安全与治理 AI 工具

分类导读

该分类收录安全运营、访问控制、模型治理、合规和审计辅助工具。有效方案需要明确保护对象、数据流和责任人，而不是只展示告警或合规标签。

选择维度

• 资产、身份、模型和数据源覆盖边界
• 最小权限、审批、密钥和租户隔离机制
• 告警证据、处置记录及可导出的审计链
• 误报漏报验证、规则版本和合规映射

使用提醒

工具不能替代风险所有者和独立审计。上线前应完成权限审查、日志留存和故障演练，高风险自动处置需保留人工确认和可验证回滚。

• OneTrust Paid ★4.93
  OneTrust is a trust-intelligence platform that unifies privacy, data governance, risk, and AI governance for enterprises.
• Socure Paid ★4.93
  Digital identity verification solution with advanced fraud prediction.
• Vectra AI Paid ★4.93
  Vectra AI offers advanced Attack Signal Intelligence for real-time cyberattack detection and response.
• Abnormal Security Paid ★4.92
  Cloud-based solution offering advanced email protection against phishing, fraud, and other threats.
• Anduril Industries Paid ★4.92
  Anduril builds AI-powered autonomous defense systems including Lattice OS, Ghost drone, Sentry tower, and Roadrunner. Founded by Palmer Luckey; $30B+ valua
• CrowdStrike Paid ★4.92
  Cloud-native cybersecurity platform for comprehensive protection.
• Cyera Freemium ★4.92
  AI-native data security platform for discovery, classification, and protection. Sequoia/Accel-backed unicorn; Forbes AI 50 2026.
• Darktrace Paid ★4.92
  Cybersecurity solution that learns and adapts to evolving threats.
• Dynatrace Free Trial ★4.92
  Unified platform for cloud observability and security, powered by causal AI.
• Norm Ai Paid ★4.92
  Regulatory AI agent platform — turns laws, regulations, and policies into AI agents. Backed by Blackstone, Bain. Used by Fortune 100 chief compliance officers.
• SentinelOne Paid ★4.92
  AI-powered security for threat prevention and risk reduction.
• Aleph Alpha Paid ★4.91
  Aleph Alpha: Pioneering European AI for transformative human-machine interaction.
• Descope Freemium ★4.89
  Descope is an authentication and identity platform that builds login flows visually and manages identity for users, AI agents and MCP servers.
• Sonar Freemium ★4.86
  Sonar (SonarQube) is a code-quality and security analysis platform that checks code from developers and AI agents.
• Tines Freemium ★4.86
  Workflow automation platform where security and IT teams build deterministic workflows and AI agents.
• Turnitin Paid ★4.86
  Academic integrity platform with AI writing detection, plagiarism checks, and grading tools.
• Vanta Paid ★4.86
  Vanta is a compliance automation platform that helps companies get and stay compliant with SOC 2, HIPAA, and ISO 27001.
• Wiz Paid ★4.86
  Wiz is a cloud and AI security platform that unifies code, cloud, and runtime into one security graph.
• Airia Freemium ★4.84
  Enterprise platform to secure, orchestrate, and govern AI agents across every model and tool.
• Network Optix Paid ★4.84
  Enterprise video OS managing 4M+ devices in 190 countries, with edge AI model deployment for camera fleets.
• Protex AI Paid ★4.84
  Computer vision that turns existing CCTV into real-time workplace safety detection and EHS analytics.
• Deep Instinct Paid ★4.83
  Deep Instinct offers a deep learning cybersecurity platform focusing on a prevention-first approach.
• Glow Security Paid ★4.83
  AI-native endpoint security that finds and controls every piece of software on your fleet.
• Neo Security Paid ★4.83
  Enterprise platform that discovers and controls AI agents and MCP servers on endpoints.
• NewCore Paid ★4.83
  NewCore is an identity-security platform that discovers and governs identities across humans, AI agents, and services.
• Oak Paid ★4.83
  AI-native identity OS governing human, machine, and AI-agent identities in one graph.
• Prophet Security Paid ★4.83
  Accelerate alert investigation and response with AI-powered security operations.
• RunSybil Paid ★4.83
  RunSybil is an AI offensive-security platform that runs continuous, autonomous penetration tests against your apps.
• Scope Paid ★4.83
  Scope is AI inspection software that speeds report writing and boosts inspector capacity in the TIC industry.
• Straiker Paid ★4.83
  Straiker is an agentic AI security platform that combines red-teaming with runtime protection.
• Tenzai Paid ★4.83
  Tenzai is an AI penetration-testing platform whose autonomous agent discovers, chains, and exploits vulnerabilities.
• Theta Lake Paid ★4.83
  AI-powered capture, archiving, and risk detection for video, voice, chat, and AI communications.
• Chargeblast Paid ★4.82
  Advanced chargeback management solution with real-time alerts and fraud prevention
• Keycard Freemium ★4.82
  Keycard is an identity and access control plane for AI agents, issuing task-scoped credentials with full audit visibility.
• Resemble AI Freemium ★4.82
  Generative voice AI plus deepfake detection — voice cloning, TTS, and content security.
• Runlayer Paid ★4.82
  Runlayer is an enterprise control plane for AI agents and MCP — discovery, security, and governance in one platform.
• Monitaur Paid ★4.81
  AI Governance software that provides a complete risk management solution for AI lifecycle.
• Resistant AI Paid ★4.81
  AI-driven fraud detection and AML transaction monitoring.
• Lakera Paid ★4.8
  Lakera Guard offers enterprise-grade security for LLMs, mitigating risks like data leakage, prompt injection, and toxic language.
• Stytch Freemium ★4.79
  Stytch is a developer auth platform whose Connected Apps add OAuth-based, scoped, revocable authorization for AI agents and MCP servers.
• Patronus AI Paid ★4.78
  Automated LLM and agent evaluation platform — detect hallucinations, bias, and performance regressions.
• Reality Defender Freemium ★4.78
  Enterprise-grade deepfake detection platform.
• Sensity AI Paid ★4.78
  AI-powered identity verification solution that detects fraudulent documents, deepfakes, and ensures genuine user onboarding.
• Alpha Vision Paid ★4.77
  Intelligently Protect Your People & Properties | World's First Agentic AI Video Surveillance Platform
• Dataloop Freemium ★4.77
  Comprehensive data management engine for AI, specializing in image and video annotation
• Secret Chat AI Freemium ★4.77
  Secret Chat AI is a private chat app for ChatGPT, Claude, Gemini, and Grok that keeps chats in your browser and sends queries anonymously.
• Shift Technology Freemium ★4.77
  AI decision platform for insurance fraud, claims automation, and underwriting. Used by 100+ insurers globally with $5B+ in fraud savings reported.
• Adaptive Security Paid ★4.75
  Adaptive Security is an AI-driven security awareness platform that simulates deepfake, vishing, and phishing attacks and trains employees against them.
• Galileo Freemium ★4.75
  Galileo is an LLM evaluation and observability platform that tests, monitors, and guardrails GenAI applications and agents at enterprise scale.
• Virtue AI Paid ★4.75
  Virtue AI is an AI-native security and compliance platform that red-teams and guards enterprise LLMs, apps, and AI agents.
• Distributional Paid ★4.73
  Distributional is an enterprise AI testing platform that statistically detects drift and regressions in agents and LLM applications before they hit product
• Accrete.AI Paid ★4.72
  AI platform for scalable development of Analytical AI Agents and knowledge graphs.
• Advance AI Paid ★4.72
  ADVANCE.AI is Southeast Asia's leading provider of digital identity verification, offering KYC/KYB, AML, compliance, and risk management solutions powered by AI.
• Credo AI Paid ★4.72
  Credo AI: Streamlining responsible AI adoption with automated oversight.
• Holistic AI Paid ★4.72
  Holistic AI offers governance, risk, and compliance solutions for AI adoption.
• Concentric AI Paid ★4.64
  Enhance data security with AI-driven compliance solutions.
• Deepchecks Paid ★4.64
  Continuous ML validation platform for testing, CI/CD, and monitoring.
• FaceCheck ID Paid ★4.64
  AI-powered platform for facial recognition and identity verification.
• ModelOp Paid ★4.64
  ModelOp provides enterprise AI governance and scaling solutions.
• Auditive Paid ★4.63
  AI-powered platform for streamlining third-party risk management and security reviews.
• Oscilar Paid ★4.63
  AI real-time fraud prevention and risk management.
• Rebellion Defense Paid ★4.63
  Advanced software development for national security and defense.
• Trustero Paid ★4.63
  AI-driven GRC platform for audits, compliance, and security management.
• TypingDNA Paid ★4.63
  AI-based typing biometrics for authentication and fraud detection.
• Anomali Paid ★4.62
  Security analytics platform powered by AI for threat detection.
• Giskard Paid ★4.62
  Giskard: Open-source solution for ensuring AI model quality. LONG DESCRIPTION:
• Hoxhunt Paid ★4.61
  Next-gen security awareness platform for enterprises.
• Incode Paid ★4.61
  Advanced identity verification & biometric authentication platform
• Nuanced Paid ★4.61
  AI-powered platform for detecting AI-generated images to ensure content authenticity.
• Robozaps Free ★4.61
  RoboZaps is a robotics advisory platform that helps buyers evaluate, source, and deploy humanoid robots across manufacturers.
• Spot AI Paid ★4.61
  AI video intelligence for improved security and operational efficiency.
• Zupervise Paid ★4.61
  Unified platform for AI risk transparency and governance.
• Asenion Paid ★4.6
  Fairly AI: Comprehensive platform for AI governance, risk, and compliance management.
• Cyware Paid ★4.6
  Dependable threat intelligence solutions for proactive defense
• Ravin AI Paid ★4.6
  AI vehicle inspection — computer vision detects damage from any phone or installed camera. Used by insurers, dealers, and rental companies globally.
• Limina Paid ★4.59
  AI solutions for privacy-preserving data processing and compliance.
• 2021.AI Paid ★4.58
  Enterprise solutions for AI acceleration and trust establishment.
• Armilla AI Paid ★4.58
  Platform for aligning generative AI with real-world requirements and ensuring model reliability.
• Fathom5 Paid ★4.58
  AI-powered platform for industrial cybersecurity and automation.
• Kindo Paid ★4.58
  Kindo is the secure enterprise GenAI gateway — single SSO into multiple LLMs with policy, logging, and data-loss prevention. Drive Capital-led.
• Mindgard Paid ★4.58
  AI platform for securing AI/ML models and applications.
• SuperAlign Paid ★4.58
  AI-powered data catalog and metadata management solution for governing data assets, ensuring regulatory compliance, and mitigating risks through robust metadata management.
• Gray Swan AI Paid ★4.57
  Gray Swan AI is the AI safety company building Cygnal red-teaming and Shade defenses. Founded by Carnegie Mellon researchers; partners with frontier labs.
• Vannevar Labs Paid ★4.51
  Vannevar Labs is the AI-native open-source intelligence (OSINT) platform for US defense and national security. ~$75M Series B; OpenAI alumni founding team.
• Enkrypt AI Paid ★4.5
  Enkrypt AI is the LLM security platform: risk discovery, red-teaming, and runtime guardrails. Used by enterprises deploying GenAI in regulated industries.
• Hirundo Paid ★4.5
  Hirundo is the machine unlearning platform that removes bad-data influence from trained models without retraining. Compliance, IP, bias remediation.
• 7AI Paid ★4.49
  7AI is an agentic security platform whose swarming AI agents run SOC work — alert triage, investigation, and response — autonomously.
• CUJO AI Paid ★4.37
  Global leader in AI-driven cybersecurity and network intelligence.
• DataVisor Paid ★4.37
  Advanced fraud and risk management platform.
• Collinear AI Paid ★4.36
  LLM customization and synthetic data generation service.
• AnChain.AI Paid ★4.35
  Next-gen Web3 security and compliance solutions.
• Coram AI Paid ★4.35
  AI physical security software with cloud-based security camera systems.
• AI Detect Freemium ★4.34
  AI Detect is a detection tool that identifies AI-generated text from ChatGPT, Claude, and other language models.
• HiddenLayer Paid ★4.34
  AI platform for machine learning security and threat detection.
• Secureframe Paid ★4.34
  Automated security and compliance platform streamlining global standards.
• Enzai Paid ★4.31
  AI governance platform for managing compliance and risk.
• Odin AI Paid ★4.07
  Advanced security solutions powered by AI.