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From first question to working model.

Service areas

Model training & fine-tuning

Custom models trained on clinical, laboratory, or research data, and measured against the people who know the domain.

  • Fine-tuned language models for clinical text: de-identification, summarisation, coding, and extraction
  • Vision and classification models for imaging, pathology, and laboratory data
  • Dataset curation, clinician labelling workflows, and agreed evaluation sets
  • Training on your infrastructure or ours, with models delivered for your environment

Private AI & retrieval

Build within the organisation's data, network, and governance boundaries.

  • Question-answering over guidelines, policies, and records with citations and scope controls
  • Self-hosted language, embedding, and reranking models
  • Evaluation, release testing, observability, and production hardening

Document systems

Make difficult source material usable without losing structure, provenance, or human review.

  • OCR and structured extraction for scans, forms, tables, and complex PDFs
  • Reviewable PII redaction for FOI and right-to-information workflows
  • Curated, versioned document stores and search

Advisory & technical review

Assess the use case, data, regulatory path, and delivery options before committing.

  • AI readiness, feasibility, and build-versus-buy reviews
  • Data readiness: what exists, what is labelled, and what it would take
  • Support for HREC applications and TGA software-as-a-medical-device scoping
  • Architecture, delivery planning, and recovery of stalled pilots

Start with a bounded review.

A fixed-scope review tests the use case, available data, privacy and ethics constraints, regulatory path, and how success will be measured before a large budget is committed.

You receive a written recommendation to proceed, change course, buy, build, defer, or stop. There is no obligation to continue into delivery.

Start a conversation.

Describe the problem and the constraints around it. We will tell you whether the work is a fit.

Enquiries are typically answered within one business day.