Can AI Deliver Justice?

In this episode of All Things Conflict, I sit down with Dr Hussayn Salem, whose remarkable career spans clinical science, contract law, technology, entrepreneurship, and accredited dispute resolution. But long before his professional success, Hussayn’s story began on a tough council estate in Leicester, where he experienced the harsh realities of structural racism and social disadvantage firsthand.

Rather than allowing those experiences to define him, Hussayn transformed adversity into purpose. His journey is one of resilience, reinvention, and an unwavering commitment to redesigning systems that too often fail the very people they are meant to serve.

Our conversation explores not only his extraordinary personal story but also some of the biggest questions facing the future of justice.

Is the Legal System Incentivised to Avoid Resolution?

One of the most striking parts of our discussion centres on the legal industry’s reliance on the billable hour. Hussayn argues that the current model often rewards lengthy litigation rather than early resolution, leaving many people trapped in expensive legal battles that could have been settled through mediation.

We explore how clients can end up spending tens of thousands of pounds pursuing disputes worth only a fraction of that amount, simply because the system incentivises conflict over collaboration.

It’s a sobering reminder that access to justice isn’t only about having legal rights, it’s also about having practical, affordable pathways to resolve disputes.

Why So Many Skilled Mediators Never Get the Opportunity

Despite the growing recognition of mediation and alternative dispute resolution, Hussayn highlights a critical bottleneck within the sector.

Every year, thousands of talented, newly accredited mediators enter the profession, bringing fresh perspectives and greater diversity. Yet many struggle to secure meaningful casework because there is no effective infrastructure connecting disputes with available practitioners.

The result is a system where capable mediators remain underutilised while parties continue to be funnelled into costly court proceedings.

Project Olive Branch: Building the Missing Infrastructure

To address this gap, Hussayn has developed Project Olive Branch, not as another mediation service, but as a technology platform designed to improve how disputes are managed from the very beginning.

Using machine learning, the platform acts as a digital triage system, processing large volumes of dispute information, engaging with the parties involved, and matching cases with appropriately qualified, independent mediators.

Rather than replacing human expertise, the aim is to create the infrastructure that allows mediation to become more accessible, efficient, and scalable.

Can Artificial Intelligence Deliver Empathy?

Perhaps the most thought-provoking part of our conversation explores the growing role of AI within legal services.

While Hussayn welcomes technology as a powerful administrative and organisational tool, he raises an important concern: can artificial intelligence genuinely understand human conflict, or is it merely performing what he describes as “mock empathy”?

Justice is rarely just about facts and procedure. It is deeply connected to emotion, relationships, dignity, and trust. If technology begins making decisions that affect people’s lives without truly understanding those human dimensions, what do we risk losing?

It’s a question that every legal professional, mediator, policymaker, and technology developer should be asking.

As we continue to rethink how justice is delivered in an increasingly digital world, this episode offers a timely and thought-provoking conversation about balancing innovation with humanity. Whether you’re a mediator, lawyer, business leader, or simply interested in the future of conflict resolution, I hope you’ll find plenty to reflect on.

🎙️ Listen to the full episode of All Things Conflict to hear Dr Hussayn Salem discuss the future of AI, mediation, and access to justice. If you enjoyed the episode, please subscribe to our channel, leave a review, and share it with your network.