref

Top AI coding & design tools in 2025 - Aubergine Solutions

aubergine.co

Web1 ref

Automate Multi-File Code Refactoring With AI Agents: A Step ...

augmentcode.com

Web1 ref

The evolution of code migrations from rules-based tools ... - Ona

ona.com

Web1 ref

Competitive Landscape

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

GitHub Copilot19 mentions

Slack19 mentions

Factory16 mentions

GitHub12 mentions

AWS11 mentions

Augment Code10 mentions

GitHub Copilot Enterprise10 mentions

Cursor9 mentions

Linear9 mentions

Zapier9 mentions

PagerDuty9 mentions

Brand Identity

Brand Voice & Style

How AI perceives Factory's communication style and personality

Factory communicates with a technically sophisticated yet accessible tone that speaks directly to developers and engineering leaders. The voice is confident and forward-thinking, positioning the company at the forefront of AI-powered development without being hyperbolic. There's an emphasis on practical utility and seamless integration, with messaging that respects developers' existing workflows rather than demanding change. The brand balances enterprise credibility with developer-friendly approachability.

Core Tone Traits

Technically Precise

Uses accurate developer terminology and speaks authentically to engineering audiences

Confidently Innovative

Positions as a leader in agent-native development without overpromising

Developer-Centric

Respects existing workflows and tools, emphasizing integration over disruption

Enterprise-Ready

Conveys security, scalability, and compliance without being corporate or stiff

Backing

Investors

Sequoia

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.