How do we start?
We start with a short call to define the decision, the stakes and what is already known. If the question is bounded, I propose a one-to-two-week Decision & Discovery Sprint with a clear outcome and fee. If another format fits better, I will say so.
We already have developers or an agency. Where do you fit?
Before implementation or alongside its earliest stage: clarifying the problem, interviewing stakeholders, comparing options and producing requirements. I can work directly with your delivery team or white-label inside an agency engagement.
Can you help us decide whether we need AI?
Yes. I start with the problem AI is expected to solve and compare it with simpler options. If AI is the right fit, I identify a useful pilot and define how success will be measured. If it is not, I recommend the simpler system.
What if the evidence does not support our preferred answer?
The conclusion will say so. I distinguish observed facts, supported inferences and unresolved unknowns, then name what evidence or experiment would change the decision.
Do you write code?
I have a software-engineering background, can read code and test technical claims, and build my own products. I use that depth to improve discovery and assessment work; I do not take staff-augmentation engineering roles.