Staff shortages
Clinicians are the scarcest resource in the building. Any system that adds thirty seconds per encounter is costing you consultations, and it will be worked around within a fortnight.
Healthcare & life sciences
Every clinical system is two systems. There is the one clinicians use, which has to be fast enough that nobody works around it, and there is the one that proves afterwards who saw what, when, and on whose authority. Most vendors build the first and bolt the second on at the end. That is the wrong order, and it is why so much health software fails its first real audit.
“Can you build this so it passes a HIPAA audit without slowing my clinicians down?”
The pressure
Clinicians are the scarcest resource in the building. Any system that adds thirty seconds per encounter is costing you consultations, and it will be worked around within a fortnight.
The EHR, the scheduling tool, the lab system and the billing platform each hold part of the patient. Nobody holds all of it, and the gaps are where errors live.
Remote consultation stopped being an overflow channel. It is now a primary one, and it inherits every compliance obligation the physical clinic has.
Regulators are not asking whether you used a model. They are asking what it saw, what it decided, and whether a human could have overruled it.
The audit interview
These are asked after the fact, by someone with the authority to stop you. Each one is a design decision made months earlier, or it is a problem.
Who viewed this record, and when?
An append-only access log written by the same code path that serves the record. If viewing and logging can come apart, they will, and the gap is exactly what gets asked about.
On whose authority?
Role at the time of access, not role today. Permissions change, and an audit is a question about a moment in the past.
Was consent in place?
Consent recorded as a versioned artefact with a scope and an expiry, not a boolean on a patient row that somebody set once.
What did the model see?
The exact input, the version of the model, and the output, retained for the same period as the clinical record itself.
Could a clinician have overruled it?
Yes, and the fact that they did or did not is recorded. A recommendation nobody can decline is a decision wearing a recommendation costume.
Where did the data physically sit?
Region, provider and every subprocessor in the chain, documented before the contract rather than assembled during the incident.
The work
Four kinds of system, each one shaped by the fact that a clinician will abandon anything that slows them down.
Video, scheduling, notes and billing in one flow rather than four tools a clinician tabs between. The consultation record is written once and referenced everywhere.
Triage queues, referral tracking and care pathways that encode your actual protocol, including the exceptions your staff currently hold in their heads.
HL7 and FHIR interfaces to the systems you already own, so a new tool does not mean another island of data.
Booking, results and secure messaging built for people who are unwell, on a phone, and not in the mood to solve a puzzle.
Non-negotiable
Where AI actually lands
Worth doing
Where we stop
Autonomous diagnosis. Not because the models cannot, but because nobody in your organisation can carry the liability, and no regulator will accept a system whose reasoning cannot be reconstructed after the fact. We build for the clinician holding the pen.
Evidence
A regional provider running consultations through a general video tool and a separate scheduler. We replaced both with one system, and wait times fell by 65 percent.
Read the case study
How we deliver it
Systems built for one business, owned outright, with no licence renewal attached.
Production ML pipelines, retrieval systems, and evaluation harnesses built to survive audit.
Threat modelling, hardening, and the evidence trail an auditor will ask for.
Other sectors we work in
Next step
No discovery call with a salesperson, no deck. A senior engineer reads what you send and replies with a real assessment, including when we think you shouldn’t build it.
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Start a project
A senior engineer reads every one of these, and replies within one business day. Nothing here goes to a sales sequence.
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The problem
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Today
Pick any that apply.
Timing
A real deadline changes the design. An arbitrary one does not.
Size
A range is fine. It shapes what we propose, not what we charge.
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It changes whether we lead, embed, or advise.
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