The meteoric rise of ChatGPT isnโt just a fluke. ChatGPT for customer support professionals has lots of potential, whether you work directly with customers or lead an awesome support team.
As someone who does both, Iโve found ChatGPT to be really useful as a tool that can:
- Help me structure emails, help articles, bug reports, etc.
- Help me with an outline or an initial draft when Iโm blocked and having trouble getting started.
- Help me train my human customer service agents by giving them ChatGPT-generated ticket responses and letting them correct tone, style, grammar, errors, and teaching them to improve customer support responses for our customers.
With so many applications for ChatGPT in customer service, particularly in the domain of drafting customer communications or using ChatGPT to create knowledge base documentation, we wanted to see how it would handle some of the scenarios we see most frequently in our daily work.
How ChatGPT for Customer Service Works in Most Common Scenarios?
1. Requesting a refund
ChatGPT Prompt for customer support: A user is asking for a full refund for a yearly subscription to a software product, but he’s already a few months into his subscription. Write a message informing the user that we can offer a pro-rated refund instead and cancel his subscription if he’d like.

My take: This is actually pretty good!
I like that it offers a fairly neutral empathy statement (โwe understand circumstances changeโ) and that it gives a straightforward explanation for why our hypothetical company canโt offer a full refund. I also like that it solicits customer feedback on why the user is canceling.
Given that I didnโt provide any instructions regarding tone, Iโm impressed that itโs fairly informal in tone and not too stuffy about policy terms.
Iโd adjust this just to sound more like me and change the complimentary close to something less business-formal.
2. ChatGPT for customer service scenario: requesting a return
ChatGPT Prompt: A customer purchased shoes and doesn’t like them, but they’re outside the return window according to our policies. Write a message denying a return or a refund while expressing empathy for their situation.

My take: My first impression is that the message is too long. The language is also a little stilted.
Although we want to express regret that weโre not able to accept the return of a used item outside the return window, we donโt want to ask forgiveness for something that weโre not responsible for.
Also, as a support professional, I tend to frame my responses as positively as possible, so Iโd focus more on what can be done, like offering a discount or credit and providing help to find a better fit in the future, rather than on the negative of denying the return.
Out of curiosity, I gave it the same prompt again, except this time, I asked ChatGPT to write it in an informal, friendly tone:

Overall, I prefer the tone of the first response over this one.
For starters, the tone of the introductory paragraph in this second response is off in that itโs more flippant than empathetic. If I were the customer, Iโd think the company didnโt care that I was unhappy with the product I spent money on.
I also prefer the more firm billing policy explanation of the first response, and Iโd take out the bit about wishing I could bend the rules โ itโs unnecessary and has the potential to invite arguments from the customer when there really isnโt any leeway to be had.
3. Requesting a discount
Prompt: A customer is asking for a discount on his software plan, but we don’t have any promotions running right now. Write a message explaining this and that he should keep an eye out for the next sale.

My take: This is a solid email. It lets the customer know when another sale might happen, where to look out for it, and organically promotes the newsletter.
A recurring theme in ChatGPTโs responses seems to be that it defaults to longer messages and over-explaining decisions, but that can be a good thing when youโre editing down to include only the most important information.
In this case, Iโd probably eliminate the fourth paragraph entirely, and Iโd edit it to be less wordy in general and match my writing style.
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4. Feature request not on the roadmap
Prompt: A big customer complaints and is asking for a new feature in our software and is threatening to cancel their subscription with us if we don’t implement it, but it’s not on our roadmap, and our product team doesn’t want to prioritize it. Write a message explaining why we can’t implement the feature while trying to salvage the relationship.


My take: There are some great elements in this response, although, again, I find the language a little too ingratiating and formal.
I always like to thank users for their feedback, even when I know we can’t take action on it right away.
In my view, the invitation to continue the conversation with the user is a good point. The idea is to see if we could discover other customer inquiries where we could make improvements or help them find a better workflow in the product.
I think it over-explains the product roadmap, and Iโd work with my product team before I offered any kind of explanation for why we couldnโt implement a feature that a big customer was asking for.
I didnโt give any instructions in the prompt regarding tone, so I ran it again, asking for an informal tone, and again I think ChatGPT went too far in the other direction:


This response is enthusiastic and has the benefit of being a little shorter than the previous one, but itโs much too bubbly and familiar. If I were the customer, Iโd have a hard time taking this no seriously.
5. Escalating a ticket to other customer support teams
Prompt: We’ve been troubleshooting a software issue for a customer and have determined that we need help from our Tier 2 team to fix it for them. Write a message in an informal tone explaining that we’re escalating their issue to another team and letting them know that we’ll keep them updated on the status of their problem.

My take: I have to admit, I laughed when I first read this response. ChatGPT seems to read the โinformal toneโ instruction and immediately take on the persona of a very happy tech hippie / surfer with a particular love for similes.
Having said that, aside from heavily adjusting the tone, there are some great elements here that I would keep.
I like that the message manages the customerโs expectations, such as reassuring them that weโll keep them updated and that they should reach out if they need anything else. It’s a good thing to do your best to improve the customer experience.
I also appreciate that it thanks the customer for their patience and reiterates that we understand the urgency of their issue, thus expressing respect for their time.
6. App outage
Prompt: We’re having a complete outage of our Android app and have been flooded with emails from users reporting errors when they open the app. Write a message in an informal tone confirming that we’re aware of the outage and that our engineers are investigating it. Let them know that we will keep them updated as we know more.

My take: Of all the responses to prompts asking for a friendlier voice, this one works the best. It actually calls to mind Slackโs brand voice, as they take a similar approach to incident messaging and release notes.
Whether you would send something like this out during an outage would, of course, depend on your product/service and how seriously blocked your customers are by the outage.
But I could see something like this working for companies comfortable with a little more flair in their customer interactions.
Again, aside from the continued gratuitous use of metaphors (you probably never need to mention ninjas in your customer communications), ChatGPT includes all of the points I would in my outage messaging confirming:
- that weโre aware of the outage,
- that weโre investigating,
- that weโre sorry for the disruption,
- that weโll be keeping everyone updated,
- that weโre grateful for our customersโ patience while we work to get everything back up as soon as possible.
7. Abusive customer
ChatGPT Prompt: A customer is very upset about a bug in our product and is using abusive language with one of our customer service representatives. Write a message in an informal tone to de-escalate this customer and explain that unless they can remain respectful, we won’t be able to help them anymore.

My take: I was holding my breath, waiting for ChatGPT to finish composing this response, and I was very pleasantly surprised.
So much so that I think this particular scenario is a great demonstration of the value of using generative AI tools as a supplementary advantage in support: it provides even seasoned support professionals like myself a jumping-off point for trickier support situations that require a lot of thought, judgment, and nuance.
Considering that customer satisfaction is a primary goal for any business, any additional tool that can help human customer service agents and customer service leaders provide a better answer to difficult situations is welcomed.
This response gets a lot of things right:
- Immediately validates the customerโs feelings about the problem theyโre having.
- Identifies the behavior that needs to be corrected and backs up the customer service team.
- Reiterates that the customer support agents still want to help the customer.
- Offers the customer an opportunity to start over.
- Repeats the customer service teamโs desire to work with the customer productively.
As with all of ChatGPTโs responses, Iโd adapt this message to match my style and the companyโs voice, but this is a really useful email first draft.
A Sidekick Whoโs Never Short on Words
ChatGPTโs handling of the seven scenarios above clearly demonstrates its value to support professionals: even when weโre short on words, it never is.
Itโs a sidekick, though, not the main act. Like any good sidekick, ChatGPT needs training and guidance, so be sure to adapt its responses to your style, your customer service team, and your customers.
(And yes, I wrote that sentence myself. Apparently, ChatGPTโs affinity for similes rubbed off on me.)
If youโre looking for ideas on how to get started, this guide might be just the ticket.

Written by Anne-Marie Traas
Anne-Marie is a Fractional Head of Customer Success focused on providing an optimal customer experience in every interaction. She specializes in driving process and product improvements, creating thorough and easy-to-understand product documentation, and teaching others how to communicate more effectively through the written word.



