Complaints Management System: Where Does AI Add Value?
Complaints Management System: Where Does AI Add Value?
In today’s hyper-connected world, complaints are no longer just a customer service issue – they’re a strategic signal. Organisations with a reactive complaints management system risk reputational damage, revenue loss, and regulatory scrutiny. Conversely, organisations that manage complaints with precision, speed, and care will pull ahead in the arena of consumer trust.
To this end, AI is an incredibly useful tool that makes complaints managers lives easier. Crucially, we’re not replacing humans—quite the opposite. In fact, AI is enabling complaints managers to dial up the human touch.
No matter your industry, I’m here to tell you: you can apply AI to your complaints management system.
To identify how to get the most value, let’s first look at what customers typically complain about, and break down the complaints lifecycle.
Top Customer Complaints in the UK
Customer complaints are a critical metric for assessing service quality across industries. According to the Financial Conduct Authority (FCA), financial services firms received 1.78 million complaints in the second half of 2024, with banking and credit cards leading the way.
The Financial Ombudsman Service also reported a 20% year-on-year increase, with current accounts, credit cards, and fraud/scam issues driving the surge.
The top five most complained about products in the UK are:
Source: Annual complaints data and insight 2024/25 – Financial Ombudsman
As we can see, the motor and financial services industries receive the most complaints annually.
However, across all sectors, organisations face a growing volume of customer complaints, often centred around the following recurring themes:
- Service reliability and responsiveness – Customers often raise concerns about delays, disruptions, or inconsistent service delivery.
- Billing and financial transparency – Unexpected charges, unclear pricing, or refund issues are common sources of frustration. For example, a utility customer receives a significantly higher bill due to estimated readings, sparking confusion and complaints.
- Communication breakdowns – Poor communication, lack of updates, or difficulty reaching support teams can escalate dissatisfaction, such as for a patient struggling to get updates on rescheduled hospital appointments, leading to anxiety and formal complaints.
- Customer experience gaps – From product quality to staff interactions, customers expect seamless, respectful, and personalised service.
These challenges highlight the need for smarter, faster, and more empathetic complaint management systems regardless of industry.
Where can AI improve a complaints management system?
Traditionally, complaints handling often starts after the damage is done. A customer is frustrated, a product has failed, or a service has disappointed. By the time the complaint reaches the right team, the opportunity to retain trust may already be lost.
However, Telefónica Tech, in partnership with Microsoft, is helping organisations reimagine their complaint management system using a powerful combination of Copilot, Power Platform, and Dynamics 365.
These tools streamline operations, enhance customer experience and drive continuous improvement across all stages of the complaint lifecycle.
Let’s break that down into three sections to identify where AI adds the most value, freeing up agent time to spend on the human touch.
1. Complaints Intake and Triage
Firstly, the complaints intake and triage stage focuses on capturing and categorising complaints efficiently.
- Intake Channels: Customers want to raise complaints through the channel most convenient to them, whether that’s phone, portals, email, live chat, social media, mobile apps, or even in-person interactions. Our solution caters to each of these channels and creates the complaint in the system highlighting which channel it came through.
- Triage Automation: AI models classify complaints by severity, topic, and risk level, ensuring the right teams are alerted instantly. Complaints can also be classified by product type (e.g., broadband, mobile SIM etc.) or the customer priority level (e.g. Premium or Business banking customers).
- Sentiment Analysis: Natural Language Processing (NLP) tools in Power Platform analyse tone and emotion in real time – flagging high-risk cases that need human empathy.
This intelligent triage not only accelerates resolution but also personalises the experience, turning a complaint into a moment of loyalty.
2. Complaints Routing and Resolution
Next, the routing and resolution stage of complaints management ensures complaints are directed to the right people and resolved effectively. For example:
- Intelligent Case Routing: Copilot suggests the best path, matching the case to the most appropriate agent based on skillset, availability, and customer preferences.
- Contextual Case Handover: A 360° view of the customer fully informs agents before engaging, with previous interactions, related issues, and service usage history all on a single screen.
- Assisted Resolution: Copilot becomes a digital assistant for the agent, quickly suggesting responses, next steps and knowledge base articles, and automating form fills and summarisation.
- Escalation: If the issue cannot be resolved at the first level, Copilot flags it for escalation based on predefined rules or sentiment shifts. The case is then routed to a supervisor.
- Customer Communication: Once the agent resolves the issue and communicates the outcome with the customer, Power Automate triggers follow-up actions such as surveys and confirmation emails to capture customer feedback.
Importantly, throughout all of this, while the complaint is handled by customer service agents, the Relationship Manager has a real time view of the process. Copilot surfaces contextual insights – past interactions, preferences, and potential churn indicators, so the Relationship Manager can respond with precision and care.
3. Complaints Insights and Continuous Improvement
Lastly, proactively resolving complaints is only half the story—what counts is how organisations use these insights to improve.
In today’s demanding environment, static reports don’t cut it. Leadership teams need real-time, actionable insights to drive strategic decisions.
This is exactly what we enable our customers with in their complaints management systems, at a click of the button in a seamless colleague experience:
Live Complaints Trends and Risk Heatmaps
- Interactive dashboards surface spikes in complaints by product, region, or channel enabling immediate response and resource allocation.
- AI highlights emerging hotspots across branches, demographics, or service lines, helping leaders proactively manage reputational and operational risks.
AI-Powered Root Cause Analysis
- AI analyses historical complaint data and keywords to suggest probable root causes, even when multiple contributing factors are present.
- Each case is assessed with consistent depth and accuracy, reducing reliance on manual tagging and avoiding defaulting to generic categories.
- This ensures higher confidence in RCA, enabling targeted interventions and reducing repeat complaints.
Feedback Loops for Innovation
- Complaints are automatically linked to relevant product or service teams via Power Platform workflows, creating a continuous feedback loop. This empowers teams to act on insights, refine offerings, and innovate based on real customer pain points.
Tailored Views for Diverse Stakeholders
- AI and Power BI enable customised dashboards for different audiences whether operational teams, compliance, product managers, or executives.
- Multi-layered views allow users to explore the full picture before diving into specific areas, ensuring clarity and alignment across departments.
Real-time dashboards with this kind of information significantly reduce manual reporting time. Speed is especially critical in a sector where fraud is among the top complaint drivers.
Case Stages – Power BI Dashboard in Telefónica Tech’s Complaints Management Solution
Case Stages – Power BI Dashboard in Telefónica Tech’s Complaints Management Solution
Modern complaints journeys build trust and confidence
Above all, a modern complaints journey isn’t just about resolution, it’s about reassurance. Customers want to feel heard, valued, and respected. Regulators want to see transparency, fairness, and accountability.
By modernising complaints management, organisations can:
- Build customer trust: Fast, empathetic responses show customers they matter
- Drive retention: A well-handled complaint can increase loyalty more than a flawless transaction
- Ensure regulatory confidence: Audit trails, SLA tracking, and root cause analysis (RCA) demonstrate compliance and control.
In short, a predictive, AI-powered complaints management system is no longer optional: it’s a competitive advantage.
The future of complaints handling is proactive, intelligent, and customer centric. With Microsoft Dynamics, Power Platform, and Copilot, organisations can transform complaints from a cost centre into a catalyst for growth, trust, and innovation.
Telefónica Tech, a Microsoft Inner Circle Member, stands ready to help you on your own complaints management transformation journey.
