Posts

Showing posts from September, 2026

Black box vs glass box, what explainable AI actually means for a mortgage recommendation

Image
  Two terms get used almost interchangeably in AI marketing at the moment, black box and glass box, and the gap between them matters more in mortgage advice than in most other applications of this technology. A black box system is one whose internal reasoning cannot actually be traced by the people using it, even when the output itself is accurate. A glass box system is one where that reasoning can be traced. Most of what gets called explainable AI does not distinguish clearly between these two things, and in a market where a suitability decision has to remain defensible for years after it was made, that gap is not a minor detail. What actually makes a model a black box Complex models, deep neural networks and large ensemble models in particular, map a large number of interacting inputs to an output through so many internal parameters that even the people who built the system often cannot fully trace, in a way a human could read and follow, exactly why one specific case produced on...

White label or build your own, how networks are deciding their tech stack

Image
  The decision between licensing a white label platform and building proprietary technology in house is not a new one for mortgage networks. What has changed is how much it now costs to get wrong. A platform choice that looked adequate three years ago is increasingly the thing holding a network back from meeting requirements that did not exist when the contract was signed. Fignum's inaugural Mortgage Tech Pulse report, published in April 2026 and based on conversations with senior leaders across more than 40 UK mortgage lenders, put this shift in blunt terms. For many firms, the cost of maintaining the status quo is now viewed as greater than the disruption of changing core technology. That finding comes from lenders rather than networks specifically, but the underlying pressure sits underneath a network's technology decision just as directly, since a network is running the same case management, compliance, and servicing infrastructure at a different point in the same chain. Wh...