Agentic CX

Autonomous AI in Customer Service

Agentic CX – when AI truly takes over in customer service.

The era of reactive chatbots is over. Agentic AI creates autonomous digital agents that not only accompany your customer journey but proactively shape it – from market research and personalised marketing right through to resolving customer service cases. adesso prepares your infrastructure for this new generation of autonomous multi-agent architectures.

What this means in practice: AI agents that make decisions independently, execute backend transactions and orchestrate workflows across departmental and channel boundaries – whilst your teams retain the overview and control. Agentic CX breaks down data silos and connects marketing, sales and service into a single intelligent, actionable system.

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What is Agentic CX?

AI in customer management taken to a new level

From chatbots to autonomous agents – what’s fundamentally changing

When people talk about AI in customer service today, they often still think of chatbots and rule-based automated systems – systems that answer simple customer enquiries but immediately fail or forward more complex issues. Agentic CX goes a step further.

Behind the term lies a paradigm shift: instead of responding reactively to enquiries, AI agents act independently, plan multi-stage tasks, call upon tools and systems, make context-aware decisions – and complete processes entirely without human intervention. What used to require manual processing can now be automated – not through rigid scripts, but through intelligent agents that evaluate each interaction individually and independently arrive at the relevant solution.

This works because modern agents are built on natural language processing (NLP) and machine learning methods that go far beyond simple text comprehension: precise algorithms interpret intentions, recognise connections and select the right next step – even with complex problems and multi-step customer interactions. For the first time, these AI capabilities enable companies not only to scale customer support, but to fundamentally transform it.

Traditional CX automation optimises individual steps: a bot answers a question, a workflow forwards an email, a script fills in a form. These systems are static, siloed and limited to predefined paths. As soon as a customer enquiry deviates even slightly from the standard, the problem-solving process ends with a human agent – or not at all.

Agentic CX thinks in terms of value chains, not individual steps.

AI agents in the Agentic CX approach:

  • independently orchestrate multi-stage processes – across departments, channels and systems
  • learn and prioritise based on real-time data and economic signals such as customer lifetime value
  • act transactionally – they book, authenticate, escalate, inform and sell
  • communicate contextually – using ‘Tool-Use-Memory’ across all touchpoints
  • network with one another – in so-called multi-agent architectures, in which specialised agents cooperate

The result: marketing, sales and customer service merge into a dynamic, autonomous omni-channel ecosystem – driven by AI, controlled by humans.

Artificial intelligence in customer service – what this means for your organisation

Anyone wishing to integrate AI into their customer service faces a fundamental question: how much autonomy should AI take on, and where does the human element remain indispensable? Agentic CX provides a clear answer – with the help of AI, complex problems can be fully resolved, whilst the human-in-the-loop principle ensures that critical decisions are always controlled by humans. Using AI here does not mean replacing staff, but freeing them up for value-adding tasks.

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Agentic CX and the future of customer service – why act now?

The foundations for Agentic CX have now been laid – technically, regulatory and economically. Companies that act now will secure a decisive advantage.

Technological maturity

Large language models (LLMs) have made a leap forward in recent years, which is what makes autonomous action possible in the first place. Open standards such as the Model Context Protocol (MCP) and Agent-to-Agent (A2A) communication make it possible to seamlessly integrate specialised AI agents into existing corporate landscapes – without vendor lock-in, without monolithic platform dependency.

Rising customer expectations

Today’s customers expect seamless, context-aware experiences – regardless of whether they interact with a business via chat, voice, phone calls, an app or the web. Channel disconnects, repeated data entry and long waiting times are no longer minor issues: they are reasons for customers to switch providers. Anyone taking omni-channel seriously can no longer ignore Agentic AI.

Economic pressure on businesses

Traditional customer service is reaching its structural limits: rising volumes, a shortage of skilled staff, and the growing complexity of recurring enquiries. Agentic CX offers no compromise between quality and efficiency – it delivers both simultaneously. Cost-to-serve falls, customer satisfaction rises, and response times are reduced.

Regulation as a framework

With the EU AI Act, Europe is establishing binding requirements for the use of AI in a business context. Anyone investing in Agentic CX today must factor in compliance from the outset – as a competitive advantage, not a hindrance.

Our services

How we support your Agentic CX transformation

adesso supports you from the initial strategic assessment right through to the live rollout – vendor-neutral, methodologically sound and with in-depth technical expertise.

  • Analysing your data pipelines, legacy systems and API maturity levels forms the basis for implementing Agentic AI – we identify precisely where immediate impact can be achieved and where technical prerequisites need to be established first. The result: a robust picture of your ‘Agent Readiness’ level.

  • One of the most important decisions in the Agentic CX project is the question: in-house development or purchasing a platform? We provide you with vendor-neutral and objective advice.

    • Make (Custom Build): For maximum control, the protection of proprietary know-how and the avoidance of vendor lock-ins, we develop bespoke multi-agent architectures. We use code frameworks such as Python and CrewAI, high-performance cloud infrastructures (GCP, Azure, AWS) and innovative data architectures such as BigQuery Property Graphs, Arize or dedicated RAG pipelines.
    • Buy (Platform Strategy): For rapid time-to-value and standardised processes, we implement market-leading SaaS and PaaS solutions. These include Salesforce Agentforce, ServiceNow with Moveworks and Microsoft Copilot Studio – embedded within your existing system architecture and seamlessly integrated with CRM, ERP and communication channels.

  • Based on your use cases, we design a target technical architecture: How do agents communicate with each other (A2A)? How are knowledge graphs built? What do conversational interfaces look like that fit seamlessly into your channel landscape? With the adesso “Cognitive Communication Centre”, we have developed a proven reference architecture that serves as the foundation for your bespoke solution.

  • We implement within strict guidelines – with privacy by design, real-time anonymisation of sensitive data and secure human-in-the-loop frameworks that ensure critical decisions are always subject to human oversight. Our ISO 27001 and GDPR-compliant generative AI platform, br.AI.n, provides ready-made building blocks to roll out complex omni-channel processes transparently and in compliance with regulations, in line with the requirements of the EU AI Act.

  • Technology alone does not transform an organisation. We guide your teams through cultural and operational change: with targeted change management that empowers customer service and marketing staff to evolve from operational executors into strategic supervisors of the digital agent swarm. Because well-managed artificial intelligence needs people who understand what it does.

What are the benefits of Agentic CX – and what exactly do you measure?

Agentic CX is not a technology investment for the sake of it – it delivers many benefits that are measurable and quickly reflected in your core KPIs, throughout the entire customer journey.

  • Boosting customer satisfaction and loyalty

    Contextual, seamless experiences across all channels measurably boost customer satisfaction. Autonomous agents resolve issues completely at the first point of contact – without transfers, without waiting times, without loss of information. The typical improvement: a 15 to 25-point increase in the Net Promoter Score (NPS) and a 25% higher cross-sell and up-sell rate through data-driven recommendations at the right moment.

  • Radical efficiency through the use of AI in support

    AI agents take over transactional tasks entirely, ensuring round-the-clock customer service: they handle authentication, status enquiries, rebookings and complaints in seconds. This reduces the cost-to-serve by up to 30% and increases first-contact resolution (FCR) by up to 40%.

  • Customer Lifetime Value as a real-time performance metric in customer service

    In the world of Agentic CX, Customer Lifetime Value (CLV) is evolving from a retrospective metric into an operational decision-making parameter. Every AI-supported agent action – whether a proactive retention offer, a targeted upselling recommendation or a prioritised service intervention – is assessed and prioritised in real time based on its economic impact. Typical results: a 20–35% increase in CLV and a 25–35% reduction in the churn rate through proactive intervention.

  • Faster value creation in onboarding

    Automated, personalised onboarding journeys reduce the time-to-value for new customers by up to 50% – with a direct impact on activation rates and early customer retention.

Agentic CX in practice

Three real-world scenarios

  • An insurance company is using AI in its customer service centre. Instead of waiting for incoming calls and enquiries, the system proactively identifies customers at increased risk of churn based on CRM data and behavioural patterns. The agent independently initiates personalised contact via the customer’s preferred channel, checks the contract status, identifies a suitable offer and – with the customer’s consent – completes the renewal directly in the backend. No human agent is required unless an escalation is necessary.

    Result: The churn rate drops significantly, service costs are reduced, and customer satisfaction rises – because the intervention takes place at the right moment and with the right offer.

  • A software company in the B2B sector wants to scale its ABM programme without proportionally increasing the marketing team. AI agents continuously evaluate external data sources (industry news, job advertisements, technology stack signals), independently qualify target accounts according to defined criteria, and orchestrate personalised campaigns via email, LinkedIn and content channels. The “Next Best Action” for each account is calculated in real time and passed on to the sales team as a prioritised recommendation for action.

    Result: The sales team focuses on conversations with interest signals rather than manual research – pipeline quality and conversion rates increase measurably.

  • A retail company operates its customer support via app, web chat, email and telephone. Previously: Context breaks with every channel switch, frustrated customers, high escalation rate. With Agentic CX, the full interaction context is stored and utilised across channels via a “Tool-Use-Memory”. A customer starts a returns enquiry in chat, switches to voice – the voice agent is already familiar with the process and guides them quickly and directly to a solution. Authentication, logistics booking, refund: everything seamlessly within the same contact, without repetition.

    Result: First-contact resolution increases by over 40%, customer satisfaction rises measurably, and the service team is efficiently relieved of repetitive tasks.

Why adesso – your partner for AI-powered customer service

adesso has been active in the fields of artificial intelligence and customer experience for some time now. By combining technological depth, industry expertise and strategic consulting skills, we have developed a profile that is unique in the German-speaking market.

State-of-the-art architectural expertise

We implement open standards such as the Model Context Protocol (MCP) and Agent-to-Agent (A2A) communication – thereby creating an open, extensible infrastructure that does not lock users into proprietary ecosystems. Our “Cognitive Communication Centre” is a proven reference architecture for complex conversational AI deployments.

Vendor-neutral advice for the best solution

We are not a platform reseller. Whether it’s Salesforce Agentforce, Microsoft Copilot Studio, ServiceNow or a bespoke Python architecture on cloud infrastructure – we provide precise recommendations tailored to your IT strategy, use cases and budget. We make technology decisions based on your needs, not on commission-driven logic.

Our own GenAI platform, br.AI.n

With br.AI.n, adesso operates its own ISO 27001- and GDPR-compliant generative AI platform, which provides pre-built building blocks for complex omni-channel processes. This significantly accelerates the development of solutions – whilst ensuring that data protection and regulatory compliance (EU AI Act) are not an afterthought, but are considered from the outset.

End-to-end support with industry expertise

Agentic CX is not a technology rollout, but a transformation of your value chain. That is why, from the outset, we think in terms of business outcomes, not features. Our teams bring industry expertise from insurance, retail, financial services, manufacturing and more – and understand precisely which KPIs really matter in your context.

Any questions?

Ready for the next step towards AI-powered customer service? Get in touch.

Agentic CX is no longer a topic for the future – it is a topic for the present. The companies that build the right architectures and prioritise the right use cases today will see the results tomorrow: greater customer loyalty, lower service costs, intelligent automation and higher customer lifetime value.

We’ll help you find the right starting point – whether you’re just beginning to explore your options or already have specific use cases in the pipeline.

Arrange a no-obligation initial consultation with our Agentic CX experts now.