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Find the right first workflow
Map the repeatable paperwork that costs your team the most time and choose a useful, measurable starting point.
Vytherix AI Labs
Bring one recurring document, a few real examples, and the Mac you already have. We’ll help you find a useful first workflow, measure it honestly, and leave you with a process your team understands.
Independent consulting
Vytherix AI Labs also works independently with small teams on local AI, document workflows, evaluation, and model choices. The goal is simple: leave you with a clearer process and a setup that earns its place in the work.
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Map the repeatable paperwork that costs your team the most time and choose a useful, measurable starting point.
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Compare models, memory, and hardware against your examples—not a leaderboard or a sales pitch.
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Shape the inputs, instructions, output structure, review checks, and exports around the way your business already works.
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Set up held-out examples, show what improved, and leave your team with a workflow they can run and understand.
Need an independent view of where AI fits?
Bring one recurring document, a few real examples, and the Mac you already have.
Vytherix AI Labs
The app improves on its own from the drafts your team corrects. An engagement is for when you want that taken further — a pack built around your own documents, and the judgement calls that need a person.
Your reviewed drafts — the ones a person actually corrected and sent — are the material. We go through them with you, work out what separates a draft you had to rewrite from one you signed off untouched, and turn that into a training set. Where there is not enough of it yet, building and augmenting that set is part of the engagement rather than something you have to solve first.
A pack is the app's unit of work: the instructions, the fields, the structure a document has to come out in, and the checks it has to pass. The shipped pack is general. Yours is built around your forms, your headings, your required fields, and the things that make a document wrong in your trade specifically.
Before anything is handed over, we set aside real examples from your business that the training never touched, and score against them: how much editing a draft still needs, whether structured output stays valid, whether it got slower. You get the numbers and the method, not an assurance. If a change does not beat the version you already had, it does not ship.
Which open-weight model, at which size and quantisation, on which Mac — measured against your examples rather than a public leaderboard. That includes the unprofitable answer: quite often the machine already on the desk is enough, and we will say so.
It comes down to four things: the document your team writes most often, roughly how many go out in a week, whether a person reviews every one before it is sent, and what Mac you already have. Where there is a steady volume of one kind of document and someone correcting it each time, there is something for the lab to work with.
Where there is not, the honest answer is that the app on its own will probably be enough, once it is released.
A useful first brief
This form opens an email on your device. Nothing is sent to a form service or stored by the site. Share only what is comfortable; examples can stay abstract until we agree on a next step.