regulation

Regulator field trials found automatic overdraft alerts cut charges by a quarter while opt-in alerts barely moved. Start with timely alerts on by default, fix categorisation, answer questions on demand and stay away from investment advice.

The law requires the option; a Dutch court required that the choice stick. Build a non-profiled feed people would actually use, explain ranking in plain words and size the engagement cost without inventing an uptake rate.

Recent deals used three structures for three needs. Choose by what you actually need (people, technology, customers or supply), and price in regulatory review and the customers left behind.

Self-reported minutes saved, a randomised trial and one deployer's own records disagree by an order of magnitude. Decide what the scribe may do, how patients are told and what you will measure.

Hiring is one of the clearest high-risk uses under the EU AI Act. The interviewer wants to see you turn obligations into product requirements and a roadmap, with dates stated carefully.

India's Digital Personal Data Protection framework is now in force in phases. The interviewer wants the principles turned into product requirements, stated as of a date and checked with counsel.

A principal-level question about enabling speed inside strict risk management. The answer that scores is a tiered system that makes low-risk uses fast and high-risk uses rigorous, built on the bank's existing model-risk practices.

Explainability becomes concrete the moment a regulator or a customer asks about one decision. The answer depends on what was logged, how the decision was made, and whether a person was involved.

Three regulatory regimes, all moving. Principal answers design a common baseline that satisfies the strictest shared requirements, a small set of regional variations as configuration, and a process that tracks change without reviewing every release from scratch.

The UK regulates AI through existing laws, and the Online Safety Act's reach over chatbots depends on what the product does. Map features to duties, and build for powers that are already being extended.

Regional capacity is fragmented capacity, and four providers charge about 10% for it. Price it, define exactly what you promise, and tell customers which models arrive late in their region.