The first version people actually use.
Scoped hard, so it ships; structured deliberately, so version two is an extension rather than a rewrite.
Most engagements start the same way: a short, no-obligation call about the problem. If we are not the right fit, we say so on that call and point you somewhere better.
This is the stage where most AI projects quietly take on the architectural debt that kills them eighteen months later, which is precisely why we treat the MVP as the foundation of the eventual system rather than a throwaway.
A shipped first version with evaluation, governance and observability in from the first release, because retrofitting trust is far more expensive than designing it.
An MVP built this way extends into the full system without a rewrite. That is the point of building it this way.
Book a call about an MVP.
Indicative ranges are shared on the first call, sized to your situation.