WitnessAI is an enterprise platform for governing and securing AI use across employees, models, applications, and agents. It discovers AI applications, agents, and MCP servers, and can display prompts, responses, and agent activity in real time. Its catalog can detect more than 4,000 AI applications without an endpoint client. Organizations can route prompts based on risk, cost, or purpose and set policies by department, role, intent, or workforce type. The platform can redact sensitive data, create granular audit trails, and block prompt injection, jailbreaks, and harmful model outputs. It also governs agent access to MCP servers and tools, recording blocked calls with user, agent, tool, and rule details. WitnessAI describes single-tenant isolation, customer-controlled encryption, executive privacy modes, and multi-region deployment. It operates at the network level and says it requires no new SDKs, additional clients, or invasive instrumentation. Pricing is on request, with no published self-service tiers; the company invites organizations to book a personalized demo.
Who it is for
WitnessAI is aimed at enterprise employees, developers, applications, compliance teams, and AI FinOps. It may suit organizations seeking AI visibility, policy controls, and agent governance across their operations.
What is good
- Detects more than 4,000 AI applications without an endpoint client.
- Shows prompts, responses, and agent activity in real time.
- Can redact sensitive data and generate audit trails.
- Blocks prompt injection, jailbreaks, and harmful outputs.
- Offers single-tenant isolation and customer-controlled encryption.
What to know first
- Pricing is on request.
- No published self-service purchase tiers.
- Requires a demo request to explore the product.
Verdict
WitnessAI brings discovery, controls, data protection, and agent governance into an enterprise AI security platform. Organizations should request a demo and pricing details to assess it for their needs.
WitnessAI plans and pricing
All plansCompared on LLM security tools
- Prompt injection defense
- Yes
- PII redaction
- Yes
- Secrets detection
- Yes
- Output guardrails
- Yes
- Model-abuse detection
- Yes
- Deployment model
- cloud

