AI Platform & Model Engineering

Domain-Adaptive Continued Pretraining

For organisations with a very large library of their own documents, like technical manuals or research archives. We continue training an open model on that library so it truly understands your field's words, then fine-tune it for your tasks.

Why you need it — Building this yourself would need a research team, a large computing budget and months of trial and error. You get a working model that uses your field's language.
  • Free scoping assessment first
  • Inspected before it goes live
  • One-time no renewal
  • 2–5 days build time, once your material is in
Free first step

Get a free proposal for your business, in minutes

Tell us your business name and we email you what this service would do for it, what we need and the fixed price. No account, no payment.

We use your email only to send this and to answer you.

When you order: a full refund if you cancel before work starts, and if a delivery does not contain what this page lists, we fix it, rebuild it or refund that part.

What you get

  • Cleaning and de-duplication of your document library
  • AI model trained further on your library
  • Extra training for your most important tasks
  • Test questions from your field to check it does better than the starting model
  • Private hosting of the trained model in your cloud
  • Retraining with new documents when you need it

How your order runs

  1. Questionnaire

    You answer a short questionnaire about your business, your goals and what this service needs.

  2. Five sample concepts

    We prepare five sample setups from your answers, each bringing you the predictions in a different way — an instant alert, a daily report, straight into your tools and more.

  3. You choose or mix

    Pick one, or tell us what to take from two of them.

  4. Upload your material

    Send what this service works from — files, data, access or material, depending on the service. We use only what you give us.

  5. We build it

    Our specialist AI team builds the complete service from your choice and your material.

  6. Quality inspector

    An automated inspector checks the work. Anything that fails is rebuilt before you see it.

  7. Delivered

    The finished work arrives in your dashboard, ready to use. Nothing renews.

The five samples usually arrive within minutes. Each service's build time is counted from the day your questionnaire and material are complete.

How it works

What we do for you in this job.

  1. 1Answers staff questions in your field's own vocabulary
  2. 2Drafts documents in the style of your archive
  3. 3Is retrained when enough new documents arrive

Connects to

Connected to the tools you already use.

cloud accountdocument stores

How we deliver it

When we finish, your own trained model is running privately in your cloud account, connected to the tools your staff already use.
A one-time job: we do the work on your business and deliver the result once; nothing renews.

Choose your plan

One payment for the whole job, delivered once. Need more later? Add extra units any time.

One-time job — one payment for the whole job; we deliver it once, it is yours to keep, and nothing renews.
Every training includes the full quality process: your data is checked before anything runs; records shared between training and test are removed (no contamination); a test set is kept apart and used only once, at the end; and every accuracy figure is measured on it, per class, in a signed report (no inflated numbers). Your data is measured before any GPU starts — if it is larger than your size, we tell you first.
✓ Best price, direct: order here and you pay the price shown, with no marketplace fees.
What your price covers
  • Built on your business — your data, rules and tools — by our specialist AI team, not a generic template.
  • Every delivery passes our quality checks before you see it: tested, working and documented.
  • One payment covers the whole job: the work on your business, our quality checks and the delivered result. Nothing renews.

Included in the price

  • The service built for your business and running (or delivered)
  • A working model app: upload rows, get answers with reasons
  • A plain-language model card with measured accuracy

Extras

Tick what you want on top; the total updates as you go.

Total
Continue with these extras

What we need from you

We use only what you give us — we never invent your details.

  • How large is your document library and what formats?
  • Which tasks should the model handle first?
  • Are any documents off limits for training?
  • Where should the model be hosted?
  • How will you judge that it understands your field?

Your data stays yours.

The promise, in plain words — and each part is built into how we work, not just written here.

Encrypted, per customer

Everything you send us is encrypted with keys that belong to your account alone.

Used only for your service

Your files and answers are used to build your service — never for another customer's work.

No outside AI without approval

Data you mark confidential is not sent to any outside AI service we have not approved. By default it is handled only by our own tools.

Delete everything, any time

From your account you can delete everything you sent us and everything built from it. Your keys are destroyed, so even backups become unreadable, and you get a deletion receipt. Only the invoice records that accounting law requires are kept.

Add-ons & upgrades

Start with the build, then add what you need — anytime.

Usage top-up: 1 retrain
Extra usage for this service, added to your plan. Valid for 12 months and used only after what is already included runs out.

Built for your sector

Ready to see it built on your business?

Start with a free scoping assessment — we scope it and quote before you commit.

One-time $519
Get started →