Start with a defined trigger
An agent requests a draft for a selected support ticket.
Customer support
Zendesk:
Zendesk:
the workflow in practice.
Case-aware reply preparation
FROM INPUT TO HANDOFFA clear job
Explore the architecture behind the pattern ↗
A clear job
for every step.
This is a proposed workflow pattern. We confirm data access, permissions, integration options and review ownership with your team before implementation.
Confirm roles, integration scopes and article visibility. Restricted internal notes must not appear in customer-facing text.
Assemble the right context
Load the permitted ticket history, relevant approved articles, customer context and service policies.
Perform the bounded task
Draft a response that addresses the latest question and acknowledges unresolved issues. Link internal evidence for the agent's review.
Review before taking action
The agent verifies facts, tone and any promised action. Refunds, account changes and exceptions require their existing approvals.
Deliver and record the result
Save the approved reply and follow-up task on the ticket, retaining its source context.
Build an improvement loop
around real work.
Measure factual corrections, edit time, inappropriate promises and repeat contact rate.
Keep the input, relevant context, review decision and final result connected. When a reviewer corrects something, use that evidence to improve the instructions or integration, then validate the change against representative cases.
CHOOSE THE RIGHT SUPPORTBuild it. Build with us.
Build it. Build with us.
Or have us manage it.
The workflow stays centered on your business. The engagement determines who learns, implements and operates it.
Your team owns the build.
Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.
Explore the $2,500 package ↗Work through it together.
Get everything in DIY, three months of workshops, weekly team sessions and direct implementation coaching.
Explore guided implementation ↗We manage the foundation.
Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.
Explore managed delivery ↗START WITH YOUR WORKWhere is your team
Where is your team
doing too much by hand?
Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.