AutomationMarch 22, 2026
Zapier and n8n made it easy to connect one app to another. That's automation. But connecting apps isn't thinking — it's plumbing.
Agentic workflows are the next step: automations that can read context, make a judgement, pick a tool, and try again if the first attempt fails. They don't replace your team; they replace the ten-minute "can you copy this into Salesforce" ask that interrupts the team twenty times a day.
1. What makes a workflow "agentic"
A classic workflow runs a fixed script: if new email → parse → create ticket. An agentic workflow gets the email, decides whether it's a ticket, a lead, a complaint, or spam, picks the right destination, enriches it with context from other systems, and writes a one-line summary for the human who'll see it. It fails gracefully when information is missing, rather than breaking.
2. Where we deploy them first
- Inbox triage — categorise, prioritise, draft responses for review.
- Lead routing — score, enrich, assign to the right rep with a context packet.
- Support ticket triage — classify severity, pre-tag, link related tickets.
- Finance reconciliation — match invoices to POs, flag discrepancies.
- Document processing — extract fields from contracts, invoices, forms.
3. The boring infrastructure matters most
The model is the smallest part of the stack. What makes agentic workflows work in production is observability (you need to see what the agent did and why), retry logic (models fail, APIs fail, plan for it), and human-in-the-loop approval for anything irreversible. Skipping those is how you get a rogue agent emailing 3,000 customers at 4am.
Automation saves time. Agentic workflows save the judgement calls that used to require your best person.
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