Jake Harding

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500 appearances 6 recordings 1 series first heard May 2026 last heard 11 Aug

Jake Harding’s voice in public audio — every appearance, attributed to the second.

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Recordings per month over the last 12 months — 6 in all, peaking in Jun 2026 with 3.

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Making Risk Flow | The Future of Insurance · Beyond Traffic-Light Risk Scores: Building Climate Risk Models That Actually Work | Joan Saladich (Part 2) · 9 Jun 2026 podcast

Interesting.

And I mean, I think one of the key messages in that is that the task of creating an agentic AI ecosystem that functions, it's a huge task and that's one of the drawbacks.

But I think creating it is the first step.

Scaling it is even harder and ensuring that it kind of works consistently and can be maintained consistently.

is just an astronomical task.

So, I mean, you've painted a picture of all the different moving parts involved, and I think that really exemplifies why the purely build approach is perhaps not one to commit to for a carrier, because, I mean, they have other priorities.

They have smaller teams, perhaps, than some people that focus on this specifically.

So yeah, really interesting insight.

Thank you.

And finally, if an insurer successfully transitions away from generic reporting dashboards and embraces true AI-driven climate intelligence, how does that fundamentally change their confidence and capability when evaluating and pricing long-term and particularly multi-year commercial contracts?

That's a very good question.

Yeah, interesting.

I guess what we're trying to do is predict the future.

And the only way to do that is with as much data as you can possibly get your hands on that's relevant, as you say, taking historical data, future modeling, but ensuring it's over a large enough timescale to really kind of be reliable and to not be skewed by anomalies and to accurately kind of predict, particularly for underwriters, what's going to happen during the, I guess, the timescale of their contracts and

it's quite easy to see why that's so essential to them and we're taking really large data sets and trying to understand what they're going to do to a one two three year period of time it really is a fine i mean you said it's a science and it certainly is but i think it's a fine art as well to try and achieve that so thank you for those insights they've been fantastic and there's one more thing i do want to ask you today please i'm loving it so uh

Azamay, if you could change one thing about the insurance industry, what would that one thing be and why?

yeah no i agree i think the openness you described is one of the key factors of something we discussed earlier which is that's one of the approaches and the i guess qualities that those that lead are going to need when it comes to insurance those that are open to new methods and to working with partners to validate data and to embracing complexity and new technologies they're the ones that are going to pull ahead and i totally agree with you there and i think

To end on a very relevant note, I think abandoning the traffic light system is another key aspect for insurance.

So, Joan, thank you for joining us today.

I've really enjoyed our conversation.

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