Delegated authority and AI: from hype to hard reality?
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Delegated authority and AI: from hype to hard reality?

By Stuart Cheers-Berry, Delegated Authority Manager

Following last month’s TIN Delegated Authority Strategy Day, one theme stood out clearly across the market conversations: the discussion around AI within delegated authority is becoming more grounded and operationally focused.

Over the last 12 months, AI has dominated conversations across the insurance market, with significant attention on its potential to reshape underwriting operations, oversight, bordereaux management and workflow efficiency. While progress is undoubtedly being made, the pace of adoption across delegated authority has perhaps been more measured than some initially anticipated.

In many ways, that reflects the realities of the delegated authority environment itself.

Operational realities are shaping adoption

Delegated authority is operationally complex, highly regulated and heavily dependent on robust governance and oversight. Introducing new technology into that environment was never likely to be straightforward.

One of the most common themes discussed at the event was data quality. While the market continues to make progress around standardisation, many organisations are still managing fragmented datasets, inconsistent bordereaux structures and legacy systems that create challenges for automation and AI deployment.

The issue is not necessarily a lack of appetite for innovation. Rather, firms are recognising that technology outcomes are only as strong as the operational foundations beneath them.

Integration challenges also continue to influence the pace of change. Many delegated authority businesses are balancing modernisation programmes alongside day-to-day operational delivery, regulatory requirements and ongoing market change. Embedding new AI capabilities into established systems and workflows requires careful planning, investment and clarity around where value can genuinely be achieved.

Alongside this, there is increasing focus on the commercial realities of adoption. Over the last year, the market has seen a significant increase in the number of AI vendors and solutions targeting insurance businesses. As a result, firms are becoming more selective and more disciplined in assessing where technology can deliver measurable operational benefit.

That shift towards a more pragmatic approach feels both necessary and healthy.

From experimentation to practical application

Another clear takeaway from the discussions was that the market is moving beyond broad AI enthusiasm towards more targeted operational use cases.

In practice, many organisations are still using AI in relatively focused ways, often to support productivity, data interrogation, document handling or workflow efficiency, rather than fundamentally transforming delegated authority operations overnight.

That is perhaps unsurprising. Insurance has always been a cautious industry, particularly within delegated authority where governance, accountability and regulatory oversight remain critical. Firms understandably want greater clarity around regulatory expectations, operational controls and long-term business value before accelerating adoption further.

There is also growing recognition that AI solutions are most effective when embedded directly into operational processes rather than deployed as standalone tools. In many cases, the market appears to be moving away from technology-led experimentation and towards business-led implementation focused on solving specific operational challenges.

Importantly, the conversation is increasingly centred on people as well as technology. Upskilling delegated authority professionals, improving operational understanding of AI capabilities and building confidence around appropriate usage will all play an important role in the next stage of adoption.

Building the right foundations

If earlier conversations around AI were characterised by anticipation and rapid predictions around transformation, the discussions taking place today feel far more focused on execution, governance and operational readiness.

That may ultimately prove more valuable for the market over the longer term.

The delegated authority sector was never likely to experience an immediate AI transformation. The operational and regulatory complexity of the market means progress will inevitably be incremental and shaped by governance, data quality and practical delivery considerations.

What feels increasingly clear, however, is that the market’s focus is shifting towards building the right foundations for sustainable adoption. Better data standardisation, clearer governance frameworks, stronger operational integration and more defined business use cases are likely to be far more important than simply adopting the latest technology solution.

As the market continues to evolve, success will probably be defined less by how quickly organisations adopt AI and more by how effectively they integrate it into existing delegated authority operations in a way that delivers genuine operational value.

If you would like to continue the conversation, get in touch with Delegated Authority Manager, Stuart Cheers-Berry at stuart.cheersberry@davies-group.com