Can Agentic AI solve complex customer queries?

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“With Pegamento, we found not just a supplier, but a true partner in change. Thanks to their expertise and our joint DevOps approach, we have made great strides in a short time. The technology supports our people so they can focus on where they make a difference: personal contact with entrepreneurs.”

Agentic AI can indeed solve complex customer queries by reasoning and acting independently rather than just providing pre-programmed answers. This technology goes beyond traditional chatbots by understanding context, going through multiple steps and making decisions. It allows organizations to automate challenging customer interactions while maintaining quality of service.

What is agentic AI and how is it different from regular chatbots?

Agentic AI is a form of artificial intelligence that can independently reason, plan and act to achieve goals. Unlike traditional chatbots, which only respond to pre-programmed rules, agentic AI can analyze situations, develop strategies and take initiative to solve problems.

Ordinary chatbots follow a decision tree or use simple pattern recognition. They can only answer questions for which they are specifically programmed. Agentic AI, on the other hand, understands context, combines information from different sources and adapts its approach based on each customer’s specific situation.

This technology uses advanced language models that can learn from interactions and continuously improve their understanding. This makes every customer interaction more personal and effective, without the need for manual programming for every possible query.

What types of complex customer queries can agentic AI actually solve?

Agentic AI can solve multi-step problems that require different systems and information sources. Consider customers who want to change their order, process a return and at the same time have questions about their loyalty points. The AI can handle these three different aspects simultaneously.

Context-dependent queries are another strength. When a customer says, “I have the same problem as last month,” agentic AI can look up the previous interaction, understand the situation and suggest an appropriate solution, without the customer having to explain everything all over again.

Situations that require reasoning are also handled well. A customer who asks if a particular product is suitable for their specific use will receive a thoughtful recommendation based on product specifications, usage scenarios and any limitations. The AI can even suggest alternative solutions if the original request is not feasible.

What are the limitations of agentic AI in complex customer interactions?

Emotionally charged situations remain a challenge for agentic AI. When customers are angry, sad or frustrated, they often need human empathy and understanding, which technology cannot yet fully provide. These conversations require emotional intelligence and intuition.

Legal and compliance-sensitive issues can also be problematic. Although AI can process a lot of information, the consequences of incorrect legal opinions or compliance violations can be too great to leave entirely to automated systems.

Creative problem solving for completely new situations remains limited. When organizations face unprecedented circumstances or unique customer situations, human creativity and out-of-the-box thinking often provide better solutions than AI systems based on existing patterns and data.

Organizations must set realistic expectations by defining clear escalation paths and training employees to recognize situations that require human intervention.

How do you successfully implement agentic AI in your customer service?

Start with a thorough analysis of your current customer interactions to identify which questions are most common and which processes are most time-consuming. This data will help determine where agentic AI can have the greatest impact and what integrations are necessary.

Provide quality training for the AI system by giving it access to your knowledge base, product information and historical customer data. The more relevant information is available, the better the AI can answer complex questions and provide personalized solutions.

Implement in phases by starting with less complex questions and gradually expanding to more difficult situations. This gives your team time to get used to the technology and adjust processes as needed.

Set up monitoring and feedback loops to track performance and continuously improve the system. Regular evaluation of customer interactions helps identify areas for improvement and optimize AI responses.

How Pegamento helps with agentic AI for complex customer queries

We offer agentic AI solutions that go beyond traditional RPA by developing self-thinking assistants that not only follow instructions, but take initiative and act independently. Our technology integrates seamlessly with existing customer contact systems, providing organizations with everything under one roof.

Our approach includes:

  • Full integration with omnichannel customer contact infrastructure
  • Customized solutions with standard building blocks – no costly customization
  • ISO 27001-certified information security for confidential customer data
  • Phased implementation with continuous monitoring and optimization
  • 24/7 support and management from the Netherlands

With our experience since 2009 in ICT and process automation, we can help organizations transform their customer contact without the complexity of multiple vendors. Get in touch to discover how agentic AI can solve your complex customer queries and take your customer service to the next level.

Frequently Asked Questions

How long does it take to fully implement agentic AI in my customer service?

A typical implementation takes 3-6 months, depending on the complexity of your existing systems and the number of integrations. We typically start with a 4-6 week pilot for simple queries, followed by phased rollout to more complex scenarios. First results are often visible within a few weeks.

How do I prevent my agentic AI from giving wrong information to customers?

Set up strict validation rules and define clear boundaries for what the AI can and cannot do. Implement a confidence-scoring system where the AI automatically escalates to human employees in case of uncertainty. Regular audits of AI responses and continuous training with new data help ensure reliability.

What happens to my customer service employees when agentic AI is implemented?

Employees shift from routine questions to more complex, valuable tasks such as emotional support, strategic advice and solving unique problems. This increases their job satisfaction and development opportunities. We recommend involving employees in implementation and training them on how to work with AI systems.

How do I ensure agentic AI remains consistent with my brand identity and tone-of-voice?

Train the AI explicitly with examples of your desired communication style, brand language and values. Develop style guides and response templates that the AI uses as references. Establish clear guidelines for formality, personality and specific terminology that may or may not be used.

What costs should I expect for agentic AI beyond the initial implementation?

Expect ongoing costs for hosting, API use of language models, regular updates and monitoring. There are also costs for training new employees and periodic optimization of the system. However, most organizations see a positive ROI within 6-12 months due to efficiency gains and improved customer satisfaction.

How do I measure the success of my agentic AI implementation?

Focus on KPIs such as first-contact resolution rate, average handling time, customer satisfaction scores and the percentage of queries resolved without escalation. Also monitor the accuracy of AI responses and time saved by employees. Compare these metrics to the situation before implementation to measure the impact.

Can agentic AI work with my existing CRM and helpdesk systems?

Yes, modern agentic AI solutions can integrate with virtually all common CRM, helpdesk and communication platforms via APIs. The AI can retrieve customer history, create tickets, provide status updates and synchronize information between systems. A good implementation partner will ensure seamless integration without disrupting existing workflows.

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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.

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.

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!