Artificial Intelligence Has Moved the Bottleneck: Where Is Value Created in Dispute Resolution?

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ADR Istanbul

ADR Istanbul

ADRIstanbul is a platform that provides service to quickly reach permanent, sustainable, high value-added agreements in private law disputes between institutions, organizations, investors, employers, and states.
dispute resolution

In May 2026, the World Economic Forum (WEF) published a report prepared in collaboration with BCG: Strategic Choices in the Age of AI: Shaping the Future of Life Sciences. The report documents a profound transformation in pharmaceutical research and development. But its real significance extends far beyond the pharmaceutical sector.

The structural transformation that artificial intelligence is driving in the life sciences is advancing with equal momentum in law and dispute resolution. And the two transformations bear a striking resemblance to one another.

What Does the WEF Report Say?

For years, the central bottleneck in pharmaceutical research was discovery. Which molecule will work? Which compound shows promise? Answering those questions used to take years, sometimes decades.

Artificial intelligence has removed that bottleneck. Today, more actors can generate hypotheses and design molecules. The discovery phase has been democratised.

But the WEF report places a striking finding before us: the bottleneck has not disappeared. It has moved. From discovery to development, validation and scaling. The real challenge now is turning an idea into a real-world solution that is operational, approved, implemented and sustainable.

Competition has been transformed as well. The winner is no longer the one with the best molecule, but the one that operates the most effective system. Data, evidence integrity, traceability and governance now form the new axes of competitive advantage.

The Same Transformation in Dispute Resolution

Looking at dispute resolution, this picture feels almost immediately familiar.

The old bottleneck: access to information

There was a time when the central challenge in dispute resolution was access to information. Finding the right precedent, searching comparable cases, reviewing files running to thousands of pages, these tasks used to take weeks. They consumed the majority of the time available to lawyers, mediators and arbitrators.

Artificial intelligence has moved that bottleneck

Legal AI tools now search case law in seconds, identify risk clauses in contracts, and summarise the positions of the parties. Efficiency in document review and research has increased exponentially.

What WEF says about the life sciences applies equally to dispute resolution: more actors can now produce faster analysis. The bottleneck is no longer here.

The new bottleneck: trust, judgement and relationship

So where has the bottleneck moved? To exactly the place that WEF identifies in the life sciences: the development, validation and real-world implementation phase.

In the language of dispute resolution, this means building trust between parties, managing emotional dynamics, reading cultural nuances, preparing the ground for agreement, and ensuring that the resolution is sustainable. These are skills that depend on human capacity, beyond the reach of artificial intelligence as it exists today.

Artificial intelligence cannot create the trust that a mediator builds at the table. It cannot read the gap between what a party says and what their face reveals. It cannot genuinely understand why a business partnership of many years has broken down. These remain the domain of the human.

Where Is Value Created?

The WEF report observes that competition in the life sciences has shifted from product quality to system effectiveness. The winner is not the one with the best molecule, but the one who turns data into the best evidence and manages the process most effectively.

In dispute resolution, the equation is changing in a similar way.

Value no longer resides in technical knowledge alone. It lies in a mediator’s capacity to design a process, in the skill of bringing parties to the right question at the right moment, in the competence to create the conditions that make agreement possible.

Artificial intelligence can accelerate and support certain steps in this process. But it cannot replace the human connection that is the essence of the process itself.

What Does This Mean for Institutions?

The WEF report carries a strong warning for life sciences companies: the fact that artificial intelligence has made discovery easier does not make the work easier. Those who are not ready for the new bottleneck will find themselves outside the competition.

The same warning applies in dispute resolution. The fact that artificial intelligence has made research and document review easier does not justify deferring investment in process management, trust-building and human judgement. That would mean entering the new bottleneck unprepared.

The practical implications for institutions can be outlined as follows: feeding dispute prevention systems with artificial intelligence tools while leaving the decision to the human; integrating mediation and facilitation processes as strategic instruments within institutional architecture; and clearly defining where human judgement enters in processes accelerated by artificial intelligence.

The most powerful sentence in the WEF life sciences report is this:

‘Even as artificial intelligence democratises discovery, scaling still requires human capacity.’

The same equation operates in dispute resolution.

Even as artificial intelligence democratises analysis, developing common ground between parties and building win-win formulas still requires human capacity.

And that is what shows us that the greatest opportunity facing dispute resolution lies precisely in its human dimension.

Sources

World Economic Forum & BCG. (May 2026). Strategic Choices in the Age of AI: Shaping the Future of Life Sciences. weforum.org.

WEF. (May 2026). How AI is shifting life sciences from blockbuster drugs to continuous R&D. weforum.org.

ADR Istanbul

ADR Istanbul

ADRIstanbul is a platform that provides service to quickly reach permanent, sustainable, high value-added agreements in private law disputes between institutions, organizations, investors, employers, and states.

26 Jun 2026

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