How AI Is Used in Dispute Management

Charlie Braithwaite09 Jun 20256 mins
How AI Is Used in Dispute Management
Author

Charlie Braithwaite

Financial Technology Writer
Charlie specializes in fintech, with deep expertise in finance tools and tech stacks. He has written for industry leaders such as HSBC, Plaid, and Dext (formerly Receipt Bank), crafting compelling reviews that bridge technical insights with business value.

Disputes are never easy. They take up time, tie up resources, and often leave customers feeling frustrated.

Whether it’s a billing issue or a potential fraud event, the moment a dispute is raised, expectations change. Customers want clarity, and they want it quickly. But most dispute resolution processes aren’t designed for speed. Or simplicity.

However, that’s starting to shift. AI is already transforming debt collection and cash application. Now, it’s doing the same for dispute management.

By automating parts of the process and surfacing key insights, AI is helping teams resolve disputes faster, reduce manual work, and deliver a better experience for everyone involved. In this blog, we’ll explain exactly how AI is transforming dispute management.

What’s Wrong With Traditional Dispute Management Processes?

Most dispute resolution processes were built for a different time. A time when case volumes were lower, expectations were slower, and teams had the breathing room to work through each dispute manually.

That’s no longer the case.

Today, businesses and financial institutions are dealing with rising fraud disputes, stricter compliance demands, and customers who expect near-instant answers. But many organisations are still relying on processes that create more friction than clarity.

Here’s where the biggest issues tend to show up:

  • It’s too manual. Dispute management is still packed with repetitive, labour-intensive tasks, like logging claims, reviewing documents, and gathering evidence. It slows everything down.
  • The process lacks visibility. Different teams often work in silos, with no single view of the case. That leads to confusion, missed deadlines, and inconsistent decisions.
  • Resolution times are long. Without automation, even simple cases can drag on for days or weeks. That damages customer trust and risks breaching service-level agreements.
  • It puts strain on your team. Case managers spend too much time chasing paperwork and not enough time resolving problems. That’s draining, and it makes it harder to scale.
  • Customers lose confidence. When updates are slow or unclear, most customers feel ignored. And if the dispute isn’t handled well, some will take their business elsewhere.

These pain points don’t just affect the customer experience—they also hit your operational efficiency and bottom line. That’s why businesses are now turning to AI for help.

The Role of AI in Dispute Resolution

AI isn’t here to replace human judgment, but it is changing how disputes are handled behind the scenes. By automating time-consuming tasks and surfacing relevant data faster, AI helps teams move quicker, make better decisions, and improve outcomes for both the institution and the customer.

Here’s how it works in practice.

Automating Routine Tasks

AI tools are well-suited to handling the repetitive parts of the dispute process, like triaging cases, extracting data from documents, and matching transaction records. These are tasks that used to eat up hours of admin time. Now, they’re done in seconds.

The result? Case managers spend less time on manual work and more time resolving issues.

Flagging Fraud and High-Risk Cases Earlier

AI systems can analyse large volumes of data in real time, spotting unusual activity and patterns that might signal a fraud event. That means fewer false positives and faster escalation of the cases that really need attention.

This helps reduce losses and ensures your team focuses on what matters most.

Bringing Structure to Unstructured Data

Natural language processing allows AI to read emails, PDFs, and call notes, and then surface the most relevant information. This turns scattered case files into searchable, structured data that teams can act on quickly.

No more digging through folders to find what you need.

Accelerating Decision-Making

With the right inputs, AI technology can suggest likely outcomes based on similar past cases. It doesn’t replace human review, but it helps teams get to the right decision faster, especially when time is tight.

Faster resolutions mean happier customers and less operational drag.

Improving Consistency and Compliance

When the same rules are applied automatically, you reduce the risk of errors or bias. AI supports regulatory compliance by making the dispute process more auditable, traceable, and aligned with policy.

That’s a big win for both internal governance and external regulators.

What To Look For in an AI-Powered Dispute Resolution Tool

Not all AI-powered dispute management tools are built the same. Some automate fragments of the process. Others offer full end-to-end support, bringing together data, workflows, and customer communication in one place. If you’re investing in a new solution, it’s important to focus on platforms that deliver real, practical value, not just flashy features.

Start with functionality. A strong AI platform should reduce manual effort, not add to it. That means automating repetitive tasks like document review, case categorisation, and fraud detection—freeing up time for your team to focus on more complex cases. Look for tools like Kolleno that offer real-time updates, case tracking, and self-service portals for customers. These features improve transparency and speed up resolution, without compromising accuracy or compliance.

It’s also important to consider how the tool helps your team make better decisions. Platforms that use predictive analytics and natural language processing can surface key insights and provide early warnings for fraud disputes or compliance risks. Over time, this doesn’t just speed up the dispute process—it leads to fewer disputes in the first place.

Lastly, don’t overlook integration. The best AI tools plug directly into your existing systems—ERP, CRM, accounting, so your team isn’t juggling multiple platforms. That seamless connection helps you maintain a solid foundation for regulatory compliance, customer satisfaction, and long-term operational efficiency.

How Does Kolleno’s AI-Powered Dispute Management Platform Work?

Kolleno’s dispute management platform uses artificial intelligence to streamline the entire process—from the moment a dispute is raised to its final resolution. It gives teams the tools to work faster, with more visibility and less manual effort, all while improving the customer experience.

When a customer raises a dispute, they can log it directly through a dedicated self-service portal. This reduces friction and keeps the customer informed, without the need for constant back-and-forth. From there, Kolleno’s AI steps in to prioritise each case based on urgency and impact. It immediately flags high-risk or time-sensitive issues, so your team can focus their attention where it matters most.

The platform also delivers real-time alerts for new disputes, chargebacks, and deductions, keeping teams up to speed without needing to dig through emails or spreadsheets. Every dispute is tagged with a reason code, so you can quickly spot patterns and identify recurring issues. Over time, these insights help reduce the volume of future disputes by addressing root causes at the source.

Crucially, Kolleno also integrates directly with your existing ERP and accounting tools. This ensures a smooth flow of data, avoids duplication, and keeps everyone working from the same source of truth.

The result? A faster and more consistent dispute resolution process.

Final Thoughts

Dispute management doesn’t have to be slow, manual, or frustrating. With the right technology in place, it can become a streamlined process that protects your bottom line and builds customer trust.

AI is already reshaping how financial institutions and legal teams handle fraud disputes. As case volumes rise and expectations grow, these tools are shifting from “nice to have” to “must have.”

Kolleno’s AI-powered platform is built to help you manage disputes more effectively—from first notification to final resolution. It’s faster, smarter, and designed to fit seamlessly into your existing workflows.

Ready to see it in action? Book a demo today and discover how AI can transform your dispute resolution process.

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Companies that use Kolleno for AI-powered collections, reconciliation and payments reduce their overdue balances by 71% within the first six months.

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