When expanding an e-commerce business into international markets, most of the attention goes to the obvious things – translation, marketing, logistics, pricing strategies. These are the obvious pillars of global success. But there’s one function that often gets quietly pushed to the side: customer service.
And yet, this is often the only real human interaction your brand will have with a customer. In a market where no one knows who you are, where brand and logo don’t mean much, it's how you show up in that moment of need or confusion that can define everything.
Customer service might not be the most talked-about part of international expansion, but it’s doing more work than you think.
In fact, if you look closer, customer service it’s not just a department – it’s the very face, tongue, heart, brain, and eyes of your business.
Now that we have defined the importance of customer service, it's equally crucial to know how to analyze it and draw conclusions that matter. That’s where KPIs (Key Performance Indicators) come in. These metrics help you track the effectiveness, efficiency, and overall quality of your customer service efforts. In short, they turn service performance into actionable data. In e-commerce, these KPIs often reflect more than just customer service quality – they can reveal underlying issues in other areas such as logistics, sales and localization. So while they’re labeled customer service KPIs, their value extends well beyond the support team.
Relying on single KPI can be misleading. That’s why at Consulting Hungary, we look at customer service from a wider perspective using four key principles to guide us:
Now let’s take a closer look at some of the most important customer service KPIs.
Service Level (Time-based Response Rate)
Formula: (Answered interactions in a given time frame / Incoming interactions × 100)
Meaning: The percentage of interactions answered within a set time.Interpretation: Time-based Response Rate is often confused with SLA (Service Level Agreement), which more broadly refers to a predefined set of service standards, including various KPIs — with Service Level being just one of them. However, this confusion may not be accidental: Service Level is one of the most critical KPIs in customer service, as it reflects if your team can respond to customers promptly.
When expanding an e-commerce business into international markets, most of the attention goes to the obvious things – translation, marketing, logistics, pricing strategies. These are the obvious pillars of global success. But there’s one function that often gets quietly pushed to the side: customer service.
And yet, this is often the only real human interaction your brand will have with a customer. In a market where no one knows who you are, where brand and logo don’t mean much, it's how you show up in that moment of need or confusion that can define everything.
Customer service might not be the most talked-about part of international expansion, but it’s doing more work than you think.
ART – Average Response Time
Formula: (Total wait time / Number of incoming calls)
Meaning: Measures how long it takes, on average, for the team to respond to customer inquiries.
Interpretation: A lower ART indicates faster responsiveness and a more efficient customer service experience. While Service Level shows how often your team meets a specific time threshold, Average Response Time offers a more detailed view of how quickly customers are actually being helped across the board.
AHT (Average Handle Time)
Formula: (Total wait time + talk time + after-call work) / Incoming calls
Meaning: Measures how long, on average, it takes to fully handle one customer interaction – including wait time, talk time, and follow-up.
Interpretation: Shorter AHT might indicate that your team is efficient, but too short might signal rushed service.
FCR (First Call Resolution)
Formula: (Issues resolved on first call / Incoming calls × 100)
Meaning: The percentage of customer issues resolved on the first contact.
Interpretation: Higher FCR means your team solves problems quickly and effectively – no need for follow-ups.
RCR (Repeat Contact Rate)
Formula: (Incoming calls – Unique calls) / Incoming calls × 100
Meaning: The percentage of total contacts that originate from customers who have contacted support multiple times, often due to unresolved or recurring issues.
Interpretation: A high rate suggests issues aren’t being fully resolved the first time – lower is better.
CAR (Call Abandonment Rate)
Formula: (Unanswered calls / Incoming calls × 100)
Meaning: The percentage of customers who hang up before reaching an agent.
CPI (Cost per Interaction)
Formula:
Total operating cost / Number of interactions
The average cost of handling one customer interaction (regardless of whether the issue is resolved or not).
Meaning: The average cost of handling one customer interaction (regardless of whether the issue is resolved or not).
Interpretation:CPI helps you understand the general cost-efficiency of your support team.
CPR – Cost per Resolution
Formula: (Total operating cost / Number of resolved interactions)
Meaning: The average cost to solve one customer issue.
Interpretation: Lower cost means your support is more cost-efficient – but not at the expense of quality. Unlike Cost per Interaction (CPI), which includes all interactions (whether they solved the issue or not), CPR focuses only on resolved cases and gives a clearer view of how much it actually costs to deliver effective support.
CSAT (Customer Satisfaction Score)
Formula: (Positive ratings / Total ratings × 100)
Meaning: The percentage of customers who rated their experience as positive (typically 4 or 5 out of 5).
Interpretation: Higher CSAT means happier customers – a good sign your support is meeting expectations. CSAT is a situational metric, reflecting the satisfaction of a particular interaction or experience.
NPS (Net Promoter Score)
Formula: NPS = % of Promoters – % of Detractors
Meaning: Measures how likely customers are to recommend your business.
Interpretation: High NPS means strong loyalty; low NPS signals dissatisfaction or weak brand connection. Compared to CSAT it reflects a general view of the customer’s relationship with your business.
Scale:
0–6: Detractors
7–8: Passives
9–10: Promoters
Average Number of Interactions per Order
Formula: (Number of interactions / Number of orders)
Meaning: How many times, on average, a customer contacts support for a single order. This includes both pre-sales questions and post-purchase inquiries. This metric helps e-commerce businesses track the overall traffic between customers and customer service teams.
Interpretation: Lower numbers often reflect a high rate of customer self-service or clear communication. Higher number = customers are struggling to find what they need on their own.
Now that we’ve covered some of the most critical KPIs and what they tell us, let’s see them in action. Below are real-world cases we’ve worked on, where customer service metrics helped us diagnose problems, make decisions, and measure impact of improvements – all in the context of international e-commerce expansion.
Our client, a new brand entering the Romanian market offered competitive prices and responsive customer service. Despite this, early signs showed that customers were hesitant to complete purchases or engage deeply.
Problem: Customer service metrics started off with generally good performance:
high CSAT (87%)
high FCR (83%)
average call duration (ACD) – 4.21 minutes.
Since the brand was new to the Romanian market, it faced natural skepticism as people were unfamiliar with it. Many people were reaching out with pre-sale questions: asking for technical details or checking whether the business was legitimate. Building trust became a top priority to help the brand grow in a new market and make customers feel safe and confident in choosing it.
Time frame: March 2024 – May 2024
Solution: We implemented:
Trust certificates – to to increase customer trust in the brand’s authenticity,
FAQ section – which allowed customers to self-serve before reaching out to customer support,
Review system on the website – to further strengthen customer trust.
Agents were told to redirect the customers there, so the ACD (average call duration) decreased with the other two maintained high.
PRO TIP Entering a new market? Build trust first.
Don’t wait for customers to ask – provide reassurance from the start and reduce unnecessary pre-sales inquiries. Use visible trust signals like reviews and certificates as well as FAQs - to help customers find answers on their own. |
Our client entered Poland and we noticed that average response time (ART) is very good (very low, agents are picking up the calls), but the RCR (Repeat Contact Rate) is very high – customers are calling again, multiple times, and CSAT (Customer Satisfaction Score) is a bit low.
Problem: It turned out that the company didn't scale the organization and internal operations with their expansion project, so our agents weren't getting fast replies to their questions from other internal departments, so the resolution took a long time.
Time frame: September 2024 – December 2024
Solution:
We implemented the following measures:
Clear escalation paths – We made it easier for agents to know who to contact internally when they needed help, and how to escalate issues efficiently
Defined internal SLAs – Internally, we defined who was responsible for what and how fast they should respond (through SLAs – Service Level Agreements). This ensured that support agents got timely replies from other departments.
Self-serve knowledge base – We built a knowledge base with ready-to-use answers for common scenarios, so agents didn’t need to wait for permission and could resolve some customer issues right away.