One platform to unify systems, automations, and agents

Navigate the Tray AI Orchestration Platform through agent development, intelligent iPaaS, and enterprise core.

Agent development

  • Merlin Agent Builder

    Design, test, and launch agents with a no-code builder for IT and business teams.

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  • Reasoning and actions

    Agents decide what to do and act in your everyday tools.

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  • Memory and knowledge

    Give agents memory grounded in your data so answers stay accurate.

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  • Scope and guardrails

    Define scope and guardrails so agents stay compliant and safe.

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  • Management and interoperability

    Connect and manage agents across systems with open standards MCP and A2A.

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  • Agent Hub

    Reusable components to assemble and customize agents faster.

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Intelligent iPaaS

  • Process automation

    Automate processes with triggers, schedules, and workflows in Tray AI Palette for faster no-code builds.

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  • Data integration

    Move and transform data from databases, documents, and vectors to keep agents and apps accurate.

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  • API management

    Publish and secure APIs with policies and an AI gateway so teams safely share services across systems.

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  • Runtime control

    Operate automations and integrations reliably with monitoring, error handling, and safeguards.



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  • Connectivity

    Connect 700+ apps with pre-built, on-prem, and universal connectors without custom development.

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  • Embedded integrations

    Embed integrations in your product so customers connect systems without leaving your app.

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Enterprise core

  • Unified development

    One workspace for building, debugging, and managing agents, integrations, and automations.

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  • Governance and control

    Control access and policies with RBAC and versioning for security and compliance.

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  • Observability

    Stream logs and monitor activity to see which agents and integrations run and who triggered them.

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  • Elastic execution

    Scale agents, data, and integrations with elastic execution that adapts to demand.

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  • Data security

    Protect sensitive data with encryption, tokenization, redaction, and AI policy controls.

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  • Trust

    Maintain reliability with continuous monitoring, SOC 1 and SOC 2 Type 2 audits, and GDPR compliance.

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See how the Tray AI Orchestration Platform works.