A demo runs on clean data, in a controlled environment, in front of an audience that wants it to work. A result has to survive your systems, your people and an ordinary Tuesday. The engagement is built around production deployment rather than proof of concept.

Because the technology is rarely the constraint. The engineer spends time with your operators, your numbers and your constraints first, so the work targets margin, cycle time, capacity and risk rather than whichever AI use case happens to be fashionable.

No. Pick one workflow where AI should already be working and is not. Sunburnt AI takes that workflow to production in your operation, and you judge the engagement on that result before considering anything broader.

There is no minimum size. The program scales from a single executive briefing through to organisation wide enablement. What changes is depth and duration, not whether it applies.