Composable Agents

Business Impact

Complex workflows require coordinating multiple systems: when a sales deal closes, update CRM, generate contract, provision accounts, notify finance, create support tickets, update forecasts. Currently, humans orchestrate these steps manually or developers build custom integrations for every workflow.

Composable agents automate multi-step workflows by coordinating specialized AI capabilities. One trigger sets off a chain: lead qualifies → generate proposal → schedule demo → update pipeline → notify team. What used to require a person managing multiple tools now happens automatically end-to-end.

Common Applications

Customer Onboarding: Coordinate document collection, verification, account setup, system provisioning, and welcome communications automatically. New customer signs up, and everything from KYC verification to account activation to onboarding emails happens without manual handoffs.

Order-to-Cash Workflows: Automate from order placement through fulfillment, invoicing, payment processing, and accounting updates. One system detects payment, another updates inventory, another triggers shipping, another closes the accounting period—all coordinated automatically.

Incident Response: Detect issues, gather diagnostics, attempt automated remediation, escalate if needed, notify stakeholders, create tickets, and track resolution—all orchestrated based on incident type and severity without manual coordination.

Content Production: Coordinate research, drafting, image generation, editing, compliance review, and publication across multiple systems. A request for marketing content triggers automated research, content generation, design, legal review, and publishing to appropriate channels.

How It Works

Composable agents are specialized AI components that each handle one capability well: one reads documents, another writes content, another calls APIs, another makes decisions. A coordination layer chains these together based on workflow logic.

When a workflow triggers, the coordinator analyzes what needs to happen, calls appropriate agents in sequence, passes outputs from one agent as inputs to the next, and handles errors or edge cases. If document verification fails, the workflow branches to request additional information rather than proceeding with incomplete data.

We implement composable agents with clear component boundaries and robust error handling. Each agent does one thing reliably; the coordinator handles the complexity of sequencing, branching, and exception management. Start with simple workflows and compose more complex ones as components prove reliable.