The position

Most AI arrives as somebody else's service
The model lives elsewhere. Your data travels to it. The terms, the retention, the pricing and the deprecation schedule are all set by whoever owns the endpoint. For a great many organisations that is not a deployment option. It is a reason not to start.
So they don't start. Not because the technology doesn't work, but because the only shape it is offered in is one they cannot accept.
"Private" usually isn't, and "local" usually is a toy
Private AI, in practice, tends to mean being a tenant in somebody else's cloud with a stronger contract. Better, but the data still leaves, and the dependency is still total.
Local AI, in practice, tends to mean a chatbot on a workstation. Genuinely private, and not operations. It answers questions. It does not do work, carry responsibility, or leave a record anyone could audit afterwards.
Between those two there is a gap, and the gap is where most real work lives.
Capability is the easy half
The hard part was never getting a model to produce something. It is everything that has to be true before you can let it act: knowing what it did, on whose authority, and being able to show your reasoning to somebody who was not in the room.
That is not a feature. It is the difference between a demonstration and a system you can put your name to.
Authority is a process, not a size
There is an assumption that this kind of rigour belongs to large organisations, because only they can afford the committee. We think that has it backwards. Authority comes from a governed process, and a process can be small. What it cannot be is absent, or improvised each time, or dependent on somebody remembering.
A small organisation running a disciplined process is more trustworthy than a large one running none. Size is not the qualification. The process is.
What this site is for
This is where that thinking gets written down, in public, with dates on it. Not a product tour and not a status board - the arguments, the problems worth solving, and the principles we keep arriving back at.