Tool overview
Operant AI is listed under AI Governance Safety & Evaluation AI tools.
What is Operant AI?
Operant AI protects enterprise AI across employee endpoints, production agents, MCP servers, and model traffic. Its platform combines discovery, runtime monitoring, identity and access controls, inline blocking, data protection, an MCP gateway, and an AI-aware LLM gateway.
Best for
Enterprises securing endpoints, agents, MCP, and AI applications together
Who is it for?
Decision note
Accepted for editorial review with a 90/100 candidate score.
Key features
Endpoint AI and shadow-MCP discovery
Agent runtime monitoring and action controls
Central MCP registry, inspection, and authorization
LLM gateway with firewall, routing, and data protection
Use cases
Govern coding and coworking agents
Protect cloud and SaaS agents at runtime
Secure MCP tools and traffic
Inspect and route model requests safely
Pros
- Covers multiple enterprise AI surfaces
- Supports blocking and automated redaction
- Offers VPC, on-premises, and air-gapped options
Limitations
Operant reduces runtime risk but does not replace secure development, identity design, endpoint management, incident response, or model testing. Teams must validate policy behavior, protected data types, application compatibility, and failure modes before blocking production traffic.
Pricing details
Billing options
Pricing note
Operant offers Pro, Scale, and Enterprise plans with custom quotes based on endpoints, production agents, MCP and AI-application scope. A free seven-day sandbox trial is published. Monthly plans are available, with annual, volume, and multi-year discounts.
Supported languages
- English
Integrations
AWS
Azure
Okta
SIEM and SOAR
IdP and MDM systems
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