How to resolve complaints at first contact with an AI agent

Many complaints can close in the first conversation if the agent recognises them as complaints, fixes what its bounds allow, and records them even when they close. It explains, corrects routine errors at depth 3 and applies small credits within limit. The customer decides whether the matter is resolved. Anything bigger, disputed or about the agent itself goes to a person.

What is first-contact complaint resolution, and who owns it?

A complaint is any expression of dissatisfaction, whether or not the customer uses the word. Resolving it at first contact means the customer leaves the first conversation satisfied, with no follow-up needed. That is good for them and cheap for you, but only if the resolution is real. A complaint closed because the customer gave up is a complaint you have hidden. The measure itself is defined in what is first-contact resolution.

The complaints manager owns the process, the remedies list and the recording rules. In regulated firms they also own how complaints are reported to the regulator. Support team leaders own the handover route. The wider support position is in the AI support agent that knows when to say no.

How does the agent resolve a complaint, step by step?

1. Agent, depth 1: recognises the complaint. Dissatisfaction about a product, service, decision or person, expressed in any words. It does not wait for "I want to complain". Evidence: the passage that triggered recognition.
2. Agent, depth 1: records it at once. A complaint record is opened before anything else happens, so it exists whatever the outcome.
3. Agent, depth 1: establishes the facts. What happened, according to your records, and what the customer says happened. The two are kept separate.
4. Agent, depth 1: checks whether it may handle it. Complaints about the agent itself, about a person, about a credit decision, or from a customer showing vulnerability go to a person at this point.
5. Agent, depth 2 or 3: offers a remedy from the approved list. An explanation and apology at depth 2 wording approved in advance; correcting a routine error, such as a wrong address on a letter, at depth 3; a small credit within the customer's limit at depth 3.
6. Agent, depth 1: asks whether the customer is satisfied. Plainly, once. It records the answer in the customer's words.
7. Agent, depth 3: closes as resolved, or hands over. If satisfied, it confirms in writing what was done and how to reopen. If not, it hands to the complaints team with a summary.
8. Person, complaints handler: takes every unresolved complaint. And reviews a sample of resolved ones.

What may the agent fix, and what stays with a person?

The remedies list should be short and specific. Explanations of how something works. Apologies in approved wording. Corrections to errors your own records prove, such as a duplicated charge already visible on the account, or contact preferences recorded wrongly; the second is covered in can an AI agent change a customer's contact preferences. Small goodwill credits within the customer's limit.

Everything else stays with a person: compensation beyond the limit, any decision that a customer was wrongly declined, anything involving a member of staff, and every complaint about the agent. The last one matters most. A complaint about the agent is evidence about the agent, and it should never be judged by the thing being complained about. The case is made in complaints about the agent are the most useful complaints.

Which controls matter, and what evidence do they leave?

Recording does not depend on outcome. Every recognised complaint is recorded, resolved or not. Evidence: complaint records opened before the remedy step.

The customer decides "resolved". Evidence: the customer's own words stored on the record.

No pressure. The agent asks once whether the customer is satisfied. It does not repeat the question in different words. Evidence: the transcript, sampled by the complaints manager.

Escalation route given. On closing, the customer is told how to reopen or take it further. Evidence: the confirmation text.

Duties in regulated markets. In the UK, the FCA's Consumer Duty expects firms to deliver good outcomes for retail customers, and complaint handling is one place those outcomes show. Other regulators set their own complaint-handling rules. Evidence: the complaint records and the sample reviews. This is an explanation of the rules, not legal advice; confirm how they apply to you with counsel.

What should you measure?

• Complaints resolved at first contact that reopen within a set window. The true test.
• Complaints recognised by the agent, against those staff later identify in the same conversations. Missed complaints are the worst failure.
• Handovers by reason.
• Customer satisfaction on resolved complaints, sampled.
• Root causes, fed into reporting on contact drivers, so the same complaint stops arriving.

Where does it usually go wrong?

The word "complaint" is the trigger. Customers who are unhappy but polite are never recorded. Train recognition on dissatisfaction, not vocabulary.

First-contact targets drive behaviour. The agent learns that asking "is that everything?" in a cheerful way gets a yes. Sample transcripts and look at reopen rates, not the headline number.

Facts are blurred. The agent's summary mixes what the records show with what the customer said. The complaints handler needs to see which is which.

Credits become the default remedy. A credit is easy to give and closes the conversation. Track credits per complaint type; a type that is always settled with money usually has a root cause someone should fix.

Where Pryme fits

In Pryme, opening the complaint record and applying a remedy are separate capabilities, and the first does not depend on the second. Complaints about the agent itself are routed to a person by its brief, so the agent never judges its own work. Every remedy verdict names the limit that allowed or held it.