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AI Complaint and Escalation Agent Development
Complaints owned, deadlines watched
An agent that makes sure a complaint is treated as one.
An agent that makes sure a complaint is treated as one. It recognises a complaint wherever it arrives, writes a fair summary in the customer's own terms, assigns the owner your rules name and follows the deadline until someone resolves it.
Complaints do not arrive labelled. They come as a sharp sentence at the end of a delivery question, a second email in capitals, a review. They are closed as ordinary tickets, or passed between teams with each handover losing a detail. The customer's real grievance is often not the fault itself, but having to explain it four times and hearing nothing back.
Parts of this workflow run today in our demonstrations on test data. Handover with a written summary, routed to a queue by reason, runs today in all our conversation demonstrations on test data. Complaint recognition, ownership tracking and deadline follow-up are not built. The rest of what this page describes is a proposal that we build with you.
One Case, Start to Finish
An example of one case, in 6 steps. The same steps play in the picture at the top of this page.
Complaint recognised
A customer's third message about a late repair says they want to make a formal complaint.
Summary written
The agent writes what happened in order, quoting the customer's request for a refund of the call-out fee.
Owner assigned
Your rules send repair complaints to the service manager, by name.
Customer told
The customer receives a reference, the owner's name and the date they will hear back.
Deadline watched
Two days before the date, the owner is reminded. Had it passed, their manager would be told.
Closed with a cause
The owner resolves it and records the cause, which joins the monthly pattern report.
Six jobs it carries through
Complaint recognition
Notices a complaint in any conversation.
- Reads messages, emails and call transcripts
- Uses your definition of a complaint
- Marks severity by your criteria
- Flags repeat contact about one issue
Fair summary
Writes the complaint down once, properly.
- What happened, in order
- What the customer asked for
- What was already tried
- The customer's words quoted, not paraphrased
Ownership
Gives the complaint one owner.
- Assigns by your routing rules
- Names a person, not a team inbox
- Records each reassignment
- Shows who has it at any moment
Deadline tracking
Follows the dates you committed to.
- Acknowledgement and resolution deadlines
- Reminders before each one
- Escalation when one is missed
- Regulatory deadlines where they apply
Customer updates
Keeps the customer informed.
- Acknowledges with a reference
- Says who owns it and by when
- Sends your approved updates
- Never promises an outcome
Closure and causes
Closes the loop.
- Records the resolution and the reason
- Checks the customer was told
- Groups complaints by cause
- Reports causes that keep recurring
How the Work Is Done Today
Complaints closed as questions
A ticket is answered and closed while the customer is still angry.
Passed around
Three teams each forward it, and the story shortens each time.
No owner
Everyone has seen it, and nobody is responsible for it.
Deadlines missed quietly
The promised reply date passes with no one noticing.
Summaries that take sides
The internal note describes the customer as difficult before stating the facts.
Regulated complaints treated casually
A complaint with a legal deadline sits in a general inbox.
What We Need to Scope This
- The process as it runs today, in a few lines.
- The systems it touches, for example channels, ticketing, routing rules, deadlines.
- Rough monthly volume, and who approves what.
What It Reads and Writes
The systems named here are the kind this agent works with. Which ones it connects to in your case is settled in the scope.
Channels
- Messaging
- call transcripts
- web forms
Ticketing
- Your help desk or complaints system
Routing rules
- Who owns which kind of complaint
Deadlines
- Your service standards and any regulatory time limits
Customer records
- Orders, contracts and past complaints
Reporting
- Causes, volumes and deadline performance
A Complaint Is Owned by a Person, Not Answered by an Agent
The agent's role is that nothing is lost: every complaint is recognised, written down fairly, owned by a named person and followed to its deadline. It does not apologise on the business's behalf, offer compensation or decide who was right.
In regulated sectors, complaint handling has its own rules and time limits. Those are configured as your rules, and the agent's record shows each step and when it happened.
- Your definition of a complaint
- The customer's own words quoted
- One named owner
- Deadlines tracked and escalated
- Outcomes decided by people
- A dated record of every step
What Buyers Ask First
Does it reply to the complaint itself?
It acknowledges the complaint, gives the reference, the owner and the date, and sends the updates you approved. The substantive reply, the apology and any compensation come from the person who owns the complaint.
How is this different from the customer support resolution agent?
The support agent tries to resolve a request. A complaint is different: the customer is saying something went wrong with the service itself. This agent does not try to resolve it. It makes sure a named person does, on time, with the full story in front of them.
Can it handle complaints with legal deadlines?
It can track them, with your deadlines configured as rules and escalation when one is at risk. What the regulation requires, and what your responses must contain, is for your compliance team to define. The agent gives them the dated record.
What exists today?
Some of it. Handover with a written summary, routed to a queue by reason, runs today in all our conversation demonstrations on test data. Complaint recognition, ownership tracking and deadline follow-up are not built. The remaining steps on this page are a proposed workflow. We would build them with you and prove each one on test data before it touches a live system.
Find Last Quarter's Complaints
Including the ones that were never labelled as complaints. We will show how many there were, how long each waited and where the story was lost.