Hans outlines an actuarial modeling process using Axis software to project cash flows and reserves. Hans proposes using AI and machine learning for bucketing policies into representative records. This simplifies complex datasets to enable faster financial evaluations.

Here is a detailed breakdown of our conversation:

1. The Bottleneck: Volume vs. Processing Time

Hans is working with an existing software system (Axis) that models insurance products to produce cash flows and reserves. The critical issue is that this system processes every policy record individually, running them "one by one". This