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    3. General Analysis

    General Analysis

    General Analysis builds the security layer for agentic systems, providing automated red-teaming, runtime guardrails, and asset management for enterprise AI.

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    At a Glance

    1Tool Listed
    4Products
    26Tool Views
    10Capabilities
    Discussions
    San Francisco, CAHeadquarters
    2024Est.
    5Employees
    $130000Raised
    Focus Areas
    Security Testing
    Application Security
    Autonomous Systems
    Connect
    Latest News
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    Markets
    • Enterprise technology companies
    • Financial institutions
    • AI research and development labs

    AI Tools by General Analysis

    (1)
    View General Analysis
    General Analysis tool icon

    General Analysis

    AI Red Teaming for Agentic Systems

    Security TestingApp SecurityAutonomous Systems

    Discussions

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    Latest News

    04/10/2026

    Supabase MCP can leak your entire SQL database research

    generalanalysis.com
    03/22/2026

    50+ customer service agents offer $10,000,000+ in fabricated benefits research

    generalanalysis.com
    10/01/2025

    General Analysis releases the GA Guard series of safety classifiers

    generalanalysis.com
    07/16/2025

    Claude Jailbroken to Mint Unlimited Stripe Coupons research

    generalanalysis.com

    Products & Services

    4
    Automated AI Red Teaming

    A context-aware red teaming platform that maps tool graphs and generates multi-step exploits to identify system-level risks.

    GA Guard Series
    2025-09-01

    A family of adversarially trained safety classifiers and guardrails for enterprise AI deployments.

    AI Security Asset Management

    Tools for full visibility and scanning across AI infrastructure, models, and knowledge assets.

    MCP Guard
    2026-04-10

    A free runtime firewall designed to protect against vulnerabilities in the Model Context Protocol (MCP).

    Market Position

    General Analysis positions itself as the security layer for the 'agentic era', focusing on system-level risks and multi-step exploits that traditional security tools miss.

    Leadership

    Founders

    RL

    Rex Liu

    Co-founder. Previously at Caltech and CMU. Focuses on AI security and safety research.

    RH

    Rez Havaei

    Co-founder. Background in AI security and safety from Carnegie Mellon University (CMU).

    AW

    Alan Wu

    Co-founder. Previously at Caltech and Jump Trading. Background in quantitative trading and computer science.

    Executive Team

    RL

    Rex Liu

    Co-founder

    Caltech, CMU research background.

    RH

    Rez Havaei

    Co-founder

    Carnegie Mellon University (CMU) research background.

    Founding Story

    General Analysis was founded by a team from Caltech, CMU, and quant trading who observed that organizations were racing to deploy AI without sufficient safety infrastructure. They realized that autonomous agents invert the traditional security model, requiring a specialized security layer.

    Business Model

    Revenue Model

    Enterprise SaaS/Security Platform. Likely includes subscription fees for advanced red-teaming and defense tools, plus usage-based licensing for enterprise guardrails.

    Pricing Tiers

    MCP Guard
    Free

    Runtime firewall for MCP vulnerabilities.

    Enterprise Platform
    Contact Sales

    Full suite including automated red-teaming, asset management, and advanced guardrails.

    Private

    Target Markets

    Industries & Segments
    • Enterprise technology companies
    • Financial institutions
    • AI research and development labs
    Use Cases
    • Automated AI red-teaming
    • CI/CD security evaluation
    • Runtime defense for AI agents
    • AI asset vulnerability scanning
    Notable Customers
    • Indeed
    • Together AI
    • NVIDIA
    • Jane Street

    Quick Facts

    Headquarters
    San Francisco, CA
    Founded
    2024
    Entity Type
    Inc.
    Employees
    5
    Total Funding
    $130,000
    Investors
    Y Combinator
    Office Locations
    San Francisco

    Funding History

    Seed130,000
    2024-08-01
    Y Combinator

    History & Milestones

    2026-04

    Launched MCP Guard, a runtime firewall for protecting against Model Context Protocol (MCP) vulnerabilities.

    2025-05

    Announced strategic partnership with Together AI to stress-test open-source models.

    2025-09

    Released the GA Guard series of open-source safety classifiers.

    2024

    Company founded in San Francisco.

    2024-08

    Joined Y Combinator as part of the Summer 2024 batch.

    Key Capabilities

    10
    Context-Aware Attacker Model
    60+ Attack Algorithms
    Crescendo Multi-Turn Analytics
    Attack Tree Visualization
    System Risk Mapping
    CI/CD Risk Signals

    Integrations & Partnerships

    Platform Integrations

    • CI/CD pipelines
    • Model Context Protocol (MCP)
    • iMessage
    • Stripe

    Key Partnerships

    Together AI
    Weights & Biases
    GitHub

    Connect

    Website
    generalanalysis.com
    GitHub
    General-Analysis
    X / Twitter
    gen_analysis
    LinkedIn
    general-analysis
    Discord
    BSsrzPbvyN

    AI Topics

    3

    General Analysis focuses on these topics:

    Security Testing(1)
    Application Security(1)
    Autonomous Systems(1)
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