Private AI for Business

General practice / records, letters, and follow-up

General practice runs on records, letters, and follow-up, with clinical judgment in every decision.

We deploy private workflows that prepare patient intake summaries, referral letters, follow-up lists, and review packs from approved practice records. Clinicians own every clinical decision and patient communication.

Intake summariesReferral lettersFollow-up listsReview packs
A neutral example of the same workflow pattern, run on supplied synthetic material.

Pattern demonstration / same workflow, synthetic material

Fixed-scope setupClient-owned accountsDraft-and-review firstFull handover

Where general practice time goes

The consultation is short. The surrounding work is not.

Every patient visit creates the same surrounding work: history, letters, referrals, and follow-up that all need a clinician's review.

01 / INTAKE

Prepare the visit summary

Gather the patient's stated concern, history, and relevant records into a reviewable summary.

02 / REFERRAL

Draft the referral letter

Prepare a referral draft from approved notes and patient records for the clinician to complete.

03 / FOLLOW-UP

Keep the list current

Organize follow-up notes, open results, and next steps into a review pack for the team.

The clinical boundary

The system prepares the file. The clinician makes the call.

CLINICAL

No diagnosis or triage

The workflow drafts administrative and record material. Clinical decisions, triage, and patient care stay with clinicians.

ACCESS

Patient records stay scoped

Permissions and confidentiality are agreed before patient material enters the workflow.

REVIEW

Every output is a draft

Summaries, letters, and follow-ups are reviewed, corrected, and signed by the responsible clinician.

A first general practice workflow

Start with the document the team rebuilds.

Choose the artifact

Pick intake summaries, referral letters, follow-up lists, or review packs.

Scope the approved sources

Define the records, templates, and letters the workflow may use and who can access them.

Test with real patients

Run the workflow against recent visits and check the draft, citations, and boundaries.

Hand over the review route

Document the source map, permissions, and the clinician responsible for each output.

General practice gets more time for patients when the letters and lists are ready for review, not built from scratch.

Why trust Pristine3D?

We build and operate production software.

Pristine3D Ltd builds and operates live digital products, and we run private AI workflows internally as part of our own operations. We scope around your real workflow: the documents you own, the questions your team asks, and the access boundary you approve. Based in Lagos, Nigeria, we work remotely with clients worldwide.

METHOD

We start with the actual workflow

One input, one output, one test set, and one person who owns the result. We scope a real workflow instead of a transformation programme.

OWNERSHIP

The boundary stays visible

Cloud, model, storage, and messaging accounts stay in your name. The chosen data path, access rules, test record, documentation, and training are part of the agreed scope.

Pricing / fixed scope

Know the starting numbers before you ask.

The final quote follows the workflow. Infrastructure and model bills stay on your accounts.

Annual support

Starting from
$3,000 / ₦1.5m
per year

Standard care for one delivered workflow. Optional. Larger deployments and active monitoring are separately scoped.

See support

Architecture review from $500. Standard annual support is $3,000 / ₦1.5m per year for one delivered workflow. New workflows, integrations, active monitoring, and infrastructure are separately scoped; infrastructure, model, storage, and messaging bills stay on client accounts. Full pricing and what changes the quote

Straight answers

Common questions.

Can it make clinical decisions?

No. It prepares records, letters, and lists. Diagnosis, triage, and patient care stay with clinicians.

Can it send patient letters automatically?

No. It drafts the material. Review, signing, and patient communication stay with the clinician.

How is this different from the clinics page?

That page covers clinics and HMOs broadly. This page is general practice specific: intake, letters, and follow-up.

Own your knowledge base

The model is not the product. The knowledge base is.

Documents, the retrieval index, access rules, and the workflows built around them are the asset, and they compound. We deploy so the knowledge base stays yours: on your accounts, in the environment you choose, under access rules your team defines. The model behind the answers is a connector, so the knowledge base moves with you, not with a vendor.

THE ASSET

Your corpus, your index

The document store, metadata, and retrieval setup live on accounts you own. No vendor holds the corpus.

THE LOCK-IN

Models are swappable parts

Change the model provider, move regions, or go local without rebuilding the knowledge base or the workflow.

THE ALPHA

The knowledge base is the alpha

Every improvement to the corpus improves the answers, and the improvement stays with you, not with a vendor.

Keep exploring

Related setups.

Start with the document

Which general practice document takes the most time?

Tell us the artifact, the approved records, and the review clinician. We will scope the first workflow around the practice's own workload.

Prefer email? Message us at hey@pristine3d.com.