The sector changes the answer.So start with yours.
The same four stages apply everywhere. What changes is where the value sits, what the regulator expects and which mistakes are expensive. These are the sectors we know best.
Financial services & insurance
Consumer Duty, conduct risk and board scrutiny, designed in before anything is built.
Marketplaces & e-commerce
Matching, personalisation and operations, judged by conversion, retention and margin.
B2B SaaS & subscription
AI in the product and in how the product team works, judged by revenue and speed.
Professional services
Knowledge-intensive work, the cost of producing it, and what stays with your people.
Clients outside these sectors are welcome where the fit is strong: real operational complexity, and a leadership team able to act.
Or start somewhere else
Start with a conversation.Thirty minutes, free.
Tell us what you are trying to decide. If we can help, we will say how and what it would cost. If we can't, we will say that too.