{
  "name": "AI security vendors, compared",
  "url": "https://aisecurityvendors.com/",
  "license": "CC BY 4.0",
  "cite": "AI Security Vendors, https://aisecurityvendors.com/",
  "updated": "2026-11-11",
  "fields": [
    {
      "key": "guardrails",
      "label": "Runtime guardrails",
      "type": "bool",
      "description": "Inspects prompts and model responses at runtime and blocks or redacts attacks such as prompt injection and jailbreaks. Yes means the vendor documents it on its own pages; a dash means no source says so.",
      "filterable": true
    },
    {
      "key": "agent_security",
      "label": "Agent security",
      "type": "bool",
      "description": "Controls or tests AI agents and their tools, including MCP servers and tool calls. Yes means the vendor documents it on its own pages; a dash means no source says so.",
      "filterable": true
    },
    {
      "key": "red_teaming",
      "label": "Red teaming",
      "type": "bool",
      "description": "Runs adversarial tests against models, applications or agents before or after deployment. Yes means the vendor documents it on its own pages; a dash means no source says so.",
      "filterable": true
    },
    {
      "key": "ai_spm",
      "label": "AI-SPM and AI-BOM",
      "type": "bool",
      "description": "Discovers and inventories AI assets (models, agents, apps, shadow AI) and assesses posture, misconfigurations or AI-BOM. Yes means the vendor documents it on its own pages; a dash means no source says so.",
      "filterable": true
    },
    {
      "key": "model_security",
      "label": "Model and supply-chain scanning",
      "type": "bool",
      "description": "Scans models, model files or the AI and agent supply chain for tampering and malicious code. Yes means the vendor documents it on its own pages; a dash means no source says so.",
      "filterable": true
    },
    {
      "key": "data_controls",
      "label": "Data protection for AI",
      "type": "bool",
      "description": "Detects, redacts or governs sensitive data in prompts, responses, training data and AI workflows. Yes means the vendor documents it on its own pages; a dash means no source says so.",
      "filterable": true
    },
    {
      "key": "acquisition",
      "label": "Deal status",
      "type": "enum",
      "description": "Whether the vendor has bought an AI security company, has a deal pending, or is now owned by a larger company, per press releases and vendor pages.",
      "filterable": true,
      "enumValues": [
        "Bought an AI security company",
        "Deal pending",
        "Owned by a larger company"
      ]
    },
    {
      "key": "self_host",
      "label": "Self-host or private cloud",
      "type": "bool",
      "description": "The vendor documents running the product on your own servers, in your own cloud or VPC, or air-gapped. Derived from the deployment text on the same source.",
      "filterable": true
    },
    {
      "key": "ownership",
      "label": "Ownership and deals",
      "type": "string",
      "description": "The acquisition or ownership fact, as stated by the parties.",
      "sortable": false
    },
    {
      "key": "products",
      "label": "Named modules",
      "type": "string",
      "description": "Named AI security modules the vendor lists.",
      "sortable": false
    },
    {
      "key": "guardrails_detail",
      "label": "Runtime guardrails, as documented",
      "type": "string",
      "description": "What the vendor documents for this capability.",
      "sortable": false
    },
    {
      "key": "agent_security_detail",
      "label": "Agent security, as documented",
      "type": "string",
      "description": "What the vendor documents for this capability.",
      "sortable": false
    },
    {
      "key": "red_teaming_detail",
      "label": "Red teaming, as documented",
      "type": "string",
      "description": "What the vendor documents for this capability.",
      "sortable": false
    },
    {
      "key": "ai_spm_detail",
      "label": "AI-SPM and AI-BOM, as documented",
      "type": "string",
      "description": "What the vendor documents for this capability.",
      "sortable": false
    },
    {
      "key": "model_security_detail",
      "label": "Model and supply-chain scanning, as documented",
      "type": "string",
      "description": "What the vendor documents for this capability.",
      "sortable": false
    },
    {
      "key": "data_controls_detail",
      "label": "Data protection for AI, as documented",
      "type": "string",
      "description": "What the vendor documents for this capability.",
      "sortable": false
    },
    {
      "key": "frameworks_covered",
      "label": "Frameworks mapped",
      "type": "string",
      "description": "Security and compliance frameworks the vendor explicitly maps its testing, controls or reports to. A mapping, not a certification.",
      "sortable": false
    },
    {
      "key": "integrations",
      "label": "Integrations and platforms",
      "type": "string",
      "description": "Named clouds, models, development tools, protocols or security tools the product supports.",
      "sortable": false
    },
    {
      "key": "deployment",
      "label": "Deployment",
      "type": "string",
      "description": "Documented hosting and installation options.",
      "sortable": false
    },
    {
      "key": "licensing",
      "label": "Licensing",
      "type": "string",
      "description": "Open-source status or paid packaging, where documented.",
      "sortable": false
    },
    {
      "key": "content_modalities",
      "label": "Content inspected",
      "type": "string",
      "description": "Content formats the product inspects, where documented.",
      "sortable": false
    },
    {
      "key": "latency_claim_ms",
      "label": "Vendor latency claim",
      "type": "number",
      "unit": "ms",
      "description": "Upper bound of the runtime latency the vendor claims (\"below N ms\"). Vendor-published, not independently benchmarked."
    },
    {
      "key": "attack_scenarios_min",
      "label": "Attack library",
      "type": "number",
      "unit": "attacks",
      "description": "Lower bound of the attack simulations the vendor says it runs (\"more than N\"). Vendor-published."
    },
    {
      "key": "pii_data_types",
      "label": "Sensitive data types detected",
      "type": "number",
      "unit": "types",
      "description": "Count of PII and confidential-data types the vendor says its detector covers."
    },
    {
      "key": "languages_min",
      "label": "Languages monitored",
      "type": "number",
      "unit": "languages",
      "description": "Lower bound of languages the vendor says it monitors in real time."
    },
    {
      "key": "ai_services_min",
      "label": "AI services covered",
      "type": "number",
      "unit": "services",
      "description": "Lower bound of the AI services the vendor says its discovery covers."
    },
    {
      "key": "funding_round_usd_m",
      "label": "Latest disclosed round",
      "type": "number",
      "unit": "$M",
      "description": "Size of the most recent funding round the company or the press reported, in US$ millions."
    },
    {
      "key": "funding",
      "label": "Funding",
      "type": "string",
      "description": "Latest round, lead investor and month, plus the total raised where the source states it.",
      "sortable": false
    }
  ],
  "records": [
    {
      "id": "a10-networks-trojai",
      "name": "A10 Networks TrojAI",
      "url": "https://www.a10networks.com/",
      "summary": "TrojAI by A10 Networks provides AI runtime defense, agent-led red teaming, and MCP governance for enterprise agents, applications, and models.",
      "hq": "US",
      "founded": 2004,
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "TrojAI Defend blocks prompt injection, jailbreaks, data leakage, and toxic content.",
        "red_teaming": true,
        "red_teaming_detail": "TrojAI Detect runs continuous single-turn, multi-turn, and agentic adversarial tests.",
        "agent_security": true,
        "agent_security_detail": "TrojAI Defend for MCP discovers servers/tools and enforces communication policies.",
        "frameworks_covered": "Findings map to OWASP, MITRE, and NIST frameworks.",
        "deployment": "Self-contained on-premises or customer-cloud deployment.",
        "self_host": true,
        "ownership": "Completed the TrojAI acquisition on June 15, 2026.",
        "acquisition": "Bought an AI security company",
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.a10networks.com/products/trojai-by-a10/",
          "title": "A10 Networks TrojAI: a10networks.com/products/trojai-by-a10",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "red_teaming",
            "red_teaming_detail",
            "agent_security",
            "agent_security_detail",
            "frameworks_covered",
            "deployment",
            "self_host"
          ]
        },
        {
          "url": "https://www.a10networks.com/news/press-releases/a10-networks-acquires-trojai-inc-expanding-ai-roadmap/",
          "title": "A10 Networks TrojAI: a10networks.com/news/press-releases/a10-networks-acquir",
          "accessed": "2026-11-11",
          "fields": []
        },
        {
          "url": "https://www.sec.gov/Archives/edgar/data/1580808/000158080826000045/aten-20260630.htm",
          "title": "A10 Networks 10-Q (quarter ended Jun 30, 2026)",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "adversa-ai",
      "name": "Adversa AI",
      "url": "https://adversa.ai/",
      "summary": "Adversa AI protects enterprise coding-agent workflows with behavior analysis, runtime blocking, and offensive AI security assessments.",
      "tags": [
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "agent_security": true,
        "agent_security_detail": "Analyzes chains of coding-agent actions and blocks dangerous behavior before completion.",
        "deployment": "Uses a gateway plus a lightweight sensor on developer machines.",
        "integrations": "Supports Claude Code, Copilot, Cursor, and Codex.",
        "red_teaming": true,
        "red_teaming_detail": "Offers AI red teaming and agentic assessments.",
        "guardrails": null,
        "guardrails_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://adversa.ai/",
          "title": "Adversa AI: adversa.ai",
          "accessed": "2026-11-11",
          "fields": [
            "agent_security",
            "agent_security_detail",
            "deployment",
            "self_host",
            "integrations",
            "red_teaming",
            "red_teaming_detail"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "akamai-firewall-for-ai",
      "name": "Akamai Firewall for AI",
      "url": "https://www.akamai.com/products/firewall-for-ai",
      "summary": "Akamai Firewall for AI is an LLM firewall that inspects prompts and model responses at the Akamai edge or through an API.",
      "hq": "US",
      "tags": [
        "guardrails",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Detects and blocks prompt injections, jailbreaks and harmful queries before they reach the model; inspects inputs and outputs in real time.",
        "data_controls": true,
        "data_controls_detail": "Inspects model responses for PII leaks and intellectual-property disclosure.",
        "deployment": "Runs at the Akamai edge or through a REST API; protects models hosted on-prem, in the cloud or hybrid.",
        "frameworks_covered": "OWASP Top 10 for LLM Applications",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.akamai.com/products/firewall-for-ai",
          "title": "Akamai Firewall for AI",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail",
            "deployment",
            "frameworks_covered"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "alice-activefence",
      "name": "Alice (ActiveFence)",
      "url": "https://alice.io/",
      "summary": "Alice provides AI safety and security for model labs, enterprises, and platforms through adversarial testing, custom guardrails, and threat intelligence.",
      "tags": [
        "guardrails",
        "red-teaming",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "WonderFence inspects inputs and outputs and blocks or redacts policy violations, including injection and jailbreak attempts.",
        "data_controls": true,
        "data_controls_detail": "Redacts PII, credentials, internal system details, and other sensitive information.",
        "red_teaming": true,
        "red_teaming_detail": "WonderBuild automatically generates adversarial prompts, evaluates application responses, and reports safety/security findings.",
        "frameworks_covered": "WonderFence policies display OWASP LLM Top 10 and MITRE ATLAS risk-framework mappings.",
        "agent_security": null,
        "agent_security_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://docs.activefence.com/wondersuite/wonderfence/introducing-wonderfence",
          "title": "Alice (ActiveFence): docs.activefence.com/wondersuite/wonderfence/introducing-won",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail"
          ]
        },
        {
          "url": "https://docs.activefence.com/wondersuite/wonderbuild/introducing-wonderbuild",
          "title": "Alice (ActiveFence): docs.activefence.com/wondersuite/wonderbuild/introducing-won",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail"
          ]
        },
        {
          "url": "https://docs.activefence.com/wondersuite/wonderfence/wonderfence-key-features",
          "title": "Alice (ActiveFence): docs.activefence.com/wondersuite/wonderfence/wonderfence-key",
          "accessed": "2026-11-11",
          "fields": [
            "frameworks_covered"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "amazon-bedrock-guardrails",
      "name": "Amazon Bedrock Guardrails",
      "url": "https://aws.amazon.com/",
      "summary": "Amazon Bedrock Guardrails provides configurable safeguards for enterprise generative AI applications and agent workflows, including models hosted outside Bedrock.",
      "tags": [
        "guardrails",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Configurable content/word filters, prompt attack detection, denied topics, and hallucination checks.",
        "data_controls": true,
        "data_controls_detail": "Blocks or masks PII and custom regex matches in inputs and responses.",
        "integrations": "ApplyGuardrail API supports Bedrock, self-hosted models, OpenAI, Google Gemini, Strands Agents, and Bedrock AgentCore.",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://aws.amazon.com/bedrock/guardrails/",
          "title": "Amazon Bedrock Guardrails: aws.amazon.com/bedrock/guardrails",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "arthur",
      "name": "Arthur",
      "url": "https://www.arthur.ai/",
      "summary": "Arthur offers enterprise agent security and governance with discovery, behavioral analytics, runtime guardrails, and audit evidence.",
      "tags": [
        "guardrails",
        "agent-security",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Discovers agents on endpoints, cloud, and private data centers, including shadow agents.",
        "agent_security": true,
        "agent_security_detail": "Agent Behavioral Analytics detects anomalies and indicators of compromise.",
        "guardrails": true,
        "guardrails_detail": "Provides real-time guardrails and security-policy enforcement.",
        "integrations": "Streams security findings to CrowdStrike Falcon, Elastic, Splunk, and Datadog.",
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.arthur.ai/",
          "title": "Arthur: arthur.ai",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "guardrails",
            "guardrails_detail",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "aurascape",
      "name": "Aurascape",
      "url": "https://aurascape.ai/",
      "summary": "Aurascape secures enterprise AI usage and AI agents with discovery, data protection, adversarial testing, and runtime controls.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Automatically detects and risk-scores AI applications, copilots, and embedded models.",
        "red_teaming": true,
        "red_teaming_detail": "Tests agents and applications before deployment for injection, leakage, and policy violations.",
        "agent_security": true,
        "agent_security_detail": "Governs MCP activity and tool use with a Zero-Bypass MCP Gateway.",
        "guardrails": true,
        "guardrails_detail": "Enforces continuous runtime guardrails.",
        "data_controls": true,
        "data_controls_detail": "Uses real-time sensitive-data classification and fingerprinting.",
        "frameworks_covered": "Access and usage policy alignment includes GDPR, HIPAA, and PCI.",
        "model_security": null,
        "model_security_detail": null,
        "funding_round_usd_m": 50,
        "funding": "$50M at launch, led by Menlo Ventures and Mayfield, April 2025."
      },
      "sources": [
        {
          "url": "https://aurascape.ai/product/",
          "title": "Aurascape: aurascape.ai/product",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "agent_security",
            "agent_security_detail",
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail"
          ]
        },
        {
          "url": "https://aurascape.ai/wp-content/uploads/2026/01/Aurascape-Product-Brief.pdf",
          "title": "Aurascape: aurascape.ai/wp-content/uploads/2026/01/Aurascape-Pr",
          "accessed": "2026-11-11",
          "fields": [
            "frameworks_covered"
          ]
        },
        {
          "url": "https://www.securityweek.com/aurascape-banks-hefty-50-million-to-mitigate-shadow-ai-risks/",
          "title": "SecurityWeek: Aurascape banks $50M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "cato-networks-ai-security",
      "name": "Cato Networks AI Security",
      "url": "https://www.catonetworks.com/",
      "summary": "Cato supplies enterprise AI security through its acquired Aim platform, covering employee AI use, private AI applications, and agent development.",
      "tags": [
        "guardrails",
        "ai-spm"
      ],
      "fields": {
        "ownership": "Acquired Aim Security, announced as completed on September 3, 2025.",
        "acquisition": "Bought an AI security company",
        "guardrails": true,
        "guardrails_detail": "Aim AI Firewall enforces security policies on runtime interactions with private AI apps and agents.",
        "ai_spm": true,
        "ai_spm_detail": "Discovers and remediates lifecycle risks and scans internal AI model configurations.",
        "integrations": "Protects Microsoft Copilot, Cursor, and local agents using MCP servers.",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.catonetworks.com/news/cato-acquires-aim-security-to-extend-sase-leadership-and-secure-enterprise-ai-transformation/",
          "title": "Cato Networks AI Security: catonetworks.com/news/cato-acquires-aim-security-to-exte",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition",
            "guardrails",
            "guardrails_detail",
            "ai_spm",
            "ai_spm_detail",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "check-point-ai-security",
      "name": "Check Point AI Security",
      "url": "https://www.checkpoint.com/",
      "summary": "Check Point sells AI security controls for employee usage, applications, and autonomous agents, including runtime protection and adversarial assessment.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Detects prompt injection, jailbreaks, and data exfiltration.",
        "agent_security": true,
        "agent_security_detail": "Prevents tool/privilege abuse and blocks unsafe autonomous actions.",
        "red_teaming": true,
        "red_teaming_detail": "Continuously attacks models and agents with adversarial techniques.",
        "frameworks_covered": "Red-team techniques map to OWASP risks.",
        "latency_claim_ms": 50,
        "languages_min": 100,
        "ownership": "Announced the Lakera acquisition on September 16, 2025 and closed it on October 22, 2025.",
        "acquisition": "Bought an AI security company",
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.checkpoint.com/ai-security/",
          "title": "Check Point AI Security: checkpoint.com/ai-security",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "red_teaming",
            "red_teaming_detail",
            "frameworks_covered",
            "latency_claim_ms",
            "languages_min"
          ]
        },
        {
          "url": "https://www.checkpoint.com/downloads/investor/check-point-software-third-quarter-2025-financial-results.pdf?v=1.1",
          "title": "Check Point AI Security: checkpoint.com/downloads/investor/check-point-software",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "checkmarx-llm-scanner",
      "name": "Checkmarx LLM Scanner",
      "url": "https://checkmarx.com/",
      "summary": "Checkmarx LLM Scanner inspects code and artifacts bundled inside AI model packages before deployment and reports findings in Checkmarx One.",
      "tags": [
        "ai-spm",
        "model-security"
      ],
      "fields": {
        "model_security": true,
        "model_security_detail": "Static scanning finds unsafe deserialization, command execution, trust-remote-code, and malicious pickle patterns without executing models.",
        "ai_spm": true,
        "ai_spm_detail": "Produces deterministic AI-BOM evidence with model provenance, findings, and risk posture.",
        "integrations": "Scans Hugging Face, Git repositories, local directories, and internal registries; CLI exports SARIF, JSON, YAML, and text.",
        "frameworks_covered": "AI-BOM evidence supports NIST AI RMF, EU AI Act, and ISO 42001 obligations.",
        "guardrails": null,
        "guardrails_detail": null,
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://checkmarx.com/platform/llm-scanner/",
          "title": "Checkmarx LLM Scanner: checkmarx.com/platform/llm-scanner",
          "accessed": "2026-11-11",
          "fields": [
            "model_security",
            "model_security_detail",
            "ai_spm",
            "ai_spm_detail",
            "integrations",
            "frameworks_covered"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "cisco-ai-defense",
      "name": "Cisco AI Defense",
      "url": "https://www.cisco.com/",
      "summary": "Cisco AI Defense gives enterprises discovery, model validation, runtime protection, and access controls for AI they build and use.",
      "tags": [
        "guardrails",
        "red-teaming",
        "ai-spm",
        "model-security",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Inventories AI models and connected data sources across distributed environments.",
        "red_teaming": true,
        "red_teaming_detail": "Algorithmic red teaming identifies model safety and security vulnerabilities.",
        "guardrails": true,
        "guardrails_detail": "Network-embedded guardrails block attacks and harmful responses in production.",
        "model_security": true,
        "model_security_detail": "Includes AI supply-chain risk management for models and files.",
        "data_controls": true,
        "data_controls_detail": "Controls employee access to third-party AI applications.",
        "ownership": "Completed acquisition of Robust Intelligence on September 24, 2024.",
        "acquisition": "Bought an AI security company",
        "agent_security": null,
        "agent_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.cisco.com/site/us/en/products/security/ai-defense/index.html",
          "title": "Cisco AI Defense: cisco.com/site/us/en/products/security/ai-defense",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "model_security",
            "model_security_detail",
            "data_controls",
            "data_controls_detail"
          ]
        },
        {
          "url": "https://blogs.cisco.com/news/fortifying-the-future-of-security-for-ai-cisco-announces-intent-to-acquire-robust-intelligence",
          "title": "Cisco AI Defense: blogs.cisco.com/news/fortifying-the-future-of-security-",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "cloudflare-ai-security-for-apps",
      "name": "Cloudflare AI Security for Apps",
      "url": "https://www.cloudflare.com/",
      "summary": "Cloudflare AI Security for Apps adds model-independent LLM threat detection and blocking controls to its web application firewall.",
      "tags": [
        "guardrails",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Detects prompt injection and unsafe or custom topics in incoming JSON prompts; WAF rules apply blocking or challenges.",
        "data_controls": true,
        "data_controls_detail": "Detects PII in incoming prompts including contact, financial, and identity information.",
        "licensing": "LLM endpoint discovery is on all plans; AI detection fields require an Enterprise paid add-on.",
        "integrations": "Requires an enabled Cloudflare WAF zone; supports JSON request bodies.",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://developers.cloudflare.com/waf/detections/ai-security-for-apps/",
          "title": "Cloudflare AI Security for Apps: developers.cloudflare.com/waf/detections/ai-security-for-apps",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail",
            "licensing",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "coralogix-ai-guardrails",
      "name": "Coralogix AI Guardrails",
      "url": "https://coralogix.com/",
      "summary": "Coralogix provides runtime AI guardrails alongside AI observability so enterprises can enforce prompt and response policies and investigate violations.",
      "tags": [
        "guardrails",
        "agent-security",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Detects, blocks, rewrites, or flags unsafe prompts and responses.",
        "data_controls": true,
        "data_controls_detail": "Security guardrails prevent data and PII leaks and sanitize inputs.",
        "agent_security": true,
        "agent_security_detail": "Supports customized guardrail rules per agent and continuous AI interaction monitoring.",
        "integrations": "The cx-guardrails SDK applies policy checks in application code; OpenTelemetry exports correlate guardrail spans with LLM traces.",
        "ownership": "Acquired Aporia, announced as completed on December 23, 2024.",
        "acquisition": "Bought an AI security company",
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://coralogix.com/platform/ai-guardrails/",
          "title": "Coralogix AI Guardrails: coralogix.com/platform/ai-guardrails",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail",
            "agent_security",
            "agent_security_detail"
          ]
        },
        {
          "url": "https://coralogix.com/docs/user-guides/ai/guardrails/",
          "title": "Coralogix AI Guardrails: coralogix.com/docs/user-guides/ai/guardrails",
          "accessed": "2026-11-11",
          "fields": [
            "integrations"
          ]
        },
        {
          "url": "https://coralogix.com/blog/coralogix-acquires-aporia/",
          "title": "Coralogix AI Guardrails: coralogix.com/blog/coralogix-acquires-aporia",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "credo-ai",
      "name": "Credo AI",
      "url": "https://www.credo.ai/",
      "summary": "Credo AI sells an AI governance platform: a registry of AI systems, agents and vendors, continuous risk assessment and compliance mapping.",
      "tags": [
        "agent-security",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "AI Registry catalogs AI systems, agents, vendors and models, with shadow AI discovery and risk classification.",
        "agent_security": true,
        "agent_security_detail": "Agent registry with agent cards and dependency maps; an agentic risk library covers tool misuse, scope drift and inter-agent risk.",
        "frameworks_covered": "EU AI Act, NIST AI RMF, ISO/IEC 42001, OMB M-25, Colorado ADMT, NAIC AI",
        "integrations": "Snowflake, Databricks, AWS, Azure, ServiceNow, Jira, Confluence, Slack, GitHub, MLflow",
        "funding_round_usd_m": 21,
        "funding": "$21M Series B led by CrimsoNox Capital, Mozilla Ventures and FPV Ventures, July 2024; $41.3M raised in total.",
        "guardrails": null,
        "guardrails_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.credo.ai/",
          "title": "Credo AI: credo.ai",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "frameworks_covered",
            "integrations"
          ]
        },
        {
          "url": "https://siliconangle.com/2024/07/30/credo-ai-raises-21m-help-enterprises-deploy-ai-safely-responsibly-compliant-way/",
          "title": "SiliconANGLE: Credo AI raises $21M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "crowdstrike-falcon-ai-security",
      "name": "CrowdStrike Falcon AI security",
      "url": "https://www.crowdstrike.com/",
      "summary": "CrowdStrike provides enterprise AI agent discovery, identity controls, supply-chain protection, and gateway response through its Falcon platform.",
      "tags": [
        "agent-security",
        "ai-spm",
        "model-security"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Falcon Guardian discovers known and shadow AI agents across endpoints, cloud, and SaaS.",
        "agent_security": true,
        "agent_security_detail": "Agentic Identity Provider establishes verifiable agent identities and continuous access authorization.",
        "model_security": true,
        "model_security_detail": "Endpoint protection stops malicious packages and install scripts introduced by coding agents.",
        "guardrails": null,
        "guardrails_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "ownership": "Closed the Pangea acquisition on September 26, 2025. Agreements to buy Fiddler AI and Dreadnode, signed November 3, 2026, are pending.",
        "acquisition": "Bought an AI security company"
      },
      "sources": [
        {
          "url": "https://www.crowdstrike.com/en-us/solutions/ai-agent-security/",
          "title": "CrowdStrike Falcon AI security: crowdstrike.com/en-us/solutions/ai-agent-security",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "model_security",
            "model_security_detail"
          ]
        },
        {
          "url": "https://www.sec.gov/Archives/edgar/data/1535527/000153552726000010/crwd-20260131.htm",
          "title": "CrowdStrike FY2026 10-K, Note 12",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "cyera-ai-guardian",
      "name": "Cyera AI Guardian",
      "url": "https://www.cyera.com/ai-guardian",
      "summary": "Cyera is a data security platform; AI Guardian adds AI-SPM, agent controls and prompt-level data protection built on its data classification.",
      "hq": "US",
      "tags": [
        "agent-security",
        "red-teaming",
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Discovers and catalogs AI models, agents, apps and pipelines, including shadow AI, and maps them to identities, data and access paths.",
        "agent_security": true,
        "agent_security_detail": "Maps each agent’s links to models, tools, MCP servers and data stores; can quarantine agents or block risky actions.",
        "red_teaming": true,
        "red_teaming_detail": "Red-teams agents against prompt injection, jailbreaks and other exploitation methods.",
        "data_controls": true,
        "data_controls_detail": "Checks prompts against identity and intent to keep data access authorized and stops sensitive data reaching public models.",
        "deployment": "Cloud integrations, logs, EDR and MDM plugins, an AI gateway plugin, platform APIs, Cyera Endpoint and Browser Shield.",
        "integrations": "Microsoft Copilot, Claude Cowork, Anthropic Marketplace",
        "funding_round_usd_m": 600,
        "funding": "$600M round led by Evolution Equity Partners at a $12B valuation, June 2026; more than $2B raised in total.",
        "guardrails": null,
        "guardrails_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.cyera.com/ai-guardian",
          "title": "Cyera AI Guardian",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "red_teaming",
            "red_teaming_detail",
            "data_controls",
            "data_controls_detail",
            "deployment",
            "integrations"
          ]
        },
        {
          "url": "https://itbrief.co.uk/story/cyera-raises-usd-600-million-at-usd-12-billion-valuation",
          "title": "IT Brief: Cyera raises $600M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "deepkeep",
      "name": "DeepKeep",
      "url": "https://www.deepkeep.ai/",
      "summary": "DeepKeep sells AI security for enterprise applications, agents, models, and employee AI use, including language and computer-vision systems.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "model-security"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "AI Firewall supplies runtime detection and guardrails.",
        "red_teaming": true,
        "red_teaming_detail": "Adaptive evaluation tests model and AI application robustness.",
        "agent_security": true,
        "agent_security_detail": "AI Agent Scanner scans agent attack surfaces.",
        "model_security": true,
        "model_security_detail": "Model Scanning performs static and dynamic supply-chain checks.",
        "ai_spm": null,
        "ai_spm_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.deepkeep.ai/",
          "title": "DeepKeep: deepkeep.ai",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "red_teaming",
            "red_teaming_detail",
            "agent_security",
            "agent_security_detail",
            "model_security",
            "model_security_detail"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "dreadnode",
      "name": "Dreadnode",
      "url": "https://www.dreadnode.io/",
      "summary": "Dreadnode provides security teams with self-hosted agent evaluation and AI red-teaming infrastructure for traditional ML through multi-agent systems.",
      "tags": [
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "red_teaming": true,
        "red_teaming_detail": "Red teams traditional ML models through multi-agent systems.",
        "agent_security": true,
        "agent_security_detail": "Combines task evaluations, LLM judges, and adversarial testing to assess agent behavior.",
        "deployment": "Runs inside customer-controlled infrastructure and routes inference to approved or self-hosted models.",
        "self_host": true,
        "ownership": "CrowdStrike signed an agreement to acquire Dreadnode on November 3, 2026. The deal is pending, with closing expected in CrowdStrike Q4 FY27.",
        "acquisition": "Deal pending",
        "guardrails": null,
        "guardrails_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 14,
        "funding": "$14M Series A, February 2025."
      },
      "sources": [
        {
          "url": "https://www.dreadnode.io/",
          "title": "Dreadnode: dreadnode.io",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail",
            "agent_security",
            "agent_security_detail",
            "deployment",
            "self_host"
          ]
        },
        {
          "url": "https://www.crowdstrike.com/en-us/press-releases/crowdstrike-to-acquire-dreadnode-advance-ai-trust/",
          "title": "Dreadnode: crowdstrike.com/en-us/press-releases/crowdstrike-to-acq",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        },
        {
          "url": "https://www.securityweek.com/offensive-ai-startup-dreadnode-secures-14m-to-stress-test-ai-systems/",
          "title": "SecurityWeek: Dreadnode secures $14M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "enkrypt-ai",
      "name": "Enkrypt AI",
      "url": "https://www.enkryptai.com/",
      "summary": "Enkrypt AI sells an agent security and compliance platform with adaptive red teaming, runtime guardrails, and policy enforcement.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "red_teaming": true,
        "red_teaming_detail": "Continuously adapts attacks to the AI application's use case.",
        "guardrails": true,
        "guardrails_detail": "Real-time guardrails stop threats and adapt using prompts.",
        "agent_security": true,
        "agent_security_detail": "Offers an MCP scanner and MCP gateway.",
        "products": "Agent Red Teaming, Agent Guardrails, Agent Policy Engine, AI Data Risk Audit, MCP Scanner, and MCP Gateway.",
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 2.35,
        "funding": "$2.35M seed led by Boldcap, February 2024."
      },
      "sources": [
        {
          "url": "https://www.enkryptai.com/",
          "title": "Enkrypt AI: enkryptai.com",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "products"
          ]
        },
        {
          "url": "https://venturebeat.com/ai/exclusive-enkrypt-raises-seed-round-to-create-a-control-layer-for-generative-ai-safety",
          "title": "VentureBeat: Enkrypt raises seed round",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "f5-ai-guardrails",
      "name": "F5 AI Guardrails",
      "url": "https://www.f5.com/",
      "summary": "F5 AI Guardrails supplies runtime threat protection, data controls, and agent-action enforcement for enterprise AI models and applications.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Defends against prompt injection, jailbreaks, data leakage, and harmful outputs.",
        "agent_security": true,
        "agent_security_detail": "Audits and blocks unauthorized tool calls and agent actions.",
        "deployment": "Supports public/private clouds, on-premises, and fully air-gapped environments.",
        "self_host": true,
        "frameworks_covered": "Automated auditing templates support GDPR, HIPAA, and EU AI Act alignment.",
        "ownership": "Announced the CalypsoAI acquisition on September 11, 2025 and closed it on September 26, 2025.",
        "acquisition": "Bought an AI security company",
        "red_teaming": true,
        "red_teaming_detail": "F5 AI Red Team uses autonomous agent swarms to simulate attack patterns and identify vulnerabilities.",
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.f5.com/products/ai-guardrails",
          "title": "F5 AI Guardrails: f5.com/products/ai-guardrails",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "deployment",
            "self_host",
            "frameworks_covered"
          ]
        },
        {
          "url": "https://www.f5.com/company/blog/what-are-ai-guardrails",
          "title": "F5 AI Guardrails: f5.com/company/blog/what-are-ai-guardrails",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail"
          ]
        },
        {
          "url": "https://www.sec.gov/Archives/edgar/data/1048695/000104869525000157/ffiv-20250930.htm",
          "title": "F5 FY2025 10-K, Note 3",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "fiddler-ai",
      "name": "Fiddler AI",
      "url": "https://www.fiddler.ai/",
      "summary": "Fiddler provides enterprise agent monitoring, evaluations, runtime enforcement, and governance in a single AI control plane.",
      "tags": [
        "guardrails",
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Enforces policy inline on the agent request and response path.",
        "data_controls": true,
        "data_controls_detail": "Detects and redacts PII, PHI, and secrets before model input and response delivery.",
        "ai_spm": true,
        "ai_spm_detail": "Maintains a living inventory of connected agents and enforcement decisions.",
        "deployment": "Offers SaaS, VPC, and AWS GovCloud options.",
        "self_host": true,
        "latency_claim_ms": 80,
        "ownership": "CrowdStrike signed a definitive agreement to acquire Fiddler on November 3, 2026. The deal is pending, with closing expected in CrowdStrike Q4 FY27.",
        "acquisition": "Deal pending",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "funding_round_usd_m": 30,
        "funding": "$30M Series C led by RPS Ventures, January 2026; $100M raised in total."
      },
      "sources": [
        {
          "url": "https://www.fiddler.ai/",
          "title": "Fiddler AI: fiddler.ai",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail",
            "ai_spm",
            "ai_spm_detail",
            "deployment",
            "self_host",
            "latency_claim_ms"
          ]
        },
        {
          "url": "https://ir.crowdstrike.com/news-releases/news-release-details/crowdstrike-acquire-fiddler-deliver-agent-observability-ai-trust",
          "title": "Fiddler AI: ir.crowdstrike.com/news-releases/news-release-details/crow",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        },
        {
          "url": "https://www.businesswire.com/news/home/20260127042634/en/Fiddler-Raises-$30M-Series-C-to-Power-the-Control-Plane-for-AI-Agents",
          "title": "Business Wire: Fiddler raises $30M Series C",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "fortinet-fortiaigate",
      "name": "Fortinet FortiAIGate",
      "url": "https://www.fortinet.com/",
      "summary": "Fortinet FortiAIGate is a self-hosted runtime security and governance gateway for enterprise AI applications and agents.",
      "tags": [
        "guardrails",
        "agent-security",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Inspects text, images, audio, video, and code for prompt injection, jailbreaks, and data leaks.",
        "agent_security": true,
        "agent_security_detail": "Blocks harmful agent tool calls and inspects MCP tool traffic.",
        "deployment": "Runs on customer infrastructure using Kubernetes and NVIDIA GPUs.",
        "self_host": true,
        "frameworks_covered": "Protections align with OWASP Top 10 lists for LLM, MCP, and agentic apps.",
        "data_controls": true,
        "data_controls_detail": "DLP detects 35 PII/confidential-data types, redacts responses, and blocks tool-call leaks.",
        "pii_data_types": 35,
        "ownership": "Acquired Virtue AI, announced as completed on August 17, 2026.",
        "acquisition": "Bought an AI security company",
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.fortinet.com/products/fortiaigate",
          "title": "Fortinet FortiAIGate: fortinet.com/products/fortiaigate",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "deployment",
            "self_host",
            "frameworks_covered",
            "data_controls",
            "data_controls_detail",
            "pii_data_types"
          ]
        },
        {
          "url": "https://investor.fortinet.com/news-releases/news-release-details/fortinet-advances-continuous-ai-protection-acquisition-virtue-ai",
          "title": "Fortinet FortiAIGate: investor.fortinet.com/news-releases/news-release-details/fort",
          "accessed": "2026-11-11",
          "fields": []
        },
        {
          "url": "https://www.helpnetsecurity.com/2026/08/17/fortinet-virtue-ai-acquisition/",
          "title": "Help Net Security: Fortinet acquires Virtue AI",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "giskard",
      "name": "Giskard",
      "url": "https://www.giskard.ai/",
      "summary": "Giskard assesses enterprise AI agents for security and quality risks, supplies deployment verdicts, and manages remediation and retesting.",
      "tags": [
        "agent-security",
        "red-teaming",
        "data-controls"
      ],
      "fields": {
        "red_teaming": true,
        "red_teaming_detail": "Tests AI agents for prompt injection and confidential or personal data disclosure.",
        "deployment": "Customers can choose EU or US data processing with isolation guarantees.",
        "data_controls": true,
        "data_controls_detail": "RBAC, audit trails, identity-provider integration, and a zero-training policy.",
        "agent_security": true,
        "agent_security_detail": "Provides agent go/no-go reports and retests fixes through remediation.",
        "guardrails": null,
        "guardrails_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.giskard.ai/",
          "title": "Giskard: giskard.ai",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail",
            "deployment",
            "self_host",
            "data_controls",
            "data_controls_detail",
            "agent_security",
            "agent_security_detail"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "google-cloud-model-armor",
      "name": "Google Cloud Model Armor",
      "url": "https://cloud.google.com/",
      "summary": "Google Cloud Model Armor screens prompts and model responses to protect AI applications running on Google Cloud or other clouds.",
      "tags": [
        "guardrails",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Blocks prompt injection and jailbreak attempts.",
        "data_controls": true,
        "data_controls_detail": "Scans and redacts sensitive IP and PII from prompts and responses.",
        "integrations": "Provides a LangChain integration.",
        "content_modalities": "Scans unstructured documents including PDFs for malicious payloads.",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://docs.cloud.google.com/model-armor/overview",
          "title": "Google Cloud Model Armor: docs.cloud.google.com/model-armor/overview",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail",
            "integrations",
            "content_modalities"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "gray-swan",
      "name": "Gray Swan",
      "url": "https://www.grayswan.ai/",
      "summary": "Gray Swan sells adversarial assessment and runtime behavior enforcement for enterprises deploying AI and laboratories building models.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "red_teaming": true,
        "red_teaming_detail": "Shade uses adversarial agents to attack models, agents, and guardrails in their deployment context.",
        "guardrails": true,
        "guardrails_detail": "Cygnal classifies and blocks adversarial inputs and unsafe agent outputs in production.",
        "agent_security": true,
        "agent_security_detail": "Supports AI agents with tool access and MCP/tool integrations.",
        "products": "Shade, Cygnal, Arena, and adversarial evaluation services.",
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 40,
        "funding": "$40M Series A co-led by Wing Venture Capital and Madrona, May 2026."
      },
      "sources": [
        {
          "url": "https://www.grayswan.ai/",
          "title": "Gray Swan: grayswan.ai",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "products"
          ]
        },
        {
          "url": "https://grayswan.ai/news/gray-swan-announces-series-a",
          "title": "Gray Swan: Series A announcement",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "harmonic-security",
      "name": "Harmonic Security",
      "url": "https://www.harmonic.security/",
      "summary": "Harmonic governs workforce AI use and agent activity with contextual discovery, data classification, and inline controls across supported applications and endpoints.",
      "tags": [
        "agent-security",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Discovers how employees and agents use AI across desktop apps, CLI tools, IDEs, APIs, and MCP workflows.",
        "agent_security": true,
        "agent_security_detail": "Governs autonomous workflows at the MCP and tool layers.",
        "deployment": "Browser extension and MCP Gateway; gateway supports Windows, macOS, and Linux.",
        "guardrails": null,
        "guardrails_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 17.5,
        "funding": "$17.5M Series A led by Next47, October 2024; more than $26M raised in total."
      },
      "sources": [
        {
          "url": "https://www.harmonic.security/",
          "title": "Harmonic Security: harmonic.security",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "deployment",
            "self_host"
          ]
        },
        {
          "url": "https://helpnetsecurity.com/2024/10/02/harmonic-security-funding-17-5-million/",
          "title": "Help Net Security: Harmonic Security raises $17.5M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "hiddenlayer",
      "name": "HiddenLayer",
      "url": "https://www.hiddenlayer.com/",
      "summary": "HiddenLayer supplies an AI security platform for enterprises protecting agentic, generative, and predictive AI across their lifecycle.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "model-security"
      ],
      "fields": {
        "model_security": true,
        "model_security_detail": "Scans third-party and proprietary models for hidden risks.",
        "red_teaming": true,
        "red_teaming_detail": "Offers continuous defense validation and AI attack simulation.",
        "guardrails": true,
        "guardrails_detail": "Uses policy controls against misuse, data leakage, and adversarial attacks.",
        "agent_security": true,
        "agent_security_detail": "Protects agentic systems and MCP interactions.",
        "integrations": "Prebuilt integrations for CI/CD, MLOps, data pipelines, and SIEM/SOAR.",
        "ai_spm": null,
        "ai_spm_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 100,
        "funding": "$100M Series B led by Delta-v Capital, September 2026."
      },
      "sources": [
        {
          "url": "https://www.hiddenlayer.com/",
          "title": "HiddenLayer: hiddenlayer.com",
          "accessed": "2026-11-11",
          "fields": [
            "model_security",
            "model_security_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "integrations"
          ]
        },
        {
          "url": "https://hiddenlayer.com/news/hiddenlayer-100m-series-b-ai-security",
          "title": "HiddenLayer: $100M Series B",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "holistic-ai",
      "name": "Holistic AI",
      "url": "https://www.holisticai.com/",
      "summary": "Holistic AI combines enterprise AI governance with AI discovery, security testing, and policy enforcement for models and agents.",
      "tags": [
        "agent-security",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Discovers models, agents, and applications across cloud, code, and SaaS.",
        "red_teaming": true,
        "red_teaming_detail": "Tests for prompt injection and jailbreaks.",
        "frameworks_covered": "Controls mapped to EU AI Act, NIST AI RMF, and ISO/IEC 42001.",
        "agent_security": true,
        "agent_security_detail": "Guardian Agents supervise and intervene in autonomous agent actions.",
        "guardrails": null,
        "guardrails_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.holisticai.com/",
          "title": "Holistic AI: holisticai.com",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "frameworks_covered",
            "agent_security",
            "agent_security_detail"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "ibm-guardium-exposure-manager",
      "name": "IBM Guardium Exposure Manager",
      "url": "https://www.ibm.com/",
      "summary": "IBM Guardium Exposure Manager helps enterprises identify and investigate sensitive-data exposure across AI agents, applications, databases, and endpoints.",
      "tags": [
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Maps sensitive-data movement across AI agents, applications, databases, and endpoints.",
        "data_controls": true,
        "data_controls_detail": "Alerts on risky sharing, AI-generated outputs, and policy violations involving sensitive data.",
        "integrations": "Provides visibility into data connected to RAG pipelines, vector databases, and model inference.",
        "products": "IBM Guardium Exposure Manager.",
        "guardrails": null,
        "guardrails_detail": null,
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.ibm.com/products/guardium/guardium-exposure-manager",
          "title": "IBM Guardium Exposure Manager: ibm.com/products/guardium/guardium-exposure-man",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "data_controls",
            "data_controls_detail",
            "integrations",
            "products"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "knostic",
      "name": "Knostic",
      "url": "https://www.knostic.ai/",
      "summary": "Knostic secures enterprise coding assistants and agent endpoints with runtime action controls, posture management, and agent supply-chain scanning.",
      "tags": [
        "agent-security",
        "ai-spm",
        "model-security"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Discovers shadow AI and centrally governs agent policies and configurations.",
        "agent_security": true,
        "agent_security_detail": "Kirin blocks prompt injection and rogue actions inline before execution.",
        "model_security": true,
        "model_security_detail": "AgentMesh scans skills, MCP servers, and VS Code extensions for supply-chain threats.",
        "integrations": "Kirin works with Cursor, Claude Code, GitHub Copilot, and Windsurf.",
        "guardrails": null,
        "guardrails_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 11,
        "funding": "$11M round led by Bright Pixel Capital, March 2025; $14M raised in total."
      },
      "sources": [
        {
          "url": "https://www.knostic.ai/",
          "title": "Knostic: knostic.ai",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "model_security",
            "model_security_detail",
            "integrations"
          ]
        },
        {
          "url": "https://siliconangle.com/2025/03/05/knostic-raises-11m-strengthen-enterprise-ai-security-need-know-access-controls/",
          "title": "SiliconANGLE: Knostic raises $11M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "lasso-security",
      "name": "Lasso Security",
      "url": "https://www.lasso.security/",
      "summary": "Lasso sells an enterprise AI security platform linking AI discovery, posture management, red teaming, and runtime enforcement.",
      "tags": [
        "guardrails",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Inventories AI agents and applications, maps their components, and assesses misconfigurations.",
        "red_teaming": true,
        "red_teaming_detail": "Automated adversarial testing includes multi-turn attacks and tool-chain manipulation.",
        "guardrails": true,
        "guardrails_detail": "Enforces policies inline through proxy, API, or AI Gateway.",
        "frameworks_covered": "Posture alignment with NIST and OWASP; threat detection includes MITRE and OWASP.",
        "agent_security": null,
        "agent_security_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 30,
        "funding": "$30M Series A led by ClearSky, September 2026."
      },
      "sources": [
        {
          "url": "https://www.lasso.security/",
          "title": "Lasso Security: lasso.security",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "frameworks_covered"
          ]
        },
        {
          "url": "https://siliconangle.com/2026/09/02/lasso-security-launches-cpu-only-ai-guardrail-raises-30m/",
          "title": "SiliconANGLE: Lasso Security raises $30M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "microsoft-ai-security",
      "name": "Microsoft AI security",
      "url": "https://www.microsoft.com/",
      "summary": "Microsoft supplies Azure AI Content Safety guardrails and Defender for Cloud AI posture management for enterprise models, applications, and agents.",
      "tags": [
        "guardrails",
        "agent-security",
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Prompt Shields scans text for user-input attacks on LLMs.",
        "agent_security": true,
        "agent_security_detail": "Task adherence API detects misaligned, unintended, or premature agent tool use.",
        "deployment": "Available inside Microsoft Foundry or standalone through Content Safety Studio and APIs.",
        "data_controls": true,
        "data_controls_detail": "Detects known protected text material in AI-generated responses.",
        "ai_spm": true,
        "ai_spm_detail": "Defender CSPM discovers cross-cloud AI BOMs, identifies misconfigurations and attack paths, and supports AI agents in Preview.",
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://learn.microsoft.com/en-us/azure/ai-services/content-safety/overview",
          "title": "Microsoft AI security: learn.microsoft.com/en-us/azure/ai-services/content-safety/",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "deployment",
            "self_host",
            "data_controls",
            "data_controls_detail"
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/ai-security-posture",
          "title": "Microsoft AI security: learn.microsoft.com/en-us/azure/defender-for-cloud/ai-secur",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "mindgard",
      "name": "Mindgard",
      "url": "https://mindgard.ai/",
      "summary": "Mindgard provides an offensive AI security platform for security and engineering teams to discover, validate, remediate, and continuously reassess AI vulnerabilities.",
      "tags": [
        "agent-security",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "red_teaming": true,
        "red_teaming_detail": "Autonomous red teaming combines reconnaissance and adaptive attacks against AI systems.",
        "agent_security": true,
        "agent_security_detail": "Assesses tool-using agents and systems connected through MCP or A2A servers.",
        "integrations": "Supports APIs, CI/CD pipelines, and Burp Suite.",
        "ai_spm": true,
        "ai_spm_detail": "Maps AI systems, models, agents, tools, and behaviors before attacks.",
        "guardrails": null,
        "guardrails_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 30,
        "funding": "$30M Series A led by Album VC, August 2026."
      },
      "sources": [
        {
          "url": "https://mindgard.ai/",
          "title": "Mindgard: mindgard.ai",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail",
            "agent_security",
            "agent_security_detail",
            "integrations",
            "ai_spm",
            "ai_spm_detail"
          ]
        },
        {
          "url": "https://www.securityweek.com/mindgard-raises-30-million-to-protect-ai-systems/",
          "title": "SecurityWeek: Mindgard raises $30M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "netskope",
      "name": "Netskope",
      "url": "https://www.netskope.com/",
      "summary": "Netskope supplies enterprise AI discovery, runtime guardrails, red teaming, gateway controls, and agent/MCP governance.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Inline module protects against prompt injection, jailbreaks, and unsafe content.",
        "red_teaming": true,
        "red_teaming_detail": "Assesses LLM vulnerabilities before deployment and identifies production drift.",
        "agent_security": true,
        "agent_security_detail": "Agent Action Control applies intent-, risk-, and access-based policies to agent actions.",
        "frameworks_covered": "AI products map to OWASP Top 10 LLM and MITRE ATLAS.",
        "deployment": "AI Gateway can be deployed in customer VPC/on-premises, with AWS and VMware ESXi support.",
        "self_host": true,
        "integrations": "AI Gateway supports OpenAI, Google Gemini, and Anthropic Claude.",
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://docs.netskope.com/en/ai-security",
          "title": "Netskope: docs.netskope.com/en/ai-security",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "red_teaming",
            "red_teaming_detail",
            "agent_security",
            "agent_security_detail",
            "frameworks_covered",
            "deployment",
            "self_host",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "neuraltrust",
      "name": "NeuralTrust",
      "url": "https://neuraltrust.ai/",
      "summary": "NeuralTrust provides AI agent runtime security and a gateway for enterprise access to models, MCP servers, and APIs.",
      "tags": [
        "guardrails",
        "ai-spm"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Centrally enforces prompt/content filters, DLP, and tool-use permissions.",
        "ai_spm": true,
        "ai_spm_detail": "Maintains a real-time inventory of agents, connected tools, and execution workflows.",
        "deployment": "Supports on-premises, SaaS, private cloud/VPC, and split-plane deployment.",
        "self_host": true,
        "latency_claim_ms": 100,
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://neuraltrust.ai/",
          "title": "NeuralTrust: neuraltrust.ai",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "ai_spm",
            "ai_spm_detail",
            "deployment",
            "self_host",
            "latency_claim_ms"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "noma-security",
      "name": "Noma Security",
      "url": "https://noma.security/",
      "summary": "Noma provides enterprise agent security and governance, combining runtime behavior controls, access policy, and adversarial testing.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "model-security"
      ],
      "fields": {
        "agent_security": true,
        "agent_security_detail": "Approves, reviews, or blocks agents, MCP servers, and skills; scopes allowed actions.",
        "guardrails": true,
        "guardrails_detail": "Can stop destructive actions, steer agents, alert humans, mask data, or trigger a kill switch.",
        "red_teaming": true,
        "red_teaming_detail": "Uses multi-turn attacks to find weaknesses in AI applications.",
        "model_security": true,
        "model_security_detail": "Finds agent supply-chain risks and misconfigurations.",
        "ai_spm": null,
        "ai_spm_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 100,
        "funding": "$100M Series B led by Evolution Equity Partners, July 2025; $132M raised in total."
      },
      "sources": [
        {
          "url": "https://noma.security/",
          "title": "Noma Security: noma.security",
          "accessed": "2026-11-11",
          "fields": [
            "agent_security",
            "agent_security_detail",
            "guardrails",
            "guardrails_detail",
            "red_teaming",
            "red_teaming_detail",
            "model_security",
            "model_security_detail"
          ]
        },
        {
          "url": "https://www.calcalistech.com/ctechnews/article/s19xaaudxl",
          "title": "Calcalist: Noma Security raises $100M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "nvidia-nemo-guardrails",
      "name": "NVIDIA NeMo Guardrails",
      "url": "https://www.nvidia.com/",
      "summary": "NVIDIA NeMo Guardrails lets developers add programmable safety and security controls to LLM applications and tool-using agents.",
      "tags": [
        "guardrails",
        "agent-security"
      ],
      "fields": {
        "licensing": "NeMo Guardrails library is an open-source Python package.",
        "guardrails": true,
        "guardrails_detail": "Input, retrieval, dialog, execution, and output rails support policy enforcement.",
        "agent_security": true,
        "agent_security_detail": "Validates tool inputs and outputs around tool invocation.",
        "deployment": "Self-managed Python library or microservice deployed on Kubernetes with Helm.",
        "self_host": true,
        "integrations": "Integrates with LangGraph for multi-agent safety.",
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://docs.nvidia.com/nemo/guardrails/about-nemo-guardrails-library/overview",
          "title": "NVIDIA NeMo Guardrails: docs.nvidia.com/nemo/guardrails/about-nemo-guardrails-l",
          "accessed": "2026-11-11",
          "fields": [
            "licensing",
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "deployment",
            "self_host",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "oligo-security",
      "name": "Oligo Security",
      "url": "https://www.oligo.security/",
      "summary": "Oligo protects enterprise AI runtime infrastructure, open-source models, LLM frameworks, and agent workflows using execution-level visibility and response.",
      "tags": [
        "agent-security",
        "ai-spm",
        "model-security"
      ],
      "fields": {
        "model_security": true,
        "model_security_detail": "Inspects model files and dependencies loaded into GPU/CPU memory for integrity risks.",
        "agent_security": true,
        "agent_security_detail": "Prevents AI agents from making unvetted outbound API calls.",
        "ai_spm": true,
        "ai_spm_detail": "Discovers shadow AI components running in clusters.",
        "integrations": "Protects frameworks including LangChain and Hugging Face.",
        "guardrails": null,
        "guardrails_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 50,
        "funding": "$50M Series B led by Greenfield Partners, January 2025; $80M raised in total."
      },
      "sources": [
        {
          "url": "https://www.oligo.security/",
          "title": "Oligo Security: oligo.security",
          "accessed": "2026-11-11",
          "fields": [
            "model_security",
            "model_security_detail",
            "agent_security",
            "agent_security_detail",
            "ai_spm",
            "ai_spm_detail",
            "integrations"
          ]
        },
        {
          "url": "https://www.businesswire.com/news/home/20250129117162/en/Oligo-Security-Raises-50M-Series-B-to-Redefine-Security-for-Modern-Applications",
          "title": "Business Wire: Oligo Security raises $50M Series B",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "operant-ai",
      "name": "Operant AI",
      "url": "https://www.operant.ai/",
      "summary": "Operant protects enterprise AI stacks, agents, MCP connections, and employee endpoints with runtime discovery and enforcement.",
      "tags": [
        "guardrails",
        "agent-security",
        "ai-spm"
      ],
      "fields": {
        "guardrails": true,
        "guardrails_detail": "Semantic Firewall makes inline allow, block, or redact decisions using agent-action intent.",
        "agent_security": true,
        "agent_security_detail": "Agent Protector detects threats and blocks zero-click exploits, data exfiltration, and rogue agents.",
        "ai_spm": true,
        "ai_spm_detail": "Endpoint Protector discovers shadow AI, coding agents, and MCP clients on employee devices.",
        "integrations": "MCP Gateway supplies registries, allow/block lists, and nonhuman-identity access controls.",
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 10,
        "funding": "$10M Series A co-led by SineWave Ventures and Felicis, September 2024."
      },
      "sources": [
        {
          "url": "https://www.operant.ai/",
          "title": "Operant AI: operant.ai",
          "accessed": "2026-11-11",
          "fields": [
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail",
            "ai_spm",
            "ai_spm_detail",
            "integrations"
          ]
        },
        {
          "url": "https://vmblog.com/bylines/operant-ai-secures-10m-series-a-to-protect-the-modern-cloud-across-apis-applications-and-ai/",
          "title": "VMblog: Operant AI secures $10M Series A",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "orca-security",
      "name": "Orca Security",
      "url": "https://orca.security/",
      "summary": "Orca provides agentless AI security posture management within its cloud security platform for enterprises using managed and self-hosted AI.",
      "tags": [
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Inventories AI/ML assets and checks misconfigurations, exposed access keys, and shadow AI.",
        "deployment": "Uses agentless SideScanning technology.",
        "integrations": "Covers Azure OpenAI, Amazon Bedrock and SageMaker, Google Vertex AI, and commonly used AI packages.",
        "data_controls": true,
        "data_controls_detail": "Scans AI projects and model-training data for sensitive information.",
        "guardrails": null,
        "guardrails_detail": null,
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://orca.security/platform/ai-security/ai-spm/",
          "title": "Orca Security: orca.security/platform/ai-security/ai-spm",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "deployment",
            "self_host",
            "integrations",
            "data_controls",
            "data_controls_detail"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "palo-alto-networks-prisma-airs",
      "name": "Palo Alto Networks Prisma AIRS",
      "url": "https://www.paloaltonetworks.com/",
      "summary": "Prisma AIRS secures enterprise AI applications, agents, models, and data from development through deployment.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "ai-spm",
        "model-security"
      ],
      "fields": {
        "model_security": true,
        "model_security_detail": "Scans third-party models for tampering, malicious scripts, and deserialization attacks.",
        "red_teaming": true,
        "red_teaming_detail": "Simulates attacks against AI agents and applications.",
        "guardrails": true,
        "guardrails_detail": "Enforces runtime safeguards against manipulation, data exposure, and unsafe actions.",
        "ai_spm": true,
        "ai_spm_detail": "Provides AI posture management for training/inference data, agents, applications, and model access.",
        "agent_security": true,
        "agent_security_detail": "Includes agent identity and endpoint security modules.",
        "ownership": "Completed acquisition of Protect AI on July 22, 2025; its capabilities contribute to Prisma AIRS.",
        "acquisition": "Bought an AI security company",
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www2.paloaltonetworks.com/ai-security/prisma-airs",
          "title": "Palo Alto Networks Prisma AIRS: www2.paloaltonetworks.com/ai-security/prisma-airs",
          "accessed": "2026-11-11",
          "fields": [
            "model_security",
            "model_security_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail"
          ]
        },
        {
          "url": "https://www.paloaltonetworks.com/company/press/2025/palo-alto-networks-completes-acquisition-of-protect-ai",
          "title": "Palo Alto Networks Prisma AIRS: paloaltonetworks.com/company/press/2025/palo-alto-networks-c",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "pillar-security",
      "name": "Pillar Security",
      "url": "https://www.pillar.security/",
      "summary": "Pillar provides enterprise AI agent discovery, security testing, runtime protection, and governance across the agent lifecycle.",
      "tags": [
        "guardrails",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Catalogs agents, models, prompts, tools, MCP servers, and skills through agentless integrations.",
        "red_teaming": true,
        "red_teaming_detail": "Offers agentic red teaming and attack-surface exposure testing.",
        "guardrails": true,
        "guardrails_detail": "Provides runtime guardrails and agent runtime protection.",
        "deployment": "Offers cloud, self-hosted, and hybrid deployment options.",
        "self_host": true,
        "agent_security": null,
        "agent_security_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 9,
        "funding": "$9M seed led by Shield Capital, April 2025."
      },
      "sources": [
        {
          "url": "https://www.pillar.security/",
          "title": "Pillar Security: pillar.security",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "deployment",
            "self_host"
          ]
        },
        {
          "url": "https://siliconangle.com/2025/04/16/pillar-security-raises-9m-address-growing-ai-specific-security-risks",
          "title": "SiliconANGLE: Pillar Security raises $9M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "promptarmor",
      "name": "PromptArmor",
      "url": "https://www.promptarmor.com/",
      "summary": "PromptArmor gives third-party risk and security teams AI risk reports on vendors and AI tools in the agent supply chain, with continuous monitoring.",
      "tags": [
        "ai-spm",
        "model-security"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Finds which vendors use AI and scores AI-specific risk across 26 risk vectors, then monitors vendors for changes.",
        "model_security": true,
        "model_security_detail": "Assesses new AI assets in the agent supply chain, including connector scope and data flows to AI subprocessors.",
        "frameworks_covered": "NIST AI RMF, OWASP Top 10 for LLM Applications, MITRE ATLAS",
        "integrations": "ServiceNow, ProcessUnity, Zscaler, Netskope, Archer, API",
        "guardrails": null,
        "guardrails_detail": null,
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.promptarmor.com/",
          "title": "PromptArmor: promptarmor.com",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "model_security",
            "model_security_detail",
            "frameworks_covered",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "promptfoo-openai",
      "name": "Promptfoo (OpenAI)",
      "url": "https://www.promptfoo.dev/",
      "summary": "Promptfoo provides enterprise AI security testing and open-source tools for application-specific attacks against agents, RAG systems, models, and guardrails.",
      "hq": "US",
      "founded": 2024,
      "tags": [
        "red-teaming"
      ],
      "fields": {
        "red_teaming": true,
        "red_teaming_detail": "Generates application-specific tests for injection, jailbreaks, leaks, business-rule violations, and insecure agent tool use.",
        "integrations": "Integrates with CI/CD, GitHub, GitLab, Jenkins, MCP, and agent frameworks.",
        "deployment": "Supports on-premises or cloud workflows.",
        "self_host": true,
        "ownership": "OpenAI announced the acquisition on March 9, 2026. Promptfoo states it is now part of OpenAI and keeps its open-source tools.",
        "acquisition": "Owned by a larger company",
        "guardrails": null,
        "guardrails_detail": null,
        "agent_security": null,
        "agent_security_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.promptfoo.dev/",
          "title": "Promptfoo (OpenAI): promptfoo.dev",
          "accessed": "2026-11-11",
          "fields": [
            "red_teaming",
            "red_teaming_detail",
            "integrations",
            "deployment",
            "self_host"
          ]
        },
        {
          "url": "https://www.promptfoo.dev/about/",
          "title": "Promptfoo (OpenAI): promptfoo.dev/about",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        },
        {
          "url": "https://www.promptfoo.dev/blog/promptfoo-joining-openai/",
          "title": "Promptfoo (OpenAI): promptfoo.dev/blog/promptfoo-joining-openai",
          "accessed": "2026-11-11"
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "proofpoint-ai-security",
      "name": "Proofpoint AI Security",
      "url": "https://www.proofpoint.com/",
      "summary": "Proofpoint supplies an enterprise AI security platform to govern employee AI use, agent behavior, and MCP connections with data and intent context.",
      "tags": [
        "guardrails",
        "agent-security",
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "AI Access Security discovers AI tools active in the environment.",
        "agent_security": true,
        "agent_security_detail": "Inspects intent and behavior across multi-step agent transactions.",
        "guardrails": true,
        "guardrails_detail": "Enforces context-aware policies during AI interactions.",
        "integrations": "MCP Security authenticates and inspects MCP traffic and maintains approved-server registries.",
        "data_controls": true,
        "data_controls_detail": "Applies controls to prompts, responses, tool calls, and workflows.",
        "ownership": "Acquired Acuvity, announced as completed on February 12, 2026.",
        "acquisition": "Bought an AI security company",
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.proofpoint.com/us/platform/ai-security",
          "title": "Proofpoint AI Security: proofpoint.com/us/platform/ai-security",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "guardrails",
            "guardrails_detail",
            "integrations",
            "data_controls",
            "data_controls_detail"
          ]
        },
        {
          "url": "https://www.proofpoint.com/us/newsroom/press-releases/proofpoint-acquires-acuvity-deliver-ai-security-and-governance-across",
          "title": "Proofpoint AI Security: proofpoint.com/us/newsroom/press-releases/proofpoint-a",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "qualys-totalai",
      "name": "Qualys TotalAI",
      "url": "https://www.qualys.com/",
      "summary": "Qualys TotalAI combines enterprise AI asset discovery, posture assessment, remediation, red teaming, and governance within its TruRisk platform.",
      "tags": [
        "guardrails",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Discovers sanctioned/shadow AI across clouds, SaaS, GPUs, endpoints, pipelines, models, agents, and MCP servers.",
        "red_teaming": true,
        "red_teaming_detail": "Automated LLM red teaming includes MCP probing and adversarial prompt injection.",
        "guardrails": true,
        "guardrails_detail": "Provides live guardrails and a prompt firewall with container behavior protection.",
        "frameworks_covered": "Aligns evidence to NIST AI RMF, EU AI Act, OWASP Top 10 for LLM, and MITRE ATLAS.",
        "agent_security": null,
        "agent_security_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.qualys.com/apps/totalai",
          "title": "Qualys TotalAI: qualys.com/apps/totalai",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "frameworks_covered"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "sentinelone-prompt-security",
      "name": "SentinelOne Prompt Security",
      "url": "https://www.sentinelone.com/",
      "summary": "SentinelOne's Prompt Security protects enterprise employee AI use, developer assistants, custom applications, and autonomous agents.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Inventories AI tools and code assistants, including shadow AI.",
        "agent_security": true,
        "agent_security_detail": "Discovers MCP servers and agents, enforces least privilege, and logs agent actions.",
        "red_teaming": true,
        "red_teaming_detail": "Tests for prompt injection, jailbreaks, and data poisoning before deployment.",
        "guardrails": true,
        "guardrails_detail": "Blocks adversarial prompts and scrubs sensitive outputs through a runtime AI firewall.",
        "integrations": "Supports developer assistants including GitHub Copilot, Cursor, and Claude Code.",
        "ai_services_min": 15000,
        "acquisition": "Bought an AI security company",
        "ownership": "Completed the Prompt Security acquisition on September 5, 2025, after announcing it on August 5, 2025. Prompt Security is built into the Singularity Platform.",
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.sentinelone.com/platform/securing-ai-prompt/",
          "title": "SentinelOne Prompt Security: sentinelone.com/platform/securing-ai-prompt",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "integrations",
            "ai_services_min"
          ]
        },
        {
          "url": "https://www.sec.gov/Archives/edgar/data/1583708/000158370825000159/s-20251031.htm",
          "title": "SentinelOne 10-Q (quarter ended Oct 31, 2025), Note 4",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "snyk-agent-scan",
      "name": "Snyk Agent Scan",
      "url": "https://snyk.io/",
      "summary": "Snyk Agent Scan inspects agents, MCP servers, and skills for supply-chain risks, with local scanning and enterprise observability through EVO.",
      "tags": [
        "agent-security",
        "model-security"
      ],
      "fields": {
        "model_security": true,
        "model_security_detail": "Scans agent supply chains for injection, tool poisoning, cross-origin escalation, and toxic flows.",
        "agent_security": true,
        "agent_security_detail": "Detects malicious skills and security vulnerabilities before installation.",
        "integrations": "Automatically discovers Claude Code/Desktop, Cursor, Gemini CLI, and Windsurf configurations.",
        "deployment": "Local CLI with MDM-based enterprise rollout and EVO platform observability.",
        "ownership": "Acquired Invariant Labs, announced as completed on June 24, 2025.",
        "acquisition": "Bought an AI security company",
        "guardrails": null,
        "guardrails_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "ai_spm": null,
        "ai_spm_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://labs.snyk.io/experiments/skill-scan/",
          "title": "Snyk Agent Scan: labs.snyk.io/experiments/skill-scan",
          "accessed": "2026-11-11",
          "fields": [
            "model_security",
            "model_security_detail",
            "agent_security",
            "agent_security_detail",
            "integrations",
            "deployment",
            "self_host"
          ]
        },
        {
          "url": "https://snyk.io/news/snyk-acquires-invariant-labs-to-accelerate-agentic-ai-security-innovation/",
          "title": "Snyk Agent Scan: snyk.io/news/snyk-acquires-invariant-labs-to-ac",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "straiker",
      "name": "Straiker",
      "url": "https://www.straiker.ai/",
      "summary": "Straiker gives enterprise security teams AI agent discovery, adversarial testing, and runtime defense against agent-specific attacks.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Discover AI maps agents, MCP servers, and workflows with posture and misconfiguration monitoring.",
        "red_teaming": true,
        "red_teaming_detail": "Ascend AI tests prompt injection, goal hijacking, tool misuse, and inter-agent manipulation.",
        "guardrails": true,
        "guardrails_detail": "Defend AI blocks identity abuse, memory poisoning, data exfiltration, and resource exploitation.",
        "agent_security": true,
        "agent_security_detail": "Runtime response includes an agentic kill switch.",
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 64,
        "funding": "$64M Series A led by Marathon Management Partners, June 2026; $85M raised in total."
      },
      "sources": [
        {
          "url": "https://www.straiker.ai/",
          "title": "Straiker: straiker.ai",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "agent_security",
            "agent_security_detail"
          ]
        },
        {
          "url": "https://www.securityweek.com/straiker-raises-64-million-for-ai-security-platform/",
          "title": "SecurityWeek: Straiker raises $64M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "tenable-one-ai-exposure",
      "name": "Tenable One AI Exposure",
      "url": "https://www.tenable.com/",
      "summary": "Tenable One AI Exposure helps enterprises discover AI usage, remediate misconfigurations, govern agents, and stop AI-specific attacks.",
      "tags": [
        "guardrails",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Tracks employee/agent AI use and identifies unsafe platform settings and integrations.",
        "guardrails": true,
        "guardrails_detail": "Detects and stops prompt injection and jailbreak attempts.",
        "frameworks_covered": "Supports NIST CSF and EU AI Act compliance workflows.",
        "integrations": "Supports OpenAI ChatGPT Enterprise, Microsoft Copilot, 365 Copilot, and Studio Copilot.",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.tenable.com/products/ai-exposure",
          "title": "Tenable One AI Exposure: tenable.com/products/ai-exposure",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "guardrails",
            "guardrails_detail",
            "frameworks_covered",
            "integrations"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "trend-micro-trendai-vision-one",
      "name": "Trend Micro TrendAI Vision One",
      "url": "https://www.trendmicro.com/",
      "summary": "TrendAI Vision One AI Security gives enterprises AI inventory, model scanning, runtime prompt protection, and access controls for third-party AI services.",
      "tags": [
        "guardrails",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Inventories AI services, models, workloads, storage, entitlements, repositories, and images.",
        "red_teaming": true,
        "red_teaming_detail": "AI Scanner tests models for known attack techniques and objectives before deployment.",
        "guardrails": true,
        "guardrails_detail": "AI Guard inspects prompts and responses for harmful outputs, injection, and sensitive-data leakage.",
        "deployment": "AI Scanner and AI Guard support vendor-hosted and self-hosted operation.",
        "self_host": true,
        "agent_security": null,
        "agent_security_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://docs.trendmicro.com/en-us/documentation/article/trend-vision-one-ai-security",
          "title": "Trend Micro TrendAI Vision One: docs.trendmicro.com/en-us/documentation/article/trend-visio",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "deployment",
            "self_host"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "upwind",
      "name": "Upwind",
      "url": "https://www.upwind.io/",
      "summary": "Upwind is a runtime-first cloud security platform that adds AI-SPM, an AI-BOM, MCP security and AI security testing for AI workloads.",
      "tags": [
        "agent-security",
        "red-teaming",
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "AI-SPM flags exposed model endpoints, unversioned models, permissive IAM roles and exposed keys; the AI-BOM inventories libraries, frameworks, model registries and cloud AI services.",
        "agent_security": true,
        "agent_security_detail": "MCP Security traces agent prompts, decision chains, tool calls, file changes and downstream API calls end to end.",
        "red_teaming": true,
        "red_teaming_detail": "AI security testing runs prompt-injection and jailbreak tests and checks unsafe tool bindings.",
        "data_controls": true,
        "data_controls_detail": "Detects sensitive data in prompts and inference payloads in real time.",
        "integrations": "OpenAI, Amazon Bedrock, Azure OpenAI, Google Vertex AI; AWS, Azure and Google Cloud",
        "frameworks_covered": "OWASP Top 10 for LLM Applications",
        "funding_round_usd_m": 400,
        "funding": "$400M Series C led by Bessemer Venture Partners, October 2026; more than $800M raised in total.",
        "guardrails": null,
        "guardrails_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.upwind.io/feed/introducing-upwinds-unified-ai-protection-built-for-modern-cloud-environments",
          "title": "Upwind: unified AI protection",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "red_teaming",
            "red_teaming_detail",
            "data_controls",
            "data_controls_detail",
            "integrations",
            "frameworks_covered"
          ]
        },
        {
          "url": "https://helpnetsecurity.com/2026/10/28/upwind-400-million-series-c-funding",
          "title": "Help Net Security: Upwind raises $400M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "witnessai",
      "name": "WitnessAI",
      "url": "https://witness.ai/",
      "summary": "WitnessAI supplies enterprise AI security and governance for employee AI usage, models, applications, and agents.",
      "tags": [
        "guardrails",
        "agent-security",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Inventories AI applications, agents, and MCP servers.",
        "agent_security": true,
        "agent_security_detail": "Enforces approved MCP server and tool access across agents and IDEs.",
        "guardrails": true,
        "guardrails_detail": "Blocks jailbreaks and prompt injection at runtime.",
        "red_teaming": true,
        "red_teaming_detail": "Automates predeployment AI red teaming.",
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null,
        "funding_round_usd_m": 58,
        "funding": "$58M round led by Sound Ventures, January 2026; more than $85M raised in total."
      },
      "sources": [
        {
          "url": "https://witness.ai/",
          "title": "WitnessAI: witness.ai",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "agent_security",
            "agent_security_detail",
            "guardrails",
            "guardrails_detail",
            "red_teaming",
            "red_teaming_detail"
          ]
        },
        {
          "url": "https://www.securityweek.com/witnessai-raises-58-million-for-ai-security-platform/",
          "title": "SecurityWeek: WitnessAI raises $58M",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "wiz",
      "name": "Wiz",
      "url": "https://www.wiz.io/",
      "summary": "Wiz secures cloud AI applications with asset discovery, posture checks, sensitive training-data protection, and runtime threat detection.",
      "tags": [
        "guardrails",
        "ai-spm",
        "data-controls"
      ],
      "fields": {
        "ai_spm": true,
        "ai_spm_detail": "Builds an agentless AI-BOM and detects AI service misconfigurations and attack paths.",
        "guardrails": true,
        "guardrails_detail": "Detects prompt injection, rogue agents, and malicious AI behavior at runtime.",
        "data_controls": true,
        "data_controls_detail": "DSPM capabilities identify sensitive training data and exposure paths.",
        "integrations": "Detects AWS SageMaker, OpenAI, and TensorFlow Hub technologies.",
        "ownership": "Google closed its acquisition of Wiz on March 11, 2026. Wiz keeps its brand.",
        "acquisition": "Owned by a larger company",
        "agent_security": null,
        "agent_security_detail": null,
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null
      },
      "sources": [
        {
          "url": "https://www.wiz.io/solutions/ai-spm",
          "title": "Wiz: wiz.io/solutions/ai-spm",
          "accessed": "2026-11-11",
          "fields": [
            "ai_spm",
            "ai_spm_detail",
            "guardrails",
            "guardrails_detail",
            "data_controls",
            "data_controls_detail",
            "integrations"
          ]
        },
        {
          "url": "https://cloud.google.com/blog/products/identity-security/google-completes-acquisition-of-wiz",
          "title": "Wiz: cloud.google.com/blog/products/identity-security/google-",
          "accessed": "2026-11-11",
          "fields": []
        },
        {
          "url": "https://www.securityweek.com/wiz-joins-google-cloud-as-landmark-acquisition-closes/",
          "title": "SecurityWeek: Wiz joins Google Cloud as acquisition closes",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "zenity",
      "name": "Zenity",
      "url": "https://zenity.io/",
      "summary": "Zenity secures and governs enterprise AI agents across SaaS platforms, custom agent builds and endpoints, from inventory to runtime blocking.",
      "hq": "IL",
      "tags": [
        "guardrails",
        "agent-security",
        "ai-spm"
      ],
      "fields": {
        "agent_security": true,
        "agent_security_detail": "Governs every agent-to-MCP connection at the tool level and evaluates each agent action against policy.",
        "guardrails": true,
        "guardrails_detail": "AI detection and response blocks unsafe agent actions in real time or shuts the agent down.",
        "ai_spm": true,
        "ai_spm_detail": "Keeps a live inventory of agents across SaaS, custom and endpoint deployments and checks their configuration and permissions.",
        "integrations": "Microsoft Copilot Studio, Salesforce Agentforce, AWS Bedrock, Google Vertex AI, Okta, Microsoft Entra",
        "frameworks_covered": "OWASP, MITRE ATLAS",
        "funding_round_usd_m": 125,
        "funding": "$125M Series C led by Norwest, August 2026; $180M raised in total.",
        "red_teaming": null,
        "red_teaming_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://zenity.io/platform",
          "title": "Zenity platform",
          "accessed": "2026-11-11",
          "fields": [
            "agent_security",
            "agent_security_detail",
            "guardrails",
            "guardrails_detail",
            "ai_spm",
            "ai_spm_detail",
            "integrations"
          ]
        },
        {
          "url": "https://zenity.io/",
          "title": "Zenity: zenity.io",
          "accessed": "2026-11-11",
          "fields": [
            "frameworks_covered"
          ]
        },
        {
          "url": "https://www.securityweek.com/zenity-raises-125-million-in-series-c-funding/",
          "title": "SecurityWeek: Zenity raises $125M Series C",
          "accessed": "2026-11-11",
          "fields": [
            "funding_round_usd_m",
            "funding"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    },
    {
      "id": "zscaler-ai-security",
      "name": "Zscaler AI Security",
      "url": "https://www.zscaler.com/",
      "summary": "Zscaler's AI security offering combines asset discovery, automated red teaming, runtime guardrails, and governance across enterprise AI workflows.",
      "tags": [
        "guardrails",
        "red-teaming",
        "ai-spm"
      ],
      "fields": {
        "ownership": "Acquired SPLX, announced as completed on November 3, 2025.",
        "acquisition": "Bought an AI security company",
        "ai_spm": true,
        "ai_spm_detail": "Discovers models, workflows, code repositories, RAG systems, and MCP servers.",
        "red_teaming": true,
        "red_teaming_detail": "Automated testing with more than 5,000 attack simulations.",
        "guardrails": true,
        "guardrails_detail": "Runtime guardrails and prompt hardening protect data and block malicious interactions.",
        "attack_scenarios_min": 5000,
        "agent_security": null,
        "agent_security_detail": null,
        "model_security": null,
        "model_security_detail": null,
        "data_controls": null,
        "data_controls_detail": null
      },
      "sources": [
        {
          "url": "https://www.zscaler.com/press/zscaler-secures-enterprise-ai-lifecycle-acquisition-innovative-ai-security-pioneer-splx",
          "title": "Zscaler AI Security: zscaler.com/es/press/zscaler-secures-enterprise-ai-",
          "accessed": "2026-11-11",
          "fields": [
            "ownership",
            "acquisition",
            "ai_spm",
            "ai_spm_detail",
            "red_teaming",
            "red_teaming_detail",
            "guardrails",
            "guardrails_detail",
            "attack_scenarios_min"
          ]
        }
      ],
      "verifiedAt": "2026-11-11"
    }
  ]
}
