Agent operations platform

The control plane for production AI agents

Version prompts, connect tools via MCP, run evaluations, and promote agents across environments — all in one operational workspace.

14-day free trial · Team workspaces · Multi-environment deployments

platform / dashboard
MASAIC workspace dashboard with analytics, token consumption, and operational metrics
How it works

From configuration to production in three steps

Configure

Connect models, MCP servers, knowledge sources, and skills into versioned agent configurations.

Evaluate

Review captured conversations, inspect traces, run automated tests, and validate prompt changes before release.

Deploy

Promote validated versions across dev, staging, and production with full dependency visibility.

Platform

Everything you need to ship agentic systems

Four connected capabilities that take teams from first agent to governed production operations.

Build

Design agent capabilities with the same rigor you apply to application code.

  • Version agents, prompts, and skills independently
  • Connect MCP servers and map tools to skills
  • Reuse capabilities across teams and environments
platform / agents
Agent management UI showing registered agents and versions

Validate

Understand what agents did in production, score quality, and catch regressions before customers do.

  • Inspect real conversations with transcripts and runtime traces
  • Annotate outcomes and run automatic conversation analysis
  • Test prompts in the playground and run AI-native test suites
platform / conversations / review
Conversation review UI with transcript, operational timeline, and trace context

Operate

Run agents in production with clear release paths and operational visibility.

  • Environment-based deployment promotion board
  • Workflow and automation observability
  • Centralized RAG knowledge management
platform / deployments
Deployments board showing agent versions by environment

Assist

Keep operational guidance and agent chat beside the work — not in a separate tool.

  • Workspace-aware chat sidebar on every route
  • Agent playground for runtime validation
  • Compare versions and channels before release
platform / chat sidebar
MASAIC workspace chat sidebar open beside the agent playground
Explore

Dive into every capability

Browse the full platform surface area by capability area.

Agent Management

One platform for all your AI agents

Manage the full lifecycle of every agent in your ecosystem, from creation and versioning to monitoring and multi-tenant deployment.

  • Register and version agents across any language or framework
  • Control visibility per environment for public and internal agents
  • Filter by category and monitor deployment status
  • Route between specialized agents with NLU-based handoffs
platform / agents
Agent management UI showing a list of agents
Why MASAIC

Scale from prototype to production without losing control

MASAIC is the operational layer for agentic systems — where design, tooling, evaluation, and release management stay connected as you scale from one agent to many.

A2A

Agent-to-Agent Protocol

Google's standard protocol for seamless communication between AI agents

MCP

Model Context Protocol

A universal protocol for connecting AI models with tools and data sources

AG-UI

Agent UI Protocol

A CopilotKit-based protocol for interactive AI chat experiences

Architecture

From single agent to multi-agent systems

Start with a single specialized agent. As your needs grow, MASAIC lets you evolve to a hierarchical multi-agent topology with intelligent NLU-based routing without re-architecting your system.

Single-Agent System

One agent, many tools

One agent handles incoming queries and uses tools and MCP servers to accomplish different tasks autonomously.

User Query
customer-service-agent
FAQ Tool
Order API
MCP Server

Multi-Agent System

Agent Runtime plus specialized agents

MASAIC Agent Runtime selects the right agent, tools, and skills per request and orchestrates execution through explicit state transitions for more observable, deterministic operations.

User Query
MASAIC Agent Runtime
FAQ Agent
Billing Agent
Sales Agent
Enterprise ready

Designed for production operations

Built for teams that need governance, isolation, and traceability as agent systems scale.

Multi-tenant workspaces

Separate team workspaces with role-based access and tenant isolation.

Multi-environment releases

Promote agent versions across isolated environments with dependency tracking.

Operational observability

Audit prompt changes, workflow runs, and deployment history from one workspace.

Open protocol support

Connect tools and agents through MCP, A2A, and AG-UI standards.

Get started today

Ship your first agent with confidence

Create your workspace, connect your first MCP server, and promote an agent version in minutes.