What analytics and insights do AI assistants provide?

AI assistants generate comprehensive analytics and insights by capturing all customer interactions, behavioral patterns and operational data. This information helps companies better understand customer behavior, optimize processes and make data-driven decisions. From conversational analytics to real-time performance metrics: AI assistants provide valuable insights for improved customer service.

What kind of data do AI assistants actually collect?

AI assistants collect both structured and unstructured data from all customer interactions. Structured data includes contact information, timestamps, channel preferences and transaction history. Unstructured data consists of conversational content, sentiment, intent and the context of questions.

The main data types that AI assistants capture are conversational data, such as question categories, answer types and call progression. Technical performance metrics are also tracked, including response times, problem resolution success rates and escalation frequency to human assistants.

User behavior constitutes another crucial layer of data. This includes navigation patterns through conversations, preferences for communication channels and the times customers seek contact. Interaction patterns are also recorded, such as how often customers return with similar questions or what information they seek before contacting them.

Context data further enriches these datasets. The AI assistant records which pages customers contact from, which products or services they have viewed and where they are in their customer journey. This combination of data creates a complete picture of customer needs and behavior.

How can companies analyze customer behavior with AI insights?

AI insights reveal patterns of behavior by analyzing customer interactions and identifying trends. It allows companies to predict when customers will contact them, what questions they will ask and through which channels they prefer to communicate.

Question patterns reveal much about customer needs. AI assistants automatically categorize questions and show which topics occur most often, at what times and in what combinations. This helps companies proactively make information available and improve self-service options.

Customer journey mapping becomes possible by tracking how customers move through different channels. The AI assistant records whether customers start with chat, switch to the phone or use multiple channels for the same problem. These insights show where friction occurs in the customer contact process.

Peak hours and seasonal patterns are automatically identified, which helps with workforce planning and capacity management. Companies can anticipate busy periods and allocate resources accordingly. It also reveals correlations between external events and contact volume, such as after product launches or marketing campaigns.

What operational metrics do AI assistants provide for process optimization?

AI assistants generate operational KPIs such as first contact resolution, average handling time and customer satisfaction scores per interaction. These metrics instantly show where processes are running well and where there is room for improvement.

Response times are measured in detail, not only of the AI assistant itself but also of the entire customer contact process. This includes wait times, transfer times to employees and time to final resolution. Escalation patterns show when and why calls are forwarded to human colleagues.

The workload distribution is revealed by measuring which questions the AI assistant can handle independently and which questions require human intervention. This helps optimize AI training and identify knowledge gaps that need to be filled.

Quality metrics, such as accuracy of responses, relevance of referrals and customer satisfaction by interaction type, provide feedback for continuous improvement. Technical performance is also measured, such as availability, system response time and reliability of integrations with other systems.

Why are real-time dashboards important for AI-driven customer service?

Real-time monitoring enables teams to respond immediately to changing conditions and identify problems before they escalate. Live dashboards show current performance, queues and system failures as soon as they occur.

Dashboard functionality includes live contact volume, average wait times and availability of different channels. Teams can see in real time which topics are trending and whether the AI assistant is struggling with specific question types. This enables proactive intervention.

Alert systems automatically alert to abnormal patterns, such as sudden spikes in contact volume, declining customer satisfaction or technical problems. Managers can take immediate action by deploying additional staff or fixing system problems.

Proactive trend detection helps teams anticipate developments. For example, if many customers are asking questions about the same issue, it may indicate a problem with a product, service or website. Real-time insights make it possible to communicate quickly and prevent problems.

How Pegamento helps with AI analytics and insights

We offer integrated AI analytics solutions that centralize all customer contact data into easy-to-read dashboards. Our approach combines agentic AI assistants with comprehensive reporting capabilities, giving organizations complete transparency into their customer contact processes.

Our customized solutions built from standard building blocks include:

  • Real-time dashboards with all relevant KPIs and trends
  • Automatic reporting for management and operational teams
  • Predictive analytics for capacity planning
  • Integrated data from all communication channels
  • Compliance-proof storage to ISO 27001 standards

By offering everything under one roof, you don’t have to juggle different vendors and data silos. Our agentic AI evolution goes beyond traditional executive bots to deliver self-thinking assistants that autonomously recognize patterns and act on them.

Find out how our integrated solutions can transform your customer contact, or contact us for a personal consultation on AI analytics for your organization.

Frequently Asked Questions

How long does it take to get valuable insights from AI analytics data?

The first actionable insights are usually visible within 2-4 weeks, depending on your contact volume. For in-depth patterns and predictive analytics, you typically need 2-3 months of data. Real-time metrics such as response times and customer satisfaction are immediately available from implementation.

What privacy considerations come into play when collecting AI analytics data?

All data is processed in compliance with AVG legislation and stored according to ISO 27001 standards. Personal data is anonymized for analytics purposes, and customers always have the right to access and delete their data. It is important to be transparent about data collection in your privacy policy.

Can I integrate AI analytics with my existing CRM and reporting systems?

Yes, modern AI analytics platforms provide standard APIs and connectors for popular CRM systems such as Salesforce, HubSpot and Microsoft Dynamics. Data can be automatically synchronized, giving you a complete picture of the customer journey without manual input.

What should I do if the AI analytics detects unexpected patterns or anomalies?

First, set up alerts for critical metrics so that you are immediately alerted to anomalies. Then investigate whether the deviation is caused by external factors (marketing campaign, technical issues) or structural changes in customer behavior. Use these insights to proactively adjust your service.

How do I measure the ROI of my investment in AI analytics for customer service?

Focus on measurable improvements such as increased first contact resolution, shorter handling times, and higher customer satisfaction scores. Also calculate cost savings from more efficient processes and better staff scheduling. Most organizations see an ROI within 6-12 months through optimized workflows and proactive customer service.

Which team members should have access to AI analytics dashboards?

Give customer service managers access to operational dashboards for daily monitoring, executives access to strategic KPIs and trends, and frontline staff access to their own performance metrics. Provide different levels of access so everyone sees relevant information without being overwhelmed by too much data.

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Joost Schaap-Account manager Pegamento

Joost Schaap

Senoir Account Manager

When a customer contacts an organization because they have a complaint, it is crucial that the employee of the organization begin by listening carefully. What does this complaint mean for the customer and also for their own organization? How can this complaint be resolved? After listening carefully the employee needs the right information so that a solution can be offered.

This piece was written by Joost Schaap, working as an Account Manager at Pegamento.

Tim Treurniet-AI developer Pegamento

Tim Treurniet

Designer of Intelligent Systems

Real childhood heroes I never had. But in retrospect, I believe figures like Willie Carrot or Dexter’s lab may have had an influence on me. I get energy from actually making innovative and useful products myself. Nothing like seeing the effect of a project that automates a boring task, or makes a complex process suddenly accessible.

A nice bridge to my photograph is the physical aspect of my work. By working with image recognition, I am often very directly connected to the physical world and my work is more than just programming. For example, our image recognition software ensures safety on bridges, tracks players on a soccer field or uses your own smartphone to accurately measure yourself. This combination between physical and digital provides variety and extra challenge. For me, these are the main reasons for my interest and enthusiasm in what I do!

This piece was written by Tim Treurniet, employed Designer of intelligent systems at Pegamento.

Vera van der Plas-UI-UX designer

Vera van der Plas

UI/UX Designer

As a UX/UI designer, I deal daily with transforming complex data into user-friendly visualizations. All of this topped off with a digital lick of paint which should attract the visitor’s attention to take action.

One of the interesting aspects of this field I find the effects that small tweaks, both textual and visual, can have on conversion. The psychological impact that a simple background color of a CTA button has on our behavior is huge. After all, that color can determine whether or not you are going to buy that product.

What we see and how our brains process and interpret this information fascinates me. The possibilities of subconsciously pointing potential customers in your chosen direction are endless. I hope to apply my expertise more often within our solutions in the future.

This piece was written by Vera van der Plas, working as a UX/UI Designer at Pegamento.

Fouad Rahaoui-Finance Pegamento

Fouad Rahaoui

Financial Controller

A Financial Controller within a company should not only be an expert in Finance. You must also have knowledge of the latest IT developments. Because these are also moving very quickly in the world of Finance.

At Pegamento, I can learn all about the latest IT developments. Like the latest development in the field of Machine learning and deep learning.

Through these application areas, as Financial Controller, I can further automate the financial business processes within Pegamento and implement improvements for the automatic processing of financial data.

This piece was written by Fouad Rahaoui, working as a Financial Controller at Pegamento.

Ernst Vegter-Business consultant Pegamento

Ernst Vegter

Business Consultant

Hospitality is one of my deepest motivations.
Not surprisingly, of course, customer service is a common thread in my career. Aspects of hospitality is being able to connect, to facilitate but mainly to make someone feel genuinely welcome. My intuition is my greatest asset to be able to put myself in the shoes of a guest. A customer is my guest.

Fed by various senses, an image forms around the client. I listen to what is being said, watch facial expressions, taste the underlying tone and get a feel for the challenge to be addressed. An image literally forms on my retina. I have to be able to see it. If I can see it, I can create it.

In this, the trick is to pursue simplicity, give the client a warm feeling that the problem is understood, receive good advice, facilitated and carefully guided to the solution. Trust, connect and unburden.

The feeling when a guest arrives at your hotel after a long tiring journey, can sit in front of the fireplace, be handed a good glass of wine and stare carefree at the fire. My guest knows it will be okay.

This piece was written by Ernst Vegter, working as a Business Consultant at Pegamento.

Gunisch-AI developer Pegamento

Gunish Alag

AI Developer

A picture is worth a thousand words, is an expression most of us have heard. We see a lot of things around us on a daily basis and subconciously have the ability to recognize and understand them. This ability of humans to me seems bizarre.

As a computer vision developer at Pegamento that is what I do, break down complex problems and turn them into solutions using images by meticulously extracting useful data.
With the world moving forward and new technologies emerging, complicated problems which were difficult to solve a decade earlier suddenly seem possible and viable. The future is full of new challenges and I look forward to them.

This story is written by Gunish, working as an AI developer at Pegamento.

Ewold Jansen-Service engineer Pegamento

Ewold Jansen

Service & Support Engineer

Hearing the wishes a customer has or the problems a customer is facing is important in order to then be able to help them properly. In both cases, I help find the right solution.

When the customer comes to us with a desire, they don’t know what all the options are. In this I advise them to make the right choices. When problems arise, listening to them is important. For example, a problem arises from a wrong action. By communicating well in this, many problems can be solved quickly by explaining it well. Through poor communication, a small problem can become very big.

This piece was written by Ewold Jansen, working as a Service & Support Engineer at Pegamento.

Andre Glasbergen-Scrum master Pegamento

Andre Glasbergen

Scrum Master

After completing my studies, I started working as a developer at a young Pegamento with a lot of ambition and enthusiasm. In the first years I learned all about process automation, now better known as RPA. I often had to rack my brains to convert the work instruction into a logical function, with not too many If-statements, so that the robot could perform the work.

I developed further and went to work as a consultant. Listening well to the customer and supporting in the pre-sales phase of projects. Executing projects and listening suited me very well. It was a small, but logical, step to now work as a Scrum Master and Project Manager. I have been supervising projects for a few years now. Such as RPA, Cloud applications and AI, according to the Human lead agile approach, We build this with a large team of specialists.

This piece was written by André Glasbergen, working as a Scrum Master at Pegamento.

Ensar Ari-IT engineer Pegamento

Ensar Ari

IT Engineer

Good communication between customer and organization is very important. As an organization, you naturally want to be easily accessible to your customers. Either via social media channels or via the old familiar telephone. Often organizations do not know exactly how they want their telephone line set up. That is why I like to help them think along and give them ideas. I believe there is a solution to every problem. But sometimes you just need someone who looks at the situation a little differently.

This piece was written by Ensar Ari, working as an IT Engineer at Pegamento.

Nini Heerings-Chief Happiness Officer Pegamento

Nini Heerings

Chief Happiness Officer

“You get to know someone better by playing for an hour than by talking for a year.”

This quote from Plato is totally hitting home for me. That’s why I like to connect people through play. Because while playing, you are totally on, all your senses at work.
In my great role as Chief Happiness Officer, I want to do that by connecting colleagues with each other and with the organization. In a creative and playful way that suits Pegamento.

When I’m not at work, I also enjoy connecting people. I do this by organizing The Playground, where adults play games you used to play in the schoolyard, gymnasium or neighborhood playground. The pure feeling of fun, total relaxation and no thoughts of anything but playing. That feeling is the goal.

This piece was written by Nini, working as Chief Happiness Officer at Pegamento.

Ger Koedam-Communication & Marketing Pegamento

Ger Koedam

Marketing & Communications

How can I help you? That’s pretty much the first question I ask when talking to people who are curious about our services. In such a conversation, the use of senses is very important. Because not everyone is the same. One person thinks in images, while for another words are important or how something feels. For me, sight and hearing are the most beautiful senses, because both eyes and ears absorb information and can convey or process emotions.

Why hearing? Because listening is essential in contact. And it’s the key to unlocking valuable insights.

I developed this skill early on. As a child, I enjoyed radio plays on the radio, bringing the stories to life in my head.

Pim Ritmijer-Software developer Pegamento

Pim Ritmeijer

Software Developer

Programming is more than just “code knocking. For me, listening to what the customer wants and visualizing that is an important part of software development.

Actively listening to a customer to understand the customer’s full story is crucial before building a solution. When you understand a customer’s story, you can think together about a solution that truly helps the customer.

Visualizing solutions is the next step for me. What will be the route we will climb to get to a solution? What challenges are we going to face to get to the top?

Like climbing, good preparation is valuable. Even though you can’t prepare for everything, preparation helps make the application fit the client’s needs as well as possible.

What a beautiful and fascinating profession programming is.

This piece was written by Pim Ritmeijer, working as a Software Developer at Pegamento.

Denise Verhoef-Software developer Pegamento

Denise Verhoef

Software Developer

Hearing is something you do a lot of as a programmer but also thinking, for example, when you are tasked with putting together a customer need. If the customer wants a function for his application, it is important that as a programmer you think carefully about which functions are functional and which functions are not. In this way, you will put together the most functional application possible and the customer will have a good end product. Turning needs into code into functionality is something I find interesting.

I am currently doing an internship at Pegamento and studying Software Developer. I get a lot of information that you have to process and apply. The nice thing about this is that you can learn new things but also that you can experience how it works in real business. I started this training last year and knew nothing about programming beforehand. Now I can find my own way with programming and I enjoy working with it. That you can get from a blank page to a functional application through code is cool!

This piece was written by Denise Verhoef, working as a Software Developer intern at Pegamento.

Remco Pabst-Business consultant Pegamento

Remco Pabst

Computer Vision & AI Lead

Using innovative software technology for people or business to make “things” easier and smarter is really a driving force. That’s why the connection between the senses appeals to me the most. Our brains connect the senses just like a business process connects people, systems (data) and logic. They register and trigger an action, exactly how it should be in an optimal workflow. Very cool what is already possible today when we add a lot of computational power to that as well.

Hearing also means a lot. Not because I like to listen to Jazz, Soul, Deep House or Focus-like music every day AND have to be able to listen well to interpret a wish or pain point, but more because not everyone can have all the senses at their disposal. Think of him or her with a visual impairment. The fact that in close cooperation we were able to apply AI, TTS/STT technology (which is still in development) for this often underserved group of people in today’s digital world and to improve the interaction and experience with it gives me a lot of energy and meaning to what I try to do with technology; create value.

This piece was written by Remco, working as a Business Consultant at Pegamento.

Thomas de Wolf-Vision Engineer Pegamento

Thomas de Wolf

R&D Director

Once when I had to choose which study I was going to do, I had a hard time making that choice. I was interested in engineering, but what I most wanted to do was just work with a team toward a common goal.

To this day, that is still what I love doing most. The technology has become image recognition and the team the computer vision department of Pegamento. So it’s logical that in terms of sense, I end up with “seeing. By using our image recognition solutions to see things in the real world, our entire team solves relevant problems for our customers. And because of the variation in customers, the places where our solutions end up are never the same. For example, one moment I am in the control room of a bridge and the next day I am on a production line for sandwiches or between the fences of a TBS clinic.

This piece was written by Thomas de Wolf, working as a Computer Vision & AI Lead at Pegamento.

Rob Roode-Research Development

Rob Roode

Research & Development

Recognizing and automating patterns. Tasks we are constantly working on when implementing our robots at Pegamento. My 2 Drentsche Patrijshonden are hunting dogs and certainly not robots. The hunting instinct and intuition is basically in their genes. Continuing to offer new forms of training has taught them to recognize and act independently in hunting situations. Even “unsupervised,” even if I’m not around.

But when you try to teach a brain something, it also starts to see things you don’t expect. Dogs pick up on the slightest deviation in your voice or directions. To start recognizing that and correcting it again is perhaps the most complex challenge. But in our work, for the wonderful clients for whom we get to work, it often yields the most beautiful new insights!

This piece was written by Rob, founder of Pegamento and in charge of Marketing and R&D.

Serge Poppes-CEO Pegamento

Serge Poppes

CEO

Feeling. That’s the best thing Pegamento stands for. Feeling for technology in the broadest sense of the word. Not only feeling for the exciting stuff like AI, but also for the basics of communication.

The very best part of my job is selling, listening, translating and thinking about what really matters. We bring the digital transformation with a great team!
The diversity of our team, how sharp we are, but especially the wonderful things we get to make makes me feel extremely good. Hence, I intuitively chose the sense of “feeling.

Feeling gives life and differentiation!