Inky HealthEvidence before deployment.
A convincing demo does not establish safety, usefulness, or readiness for production. We start with the evidence needed to answer those questions.
Working principles
Measure before building
Agree representative data, real questions, expected outcomes, and failure cases with the people who know the domain before choosing a model or architecture.
Keep people in control
Show the source, make uncertainty visible, and leave consequential decisions with the person accountable for them.
Make change traceable
Version datasets, training runs, prompts, models, and retrieval settings. Keep evaluation results so behaviour can be reconstructed later.
Design for the real boundary
Treat privacy, residency, network isolation, security review, and operations as inputs to the design, not launch-day surprises.
Training clinical models.
A model is only as trustworthy as its data, its labels, and the way it was tested.
Documented data
Record where the data came from, how it was selected, what was excluded, and who approved its use.
Clinician ground truth
Labels come from clinicians, and agreement between reviewers is measured rather than assumed.
Honest evaluation
Report performance on held-out data and across patient subgroups, not as a single headline number.
Ethics and regulation
We support HREC applications and help scope whether a model is a research tool, a clinical aid, or software as a medical device under TGA rules.
Australian data handling.
Systems can be designed for Australian data residency and deployed on organisation-controlled infrastructure, including restricted networks with no public internet access. Models can be trained on your infrastructure or ours.
Designs are documented for review by privacy, security, and governance teams.
Sometimes the answer is not AI.
A search index, cleaner data, a simpler model, or a better workflow may solve the problem with less risk and cost. We will say so early.
Start a conversation.
Start with the questions your ethics, privacy, and governance teams will ask later.
Enquiries are typically answered within one business day.