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Glossary

Merlin Agent Builder

Tray.ai's no-code / low-code platform for building AI agents that reason, act, and learn — with guardrails and audit baked in.

What Merlin Agent Builder does

Merlin is the product you use to compose AI agents. The builder is visual: drop in knowledge sources, choose tools, configure reasoning patterns, add guardrails. You can reach for code anywhere you want finer control.

The output is a production-ready agent — deployed into Slack, Teams, the web, or as an API — that can take real actions in your systems.

What makes it different

Most agent-builder platforms are really chatbot-builders. They retrieve information and respond in text. Merlin was designed for action-first agents.

  • Action-first — agents connect directly to 700+ connectors as governed tools. They don’t just answer questions; they reset passwords, refund orders, provision accounts, update tickets.
  • Composable agent hub — sub-agents, smart data sources, tool libraries as reusable building blocks. Life360’s composable agent story is the flagship example — new agents take weeks, not months, because each reuses components the prior ones built.
  • Guardrails + audit everywhere — every tool call logged, every action traceable, per-user RBAC on sensitive operations. The enterprise governance Merlin inherits from the platform.
  • Multi-channel — same agent, multiple surfaces (Slack, Teams, web, API).

Where it lives in Tray.ai

Merlin is a pillar of the Tray.ai platform, alongside Agent Gateway, Intelligent iPaaS, Data Engineering, and Governance & Trust.

The full product page: /platform/merlin-agent-builder.

See it in production

  • Apollo — IT Agent deflecting 40% of tickets in two weeks, 4.95/5 CSAT.
  • Life360 — multi-agent orchestration across 88M monthly active users.
  • Wavo — 30+ AI-powered processes in under 12 months.

See how Merlin Agent Builder works at Tray.ai

A tailored demo against your real systems.