Product strategy
Where AI changes the product, the pricing model, and the moat — and where it does not.
Capability
Products that assume a model is present — and interfaces that make it trustworthy.

Adding a chat box to an existing product is not an AI-native product. The native version changes what the product is for, how it is priced, and what the customer has to do.
We work with product and design leadership on the questions that follow: where the model's judgement replaces the user's, how uncertainty is communicated, what the failure experience looks like, and how the interface makes the exchange of data legible.
Permission is an interface property. Customers accept personalisation and automation when the trade is visible and reversible, and resist it when it is neither.
Where AI changes the product, the pricing model, and the moat — and where it does not.
Interfaces for uncertainty, correction, and control in AI-assisted journeys.
Unit economics for inference-heavy products, including usage-based and outcome-based models.
Explicit preference controls, disclosure, and reversible consent.

Next step
Bring a live decision. We will bring the pattern from comparable organisations — including the failures.