A model that knows your material, answers in your voice, and runs on hardware you own.
That gap is the whole job. A general model can write you a polite email about a refund policy. It cannot tell a customer what your refund policy is, because it has never seen it.
We close that gap. Depending on what you need, that means wiring a model into your documents so it answers from them, giving it a role and a personality it holds onto, training it on your material, building the interface around it, or all four.
What comes out the other end is yours. It runs on your machine or your server, the material it learned from never comes to us, and there is no monthly fee to a company that could change its mind about you.
Most of this work splits into things a company needs and things a person wants. The engineering underneath is largely the same. The conversation around it is not, so we have written them out separately.
We will ask plenty of questions, because we cannot build the right thing without knowing exactly what it is for. What we will not do is have an opinion about it. Tell us what it needs to do and we will tell you how to do it properly, and once it is handed over there is nobody at this end watching how you use it. A private assistant that reports back to its maker is not private, whatever it says on the box.
There are three levers, they cost wildly different amounts, and picking the wrong one is the most common way this sort of project goes wrong. We will tell you which you need, including when the answer is the cheap one.
The model is given a searchable copy of your material and looks things up before it answers. Fast to build, cheap to change, and it cites where the answer came from. Update a document and the model is current the same afternoon, with no retraining at all.
Shaping how the model conducts itself: what it is, how it speaks, what it refuses, what it does when it is unsure. Cheap, quick, and responsible for far more of the finished feel than people expect.
Actually adjusting the model's weights on your material. The right answer when you need a genuinely different style or a specialism no amount of looking things up will give you. Slower, costlier, and worth it when it is worth it.
If the problem is that the model does not know something, teaching it is the expensive way to fix a lookup. Training changes how a model behaves. Retrieval changes what it knows. Confusing the two burns budgets.
A brilliant model behind a bad window gets abandoned in a fortnight. We build the thing you actually click on as well, whether that is a panel on your website or a proper application on your desktop.
Once it is wired into your material and given a role, the difference between two decent open models is usually smaller than the difference between two ways of preparing your documents. More on choosing one.
This is a sovereignty company, so local is never the awkward option. For anything personal it is the obvious answer. For a system serving customers around the clock, managed hosting usually is, and we will say which is which rather than selling you the one that sounds better.
Some of these come up in almost every first conversation, so here they are in advance.
No form, no discovery call, no funnel. Describe the thing you want in whatever words you have for it, tell us what machine it has to run on, and we will tell you honestly whether it is a weekend of work or a serious project.
Enquiring for a business? Our Enterprise page covers deployment, hosting and managed systems at scale.