Faster than a team of our size normally would, because we build and run our own AI engineering tooling rather than buying delivery speed with headcount. What that changes is the cost of iteration: revisions that would normally be batched into a release cycle can happen inside a working session. What it does not change is the parts that are genuinely slow, such as a decision that needs your subject expert, a regulatory question that needs counsel, or a fabrication lead time. We would rather give you an honest schedule with those named than a short one that hides them.
