Desired result
A defined, reviewable outcome
Route each request by intent and risk, provide grounded drafts for routine issues, preserve customer context, and give agents a clear queue of exceptions.
Business workflow
Manage Customer Support with AI Workflows
Help support teams respond consistently by combining ticket context with maintained knowledge, clear policy boundaries, and visible human escalation paths.
The problem
Where the workflow breaks today
Support queues contain repeated questions alongside billing disputes, access issues, complaints, and edge cases that cannot safely share one automated response path.
How the workflow works
Move from trigger to accountable handoff
Receive and classify
Identify intent, language, product area, urgency, account sensitivity, and existing conversation context.
Retrieve approved knowledge
Find applicable maintained guidance and stop when the answer is missing, conflicting, or out of date.
Draft or escalate
Prepare a response within policy or route the case with a useful summary and evidence.
Update and learn
Record the disposition, preserve ownership, and surface recurring knowledge gaps for human review.
Agents involved
Assign a specific role to each stage
Agent roles describe possible workflow responsibilities. Final configuration and availability depend on the selected implementation.
Ticket Triage Agent
Categorizes, prioritizes, and routes requests.
View details →Customer Support Agent
Drafts grounded responses from approved guidance.
View details →Support Knowledge Agent
Finds and organizes maintained support material.
View details →Integrations involved
Connect only the systems the outcome needs
Gmail
Email intake, thread context, and approved reply drafts.
View details →Slack
Internal escalation and specialist review.
View details →Shopify
Permission-scoped order and customer context for commerce support.
View details →Human approval points
Keep consequential decisions with people
Approval design should reflect the actual risk, audience, and permissions of this workflow.
✓Escalate refunds, credits, cancellations, security reports, threats, and policy exceptions.
✓Require identity verification through approved systems before account-sensitive guidance.
✓Let support leaders define which answer categories may be sent without review.
Example workflow
Delayed order question
The workflow identifies an order-status request, retrieves permitted fulfillment context, drafts an explanation, and escalates if the order is unusually late or the customer requests compensation.
Workflow boundary
An example, not a promise of availability
This illustrates how roles, integrations, and controls can be arranged. Connection support and final behavior must be confirmed during implementation.
Implementation considerations
Decisions to make before execution
✓Assign owners to knowledge articles and review dates.
✓Design explicit handoff rules for safety and vulnerable customers.
✓Limit customer-data access to what each request needs.
✓Monitor unresolved, reopened, and incorrectly routed cases.
Related workflows
Continue from an adjacent business outcome
FAQ
Questions to resolve when planning this workflow
Can an agent approve refunds?
Refund decisions should follow explicit policy and approval controls; high-impact or exceptional cases remain with authorized staff.
What if the knowledge base has conflicting answers?
The workflow should stop, show the conflict, and route the request to a human instead of choosing silently.
Discuss this workflow with our team.
Bring the outcome, current systems, approval needs, and exception paths you want to design.