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

Oso

Visibility23

Vibe100

Businesses/Cybersecurity/Oso

AI Visibility & Sentiment

Oso

Oso is a security platform that makes coding agents safe for enterprise adoption. They provide automated least privilege access, real-time monitoring, and comprehensive auditing for AI coding agents like Claude Code, Cursor, and Codex.

Active Monitoring

osohq.com

Cybersecurity

AI Visibility Score

23/100

Low

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Oso today.

Oso is currently a ghost in the generative AI security landscape, losing vital mindshare to legacy infrastructure tools like HashiCorp Vault and AWS IAM across every high-stakes AI agent query. While the brand maintains a pristine reputation in direct lookups, it is failing to capture the 'Securing AI Agent Deployments' category, leaving the market's most urgent technical questions to be answered by generic competitors.

Value Proposition

Automated least privilege security for AI coding agents, enabling enterprises to safely adopt coding assistants while maintaining control over permissions, monitoring agent behavior, and ensuring audit compliance.

Overview

Mission

Making agent adoption safe for the whole company by ensuring coding agents operate with appropriate permissions and oversight.

Products & Services

Automated least privilege access management for AI agentsReal-time agent activity monitoring and alertingDynamic permission enforcement based on risk levelsComprehensive audit logging and reportingAuthorization Academy and developer resources

Current State

Visibility Landscape

A high-level view of how Oso 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	41	0	18	35
Core Topics Product/service category queries	18	0	0	6
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

HashiCorp Vault

25 mentions

Datadog

16 mentions

Slack

15 mentions

Splunk

14 mentions

Cursor

13 mentions

AWS Secrets Manager

13 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional brand recognition in direct 'vibe checks', maintaining #1 rankings across ChatGPT, Claude, Gemini, and AI Overviews when the brand is searched by name.

Strength

Promising early traction in ChatGPT for 'automated least privilege access' queries, securing an average position of 4.0 and demonstrating a path toward dominance in permission management.

Gap

Complete invisibility (0% mention rate) within the Claude ecosystem, which is a critical platform for the developer and security engineer audience.

Recommended Actions

Launch a targeted 'AI Agent Authorization' content pillar to solve the 'Securing AI Agent Deployments' query gap.

Oso currently has 0% visibility on these queries while competitors are being cited as the default solutions for agent security.

Optimize technical documentation for Claude's training and retrieval data to break the 0% mention rate barrier.

Claude is the preferred tool for high-level security architects, yet Oso is entirely absent from its recommendations.

Develop a competitive 'Oso vs. HashiCorp Vault' comparison for AI workloads.

HashiCorp Vault is the top-cited competitor (25 mentions); Oso needs to differentiate its authorization logic from Vault's secret management.

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

Securing AI Agent Deployments(3 queries)

“how do I make sure cursor or claude code doesn't delete my production database by mistake”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Cursor

2.Postgres

3.MySQL

4.Flyway

5.Liquibase

+20 more

Claude

No brands listed

Gemini

1.Cursor

2.SQLAlchemy

3.Entity Framework

4.Hibernate

5.Git

+5 more

AI Overviews

1.Cursor

2.Claude Code

3.npx

4.prisma

5.Git

+3 more

“what's the best way to secure ai coding agents in an enterprise environment”

0/4 platforms mentioned

Adjacent

The AI-Forward CTO · Chief Technology Officer

ChatGPT

1.HashiCorp Vault

2.Git

3.OPA

4.Styra

5.Okta

+36 more

Claude

1.Firecracker

2.AWS

3.gVisor

4.Snyk

5.Semgrep

+11 more

Gemini

1.GitHub

2.GitLab

3.Bitbucket

4.AWS KMS

5.Azure Key Vault

+13 more

AI Overviews

1.Obsidian Security

2.HashiCorp Vault

3.Guardrails AI

4.Knostic

5.Model Context Protocol (MCP)

“is there a way to limit what files an ai agent can access in our repo automatically”

0/4 platforms mentioned

Core

The AI-Forward CTO · Chief Technology Officer

ChatGPT

1.GitHub Enterprise

2.GitHub Apps

3.GitLab Premium/Ultimate

4.Bitbucket Data Center

5.Sourcegraph

+14 more

Claude

1.GitHub

2.Snyk

3.Gitguardian

4.LangChain

5.LlamaIndex

+2 more

Gemini

1.GitHub Copilot

2.GitHub Actions

3.Amazon CodeWhisperer

4.Google Cloud Code Assist

5.AWS IAM

+8 more

AI Overviews

1.Claude Code

2.Cline

3.Roo Code

4.Cursor

5.AgentFS

+6 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.

Preventing Production Data Loss with Claude Code Safeguards

linkedin.com

Social1 ref

remember when cursor wiped my whole database? I finally ...

reddit.com

Forum1 ref

Cursor IDE Security Best Practices & Tips - Backslash

backslash.security

Web1 ref

Claude Code Security Best Practices - Backslash

backslash.security

Web1 ref

How to Secure AI Coding Assistants and Protect Your Codebase

knostic.ai

Web1 ref

Security-Focused Guide for AI Code Assistant Instructions

best.openssf.org

Web1 ref

[Security] Claude Code reads .env files by default - Reddit

reddit.com

Forum1 ref

> I think I'm ready to open my wallet for that Claude subscription for ...

news.ycombinator.com

Web1 ref

A safe way to let coding agents interact with your database ...

reddit.com

Forum1 ref

Agent deleted databases will'y-nilly - Feedback - Cursor

forum.cursor.com

Web1 ref

Claude Code settings - Claude Code Docs

code.claude.com

Web1 ref

How to Build Agents That Can’t Delete Your Database? - Medium

medium.com

Blog1 ref

wiz.io

Web1 ref

Veza Introduces AI Agent Security to Protect and Govern ...

veza.com

Web1 ref

Take control of every AI agent with SailPoint Agent Identity Security

sailpoint.com

Web1 ref

Competitive Landscape

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

HashiCorp Vault25 mentions

Datadog16 mentions

Slack15 mentions

Splunk14 mentions

Cursor13 mentions

AWS Secrets Manager13 mentions

PagerDuty13 mentions

AWS IAM11 mentions

Terraform10 mentions

Open Policy Agent10 mentions

Oso7 mentions

Brand Identity

Brand Voice & Style

How AI perceives Oso's communication style and personality

Oso communicates with confident technical authority while remaining approachable and pragmatic. Their voice balances urgency about AI agent security risks with a reassuring, solutions-oriented tone. They use clear, direct language that resonates with technical audiences, avoiding hype while emphasizing real-world security implications. The brand maintains a professional yet conversational style, often using relatable analogies and straightforward explanations to make complex authorization concepts accessible.

Core Tone Traits

Technically Authoritative

Speaks with deep expertise on security and authorization, using precise terminology that resonates with engineering audiences

Pragmatic & Solutions-Focused

Addresses real problems with practical solutions rather than fear-mongering about AI risks

Direct & Clear

Communicates complex concepts in straightforward language without unnecessary jargon or marketing fluff

Confidently Reassuring

Acknowledges the challenges of AI adoption while instilling confidence that they can be managed safely

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.