Agentic Workflows Explained
Why simple automation isn't enough anymore, and what to do about it.
What Is an Agentic Workflow?
Most automation tools (Zapier, Make, Power Automate) follow a fixed script: if this happens, do that. They're reliable for straightforward, predictable tasks. But the moment the process requires any judgment, they break down.
An agentic workflow is different. Instead of following a predetermined path, an agent reasons through a situation. It observes what's in front of it, decides what action to take next, executes that action using whatever tools are available, and then looks at the result before deciding what to do next. It can handle branching, failure, ambiguity, and situations the original designer didn't anticipate.
The difference in plain terms
Simple automation
New deal created in CRM → send welcome email. Every time, without exception, with no ability to adapt.
Agentic automation
New deal created → read the account history → check if there's an existing relationship → draft a personalised outreach based on what it finds → flag it for human review if the deal is over a threshold → send when approved.
How It Works
Every agentic workflow runs a loop. At each step, the agent has a goal, a set of tools it can use, and context about what's happened so far. It decides what to do, does it, checks the result, and continues until the job is done or it determines it needs human input.
Observe
Reads context from databases, emails, documents, and APIs to understand the current state
Plan
Decides what action to take next given the goal and what it knows
Act
Executes using tools: queries a system, writes a document, sends a notification, calls an API
Review
Checks the result and decides if the job is done, or what to do next
Human-in-the-loop gates can be inserted at any point in the loop, for approvals, exceptions, or any decision that requires human judgement. The agent handles the legwork; the human handles the judgment calls that matter.
Why Your Operation Needs It
If your team is spending hours per week on work that follows a recognisable pattern, even a complex one, that's an automation target. The question isn't whether it can be automated. It's whether the right tool exists to handle the complexity.
Lead qualification
An agent reads a new inbound lead, cross-references your CRM and LinkedIn, scores it against your ICP criteria, drafts a personalised first-touch message, and routes it to the right rep. Seconds, not hours.
Invoice and document processing
An agent reads an invoice, validates the line items against the relevant purchase order, flags any anomalies with a plain-English explanation, and routes the result for sign-off; or processes it automatically if everything checks out.
Client onboarding
An agent collects data from intake forms, generates a draft onboarding brief, pre-fills your internal systems, and schedules the first touchpoint, so your team starts the relationship with everything they need, not a blank screen.
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