{"best_for":["Enterprise companies","Mid-market companies","CISOs and security leaders","Compliance and GRC teams"],"citation":{"dataset":"aitoolsforbusiness-agent-tool-export","directory_tool_url":"https://aitoolsforbusiness.ai/witness","json_profile_url":"https://aitoolsforbusiness.ai/data/tools/witness.json","markdown_profile_url":"https://aitoolsforbusiness.ai/data/markdown/tools-md-048.json","schema_version":"1.4.0","suggested_citation_label":"AI Tools for Business: witness (https://aitoolsforbusiness.ai/witness)"},"features":["Network-Level Visibility: Identifies AI tool usage and agent activity across the network without needing endpoint clients or browser extensions.","Shadow AI Discovery: Scans the network against a catalog of AI applications to identify undocumented AI usage.","Runtime AI Defense: Is designed to block prompt injections and jailbreak attempts before they reach models and filter outputs before they reach users.","Intent-Based Classification: Uses ML models to analyze the context and intent of conversations rather than relying on keyword matching.","Intelligent Routing: Supports directing AI requests to specific models based on risk, cost, or purpose, such as routing sensitive queries to internal secure models.","Governance Logging: Generates audit trails and reports of AI interactions to help meet regulatory and compliance obligations.","Automated Red Teaming: Supports stress-testing AI models against multimodal exploits and attacks prior to production deployment."],"freshness_status":"fresh","name":"witness","pricing_note":"Pricing was not clearly available from the provided evidence. Buyers should confirm current pricing on the vendor website.","pricing_url":null,"primary_category":"Security","profile_last_verified":"2026-06-05T09:05:21.055Z","secondary_categories":[],"short_description":"WitnessAI provides network-level visibility and runtime defense to secure AI interactions across employees, models, applications, and agents.","slug":"witness","sponsorship_status":"none","url":"https://aitoolsforbusiness.ai/witness","use_cases":["Securing AI Coding Workflows: Monitoring AI coding assistants and agents to help prevent proprietary source code or secrets from leaving the network.","Enterprise AI Compliance: Using data masking and detailed logging to support industry-specific regulations like PCI DSS 4.0.1.","Managing AI Agent Governance: Tracking the activities of autonomous agents and the external tools or MCP servers they connect to.","Protecting Customer-Facing AI: Applying content guardrails to help keep chatbot responses on-brand and reduce the risk of harmful content."],"website_url":"https://witness.ai/"}