> For clean Markdown of any page, append .md to the page URL. > For a complete documentation index, see https://docs.moveworks.com/agent-studio/core-concepts/ambient-agents/llms.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.moveworks.com/_mcp/server. # Ambient Agents Ambient agents monitor enterprise systems continuously, detecting events or changes to initiate workflows automatically. > **Info** > > In Agent Studio, you create an ambient agent by setting a plugin's **Trigger Type** to **System** (either Webhook or Schedule). The term "ambient agent" describes the pattern — the UI uses "System trigger" for the configuration. # Ambient Agent Architecture Ambient agents follow the **Listen → Understand → Act** cycle. ```mermaid flowchart LR A[Listen
Detect signals
via triggers] --> B[Understand
Interpret with LLMs & context] B --> C[Act
Execute via APIs, scripts, & approvals] style A fill:#e1f5fe style B fill:#f0f4c3 style C fill:#ffebee ``` ## Listen Monitor systems for events, data changes, or schedules using [System Triggers](/agent-studio/system-triggers). Examples include new tickets, inactive licenses, or supply chain alerts. ## Understand and Act Events are fed into a [Compound Action](/agent-studio/actions/compound-actions#/) in both phases: * **Understand**: Analyze the event with an LLM to interpret context and assess impact. * **Act**: Execute [Actions](/agent-studio/actions/compound-actions/action), including API calls, scripts, or approvals. ### Sending Notifications To send messages or interactive notifications with action buttons to users, use the [`notify` compound action expression](/agent-studio/actions/compound-actions/notify). The `notify` expression supports: * Rich text messages with dynamic data via `RENDER()` * **Action buttons** with three types: `content_action` (inline message), `system_action` (triggers an action), and `conversation_action` (starts a conversational process) * Targeting specific users via `recipient_id` See [Quickstart #5: Notification Ambient Agent](/agent-studio/quickstart-guide/webhook-triggers-quickstart-guide) and [Quickstart #7: Scheduled Trigger Ambient Agent](/agent-studio/quickstart-guide/quickstart-7-scheduled-trigger-ambient-agent) for complete examples. # How Ambient Agents Work System triggers handle the **Listen** phase and feed events into a Compound Action to **Understand** and **Act**. They use LLMs for reasoning, APIs for integration, and logs for observability. ![](https://files.readme.io/8951c39868f93265d7a62e2ae877ee98be7b3407ed74f5fc38fecdf4070b9432-CleanShot_2025-09-28_at_21.09.142x.png) \ # Example Use Cases Ambient agents enable powerful automations across various business functions. Here are some real-world examples: * **SaaS License Reclamation**: An ambient IT agent that scans weekly for inactive SaaS licenses, confirms inactivity with the user, reclaims the unused licenses, and saves real dollars every week. * **Support Ticket Auto-Triage**: An ambient customer support agent that triages new high-priority Jira tickets, attempts to reproduce issues using internal tools, looks for related open tickets, and summarizes its findings, all before a human support agent even opens the ticket. * **Supply-Chain Disruption Response**: An ambient supply chain agent that detects potential disruptions, diagnoses the root cause, and then recommends and executes adjustments once approved. You can brush up on best practices for [Ambient AI agents in our cookbooks](/agent-studio/cookbooks/ambient-agents-cookbook#/). # Get started 1. Review the **[System Triggers Overview](/agent-studio/system-triggers#/)** 2. Build with **Webhook Triggers** via the [Quickstart](/agent-studio/system-triggers/webhook-triggers#/) 3. Debug and iterate using [Logs & Troubleshooting](/agent-studio/system-triggers/webhook-logs-troubleshooting-guide#/). ## Docs - [Connecting Ambient Agents to Conversational Agents](https://docs.moveworks.com/agent-studio/core-concepts/ambient-agents/connecting-ambient-agents-to-conversational-agents.md) - [Ambient Agent FAQs ](https://docs.moveworks.com/agent-studio/core-concepts/ambient-agents/ambient-agent-faqs.md)