Agentic Workflows

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Mar 06, 2025

7 minutes read

Agentic workflows: How AI automates complex business processes

Learn what agentic workflows are, how they move work from request to outcome, and how enterprises can use them to automate complex processes with control, oversight, and security.

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_Updated: 16 June, 2026_

Enterprise work rarely happens inside a single tool.

For example, a support request may require account history, policy documents, CRM updates, approvals, and a handoff to a specialist. A finance exception may involve invoices, contracts, vendor records, and review from multiple teams.

Traditional automation can help businesses streamline many predefined tasks. But more complex workflows often depend on variable inputs, cross-system context, and next steps that cannot be fully mapped out in advance.

This is where agentic workflows are starting to reshape enterprise automation. Rather than focusing on fixed, isolated tasks, they use AI to enable a more flexible way of moving work through multi-step business processes, keeping humans in the loop where judgment, approval, or oversight is needed.

In this article, we’ll explain what agentic workflows are, how they move work from request to outcome, where they can be applied across the enterprise, and what enterprises should consider before adopting them.

##### What is an agentic workflow?

An agentic workflow is a multi-step business process that uses one or more AI agents to help move work toward a defined outcome. The process usually begins with a business request, system event, ticket, case, or other trigger — rather than simply an open-ended prompt to a standalone assistant. From there, the agent or agents interpret the input, draw on approved tools or data, determine the next appropriate step, and route the work forward.

For example, an IT access workflow might receive an employee request for a finance system, check the person’s role against internal policy, identify the access level they need, send the request to the appropriate human approver, and update the ticket in line with the approver’s decision.

###### Agentic workflows vs traditional automation

Traditional automation follows predefined logic. Teams set the rules, triggers, and actions upfront, and the system follows that configuration when the relevant criteria are met. This makes it well suited to predictable tasks such as sending a notification when a form is submitted, routing a request when it meets specific criteria, or updating a record when a status changes.

An agentic workflow can move work toward a defined outcome without following a fully predefined route. The agent or agents select among permitted next steps at runtime, based on the input, available context, and the results of earlier workflow steps.

##### How agentic workflows move work from request to outcome

Agentic workflows need an operating structure for moving a defined work item toward a completed outcome.

Here are the core structural components that help agents progress work from the initial trigger to resolution or completion.

###### Workflow goals and triggers

An agentic workflow is designed around a specific business outcome. For example, the goal of an invoice exception workflow might be to determine whether a flagged invoice should be approved, corrected, or escalated.

A predefined trigger condition activates a specific instance of the workflow. In this example, a trigger might be a purchase order mismatch, missing or invalid vendor information, or a price, quantity, or tax variance.

###### Task decomposition and step sequencing

Agentic workflows operate within a defined set of permitted actions, handoffs, and boundaries. So while the agent itself does not create the workflow from scratch, it can interpret an incoming work item and determine which permitted step should happen next.

That pattern can repeat as the workflow progresses: the agent interprets the current state, selects the next permitted step, and continues moving the work forward.

###### Tool, system, and data access

Agentic workflows can only move work forward when agents have controlled access to the enterprise resources they need. Depending on the workflow, an agent may need to search a knowledge base, check a supplier record in an ERP system, retrieve account details from a CRM, update a ticket in a service platform, or create a review request in an approval system.

This access should be scoped to the workflow. The agent should only be able to use the tools, systems, and data required to support the workflow’s permitted actions.

###### Context continuity across the workflow

As an agentic workflow progresses, each step needs access to the relevant context from earlier steps. This context is typically carried through the workflow state or case record, which may include the original request, current status, information already retrieved, and decisions already made.

This continuity helps the workflow move forward without treating each step as a separate interaction. The agent can use the current state of the work item to determine what still needs to happen, avoid repeating completed checks, and keep later actions aligned with the workflow’s intended outcome.

###### Review, approval, and escalation paths

Agentic workflows should include clear paths for cases that require human input. The agent may be able to gather information, prepare a recommendation, or move a routine item forward, but some steps may still need to be routed to a human to review the output, approve an action, or decide how to handle an exception.

For example, a workflow might escalate a case when the agent cannot determine the right next step, when required information is missing, or when the next action appears to fall outside the workflow’s allowed actions.

##### Agentic workflow examples across the enterprise

Agentic workflows are best suited to enterprise processes where the path from intake to action, review, or resolution can vary by case.

Here are some examples demonstrating how this can work across common business functions.

###### Customer service and support resolution

Agentic workflows are...