Enterprise AI agents that work inside your guardrails
Agents you can actually put in production.
Most AI agents die in the demo. MavenThink agents ship with the operational spine production demands: versioned configurations, evaluation harnesses, scoped tool access through MCP, and complete audit trails — so the agent that impressed your team is the same one your compliance officer approves.
Capabilities
Versioned agent registry
Every agent is a governed artifact with versions, publish gates, and rollback — not a prompt pasted into a chat window.
Evaluation before deployment
Run agents against scenario suites and score outputs before they ever touch a customer or a contract.
Scoped tool access
Agents call tools through registered MCP servers with explicit permissions — no open-ended API keys floating in prompts.
Conversation-grade observability
Every run, tool call, and token is traced. When an agent misbehaves, you replay exactly what happened.
How it works
Define
Configure the model, system prompt, tools, and knowledge sources in the agent registry.
Evaluate
Test against curated scenarios; publish only when scores clear your bar.
Operate
Deploy to chat, workflows, or APIs with RBAC, quotas, and live telemetry.