Oso

Visibility7

Vibe100

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

7/100

Invisible

Sentiment Score

100/100

AI Perception

Summary

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Oso?

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Conversation Analysis

Topics

What conversations is Oso included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Oso to, and when?

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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

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

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

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

Automated Access And Permission Management(1 query)

“recommend some tools for automated least privilege access for ai agents”

2/4 platforms mentioned

ChatGPT

1.Open Policy Agent

2.OPA

3.Rego

4.Oso

5.Casbin

+40 more

Claude

1.Anthropic API

2.OpenAI Function Calling

3.Vault

4.HashiCorp

5.Okta

+8 more

Gemini

1.Microsoft Azure Active Directory

2.Azure AD

3.Microsoft Entra ID

4.Azure

5.Amazon Web Services

+15 more

AI Overviews

1.BeyondTrust

2.AI Privilege Guardian

3.Token Security

4.Oso

5.Apono

+11 more

AI Security Trust & Tool Selection(1 query)

“most trusted security platforms for managing ai agent permissions”

1/4 platforms mentioned

ChatGPT

1.AWS IAM

2.IAM Roles for Service Accounts

3.IAM Access Analyzer

4.Azure AD

5.Microsoft Entra ID

23.Oso

+33 more

Claude

1.Anthropic Claude

2.Hugging Face Hub

3.HashiCorp Vault

4.Okta

5.Auth0

+5 more

Gemini

1.Amazon Web Services (AWS) IAM

2.S3

3.SageMaker

4.Lambda

5.Microsoft Azure Active Directory (Azure AD)

+13 more

AI Overviews

1.Veza AI Agent Security

2.AWS

3.Google Cloud

4.Salesforce

5.SailPoint Agent Identity Security

+11 more

Compliance And Activity Oversight(1 query)

“how can i get real-time monitoring and alerting for what our ai coding agents are doing”

0/4 platforms mentioned

ChatGPT

1.OpenTelemetry

2.Fluentd

3.Fluent Bit

4.Vector

5.Kafka

+30 more

Claude

1.New Relic

2.Datadog

3.Dynatrace

4.ELK Stack

5.Elasticsearch

+15 more

Gemini

1.ELK Stack

2.Elasticsearch

3.Logstash

4.Kibana

5.Splunk

+16 more

AI Overviews

1.Apiiro

2.Braintrust

3.Slack

4.PagerDuty

5.LangSmith

+4 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

Total failure to reach the 'AI-Forward CTO' persona, who currently receives zero recommendations for Oso across all tested scenarios.

Gap

Zero visibility for 'Securing AI Agent Deployments'—the most frequent query set where competitors like Cursor and AWS are defining the security standard.

Opportunity

Displace legacy incumbents like HashiCorp Vault by aggressively positioning Oso's authorization-first framework as the only viable solution for dynamic AI agent permissions.

Opportunity

Capture the 'Enterprise Security Architect' persona by focusing on real-time monitoring and file access limitations for AI agents, a niche where current visibility is low for all players.

Technical Health

Site Health for AI Visibility

How well Oso's website is optimized for AI agent discovery and comprehension.

91/100

19 passed 2 warnings 1 issues

Audited 2/27/2026

Crawlability100

Can AI bots find your pages?

Technical90

SSL, mobile, doctype basics

On-Page SEO98

Titles, descriptions, headings

Content Quality73

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG87

Open Graph, Twitter cards

AI Readability100

How well AI can parse your content

Critical Issues

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

4 render-blocking resources are slowing initial render

Defer non-critical JS with async/defer. Inline critical CSS. Move stylesheets to load asynchronously.

Meta description may be truncated (226 characters)

Shorten to under 160 characters.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

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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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations 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

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Preventing Production Data Loss with Claude Code Safeguards

https://www.linkedin.com/posts/jaffarkazi_claudecode-productionsafety-incidentresponse-activity-7414593804038647809-9h8R

Referenced in 1 query

Pitch Story

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

https://www.reddit.com/r/vibecoding/comments/1oa5gco/remember_when_cursor_wiped_my_whole_database_i/

Referenced in 1 query

Join Discussion

Cursor IDE Security Best Practices & Tips - Backslash

https://www.backslash.security/blog/cursor-ide-security-best-practices

Referenced in 1 query

Review

Claude Code Security Best Practices - Backslash

https://www.backslash.security/blog/claude-code-security-best-practices

Referenced in 1 query

Review

How to Secure AI Coding Assistants and Protect Your Codebase

https://www.knostic.ai/blog/ai-coding-assistant-security

Referenced in 2 queries

Review

Security-Focused Guide for AI Code Assistant Instructions

https://best.openssf.org/Security-Focused-Guide-for-AI-Code-Assistant-Instructions.html

Referenced in 1 query

Review

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

https://www.reddit.com/r/ClaudeAI/comments/1lgudw2/security_claude_code_reads_env_files_by_default/

Referenced in 1 query

Join Discussion

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

https://news.ycombinator.com/item?id=44652095

Referenced in 1 query

Review

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

https://www.reddit.com/r/programming/comments/1r20ku2/a_safe_way_to_let_coding_agents_interact_with/

Referenced in 1 query

Join Discussion

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

https://forum.cursor.com/t/agent-deleted-databases-willy-nilly/71892

Referenced in 1 query

Review

Claude Code settings - Claude Code Docs

https://code.claude.com/docs/en/settings

Referenced in 1 query

Review

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

https://medium.com/@george.m.sedky/agents-that-cant-delete-your-database-0a694362f8a3

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Oso's resources to help users.

Establish AI Agent Authorization Content Leadership

Address the critical 0% visibility gap on 'Securing AI Agent Deployments' queries by creating a comprehensive AI Agent Authorization content pillar. This strategy positions Oso as the definitive voice on agent security through technical deep-dives, practical guides, and thought leadership that AI assistants will reference when users ask about securing AI agents. Social media amplification will drive engagement and backlinks that strengthen AI discoverability.

The Hidden Permission Risks When AI Agents Access Your Production Environment

Why Traditional IAM Falls Short for Autonomous Coding Agents

5 Authorization Patterns Every Enterprise Needs Before Deploying AI Agents

Real-World Breach Scenario: What Happens When an AI Agent Gets Excessive Permissions

The Complete Checklist for Securing Claude Code, Cursor, and Codex in Enterprise

Optimize Technical Documentation for Claude Discovery

Break through the 0% mention rate in Claude by restructuring technical documentation with clear, authoritative content that aligns with how Claude retrieves and synthesizes information. This includes creating comprehensive comparison pages, detailed implementation guides, and structured FAQ content that security architects searching via Claude will encounter. Social channels will drive traffic to these optimized resources, building the citation signals Claude's training relies on.

Authorization vs. Authentication: A Security Architect's Guide to AI Agent Permissions

How to Implement Least Privilege for AI Coding Agents in 30 Minutes

The Technical Architecture Behind Real-Time AI Agent Monitoring

Common Authorization Mistakes That Leave AI Agents Vulnerable

Step-by-Step: Configuring Audit Trails for AI Agent Activity

Differentiate Oso from HashiCorp Vault for AI Workloads

Counter HashiCorp Vault's dominant 25-mention lead by creating clear competitive positioning content that distinguishes authorization logic from secret management. This comparison content helps AI assistants accurately recommend Oso when users need agent-specific authorization rather than general secrets management. Strategic social promotion will amplify these differentiators to technical audiences who influence AI training data.

Authorization Logic vs. Secret Management: Choosing the Right Tool for AI Agents

When HashiCorp Vault Isn't Enough: The Case for Dedicated Agent Authorization

5 Questions to Ask Before Choosing Between Vault and Oso for AI Security

Why Secret Management and Permission Control Require Different Solutions

The Authorization Gap: What Vault Doesn't Cover for Autonomous AI Agents

Penetrate CTO-Level AI Security Conversations

Address the 0% visibility among CTO personas by developing executive-focused authorization strategy content that appears in AI-assisted tool selection research. These strategic briefs frame authorization as a business-critical decision rather than just a technical implementation, ensuring Oso enters the conversation at the leadership level. LinkedIn and executive-focused social strategies will build the authority signals that AI assistants prioritize for C-suite queries.

The CTO's Framework for Evaluating AI Agent Security Platforms

Board-Ready: How to Present Your AI Agent Authorization Strategy

The Business Case for Automated Least Privilege in AI Adoption

What CTOs Get Wrong About AI Agent Security (And How to Fix It)

Authorization Strategy: The Missing Piece in Enterprise AI Governance

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Create CTO-level 'Authorization Strategy' briefs to penetrate the high-level executive persona.

The CTO persona currently shows 0% visibility, meaning Oso is missing from the initial tool-selection phase at the leadership level.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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